diff --git a/.flake8 b/.flake8 index 52611dd6..78a05c1c 100644 --- a/.flake8 +++ b/.flake8 @@ -16,3 +16,4 @@ exclude = docs .eggs build + tmp diff --git a/.github/workflows/nbval.yaml b/.github/workflows/nbval.yaml index 2f0c9768..3c456ebc 100644 --- a/.github/workflows/nbval.yaml +++ b/.github/workflows/nbval.yaml @@ -13,6 +13,7 @@ jobs: 'TrendAnalysis_example.ipynb', 'TrendAnalysis_example_NSRDB.ipynb', 'degradation_and_soiling_example.ipynb', + 'soiling_options_guide.ipynb', 'system_availability_example.ipynb', 'Multi-year_on_year_example.ipynb' ] diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index 6afc6e07..7d05d59e 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -48083,7 +48083,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2026-03-20T15:45:34.764365Z", @@ -48393,6 +48393,8 @@ " soiling_rate_high\n", " inferred_start_loss\n", " inferred_end_loss\n", + " inferred_recovery\n", + " inferred_begin_shift\n", " length\n", " valid\n", " \n", @@ -48485,7 +48487,7 @@ "4 1.040835 4 False " ] }, - "execution_count": 22, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -48711,7 +48713,7 @@ "11 7 " ] }, - "execution_count": 24, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -48827,7 +48829,7 @@ "6 2016 0.970346 0.967108 0.973698" ] }, - "execution_count": 25, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -49022,7 +49024,7 @@ "2010-03-01 00:00:00-07:00 0.838916 " ] }, - "execution_count": 28, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/soiling_options_comparison_v2.ipynb b/docs/soiling_options_comparison_v2.ipynb new file mode 100644 index 00000000..e0a92767 --- /dev/null +++ b/docs/soiling_options_comparison_v2.ipynb @@ -0,0 +1,3325 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "48b5d224", + "metadata": {}, + "source": [ + "# Soiling Analysis Options Comparison\n", + "\n", + "This notebook demonstrates the impact of the soiling analysis parameters in RdTools v3.\n", + "\n", + "## New Parameters in v3\n", + "\n", + "| Parameter | Default | Description |\n", + "|-----------|---------|-------------|\n", + "| `detect_neg_shifts` | `False` | Detect negative shifts in rolling median to subdivide intervals |\n", + "| `piecewise_fit` | `False` | Test for slope change points within intervals |\n", + "| `neg_shift_factor` | `2.5` | Multiplier of `clean_threshold` for negative shift detection (only when `detect_neg_shifts=True`) |\n", + "| `min_piecewise_days` | `27` | Minimum interval length in days to attempt piecewise fitting (only when `piecewise_fit=True`) |\n", + "| `collapse_window_days` | `5` | Window for collapsing consecutive cleaning events into single event |\n", + "| `forward_median_window` | `10` | Window for forward median validation (only when `detect_neg_shifts=True`) |\n", + "\n", + "## Renamed Parameters (v2 → v3)\n", + "\n", + "| Old Name (v2) | New Name (v3) | Default |\n", + "|---------------|---------------|---------|\n", + "| `min_interval_length` | `min_interval_days` | `7` |\n", + "| `max_negative_step` | `max_neg_step` | `0.05` |\n", + "| `neg_shift` | `detect_neg_shifts` | `False` |\n", + "| `piecewise` | `piecewise_fit` | `False` |\n", + "\n", + "## Removed Methods (Consolidated)\n", + "\n", + "| Old Method (v2) | New Equivalent (v3) |\n", + "|-----------------|---------------------|\n", + "| `perfect_clean_complex` | `method='perfect_clean'` + `detect_neg_shifts=True` + `piecewise_fit=True` |\n", + "| `inferred_clean_complex` | `method='inferred_clean'` + `detect_neg_shifts=True` + `piecewise_fit=True` |\n", + "\n", + "## Cleaning Methods\n", + "\n", + "| Method | Description |\n", + "|--------|-------------|\n", + "| `half_norm_clean` | Starting point from half-normal distribution (default) |\n", + "| `random_clean` | Random recovery 0-100% |\n", + "| `perfect_clean` | Each cleaning returns performance to 1 |\n", + "| `inferred_clean` | Recovery inferred from data fits (requires `detect_neg_shifts=True`) |\n", + "\n", + "## Approach\n", + "\n", + "We build a master configuration DataFrame containing all parameter combinations, run each configuration, and then analyze the results." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "6b05044c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mspringe\\.conda\\envs\\rdtools_313-nb\\Lib\\site-packages\\pandas\\core\\computation\\expressions.py:22: UserWarning: Pandas requires version '2.10.2' or newer of 'numexpr' (version '2.10.1' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from itertools import product\n", + "import warnings\n", + "import rdtools\n", + "from rdtools import soiling" + ] + }, + { + "cell_type": "markdown", + "id": "f64db783", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "081e1c9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data range: 2010-02-25 00:00:00-07:00 to 2016-12-13 00:00:00-07:00\n", + "Days: 2484\n" + ] + } + ], + "source": [ + "# Load example data from PVDAQ system 4\n", + "file_url = ('https://github.com/NatLabRockies/rdtools/releases/download/3.0.0/'\n", + " 'pvdaq_system_4_2010-2016_subset_soil_signal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", + "\n", + "try:\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)\n", + "\n", + "# Rename columns and set up metadata\n", + "df = df.rename(columns={\n", + " 'ac_power': 'power_ac',\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", + "})\n", + "\n", + "meta = {'latitude': 39.7406,\n", + " 'longitude': -105.1774,\n", + " 'timezone': 'Etc/GMT+7',\n", + " 'gamma_pdc': -0.005,\n", + " 'azimuth': 180,\n", + " 'tilt': 40,\n", + " 'power_dc_rated': 1000.0,\n", + " 'temp_model_params': 'open_rack_glass_polymer'}\n", + "\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", + "freq = pd.infer_freq(df.index[:10])\n", + "\n", + "# Apply synthetic soiling signal\n", + "df['power'] = df['power_ac'] * df['soiling']\n", + "\n", + "# Create TrendAnalysis object for proper data preparation\n", + "ta = rdtools.TrendAnalysis(df['power'], df['poa'],\n", + " temperature_ambient=df['Tamb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " power_dc_rated=meta['power_dc_rated'],\n", + " temperature_model=meta['temp_model_params'])\n", + "\n", + "# Run normalization and aggregation\n", + "ta.sensor_analysis(analyses=['yoy_degradation'])\n", + "\n", + "# Get aggregated daily data\n", + "energy_normalized_daily = ta.sensor_aggregated_performance\n", + "insolation_daily = ta.poa_global.resample('D').sum()\n", + "insolation_daily = insolation_daily.reindex(energy_normalized_daily.index)\n", + "\n", + "# Generate synthetic precipitation for demonstration\n", + "np.random.seed(42)\n", + "precip_probs = np.random.random(len(energy_normalized_daily))\n", + "precipitation_daily = pd.Series(\n", + " np.where(precip_probs > 0.85, np.random.uniform(1, 20, len(energy_normalized_daily)), 0),\n", + " index=energy_normalized_daily.index,\n", + " name='precipitation_daily'\n", + ")\n", + "\n", + "print(f\"Data range: {energy_normalized_daily.index[0]} to {energy_normalized_daily.index[-1]}\")\n", + "print(f\"Days: {len(energy_normalized_daily)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "4e75bc9f", + "metadata": {}, + "source": [ + "## Define Master Configuration\n", + "\n", + "We define all the parameter combinations we want to explore. Each row represents one analysis configuration." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "60a4cbe4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Default configuration:\n", + " method: half_norm_clean\n", + " detect_neg_shifts: False\n", + " piecewise_fit: False\n", + " neg_shift_factor: 2.5\n", + " min_piecewise_days: 27\n", + " collapse_window_days: 5\n", + " forward_median_window: 10\n", + " clean_criterion: shift\n" + ] + } + ], + "source": [ + "# Define parameter values to explore\n", + "# Using dictionaries to define parameter space\n", + "\n", + "# Core boolean options\n", + "detect_neg_shifts_values = [False, True]\n", + "piecewise_fit_values = [False, True]\n", + "\n", + "# Method options\n", + "# Note: 'inferred_clean' requires detect_neg_shifts=True\n", + "# Note: 'random_clean' is not tested here as it's mainly for comparison\n", + "method_values = ['half_norm_clean', 'perfect_clean', 'inferred_clean']\n", + "\n", + "# Numeric parameters with their test values\n", + "neg_shift_factor_values = [1.5, 2.5, 4.0] # default is 2.5\n", + "min_piecewise_days_values = [14, 27, 45] # default is 27\n", + "collapse_window_days_values = [1, 5, 10] # default is 5\n", + "forward_median_window_values = [5, 10, 20] # default is 10\n", + "\n", + "# Clean criterion options\n", + "clean_criterion_values = ['shift', 'precip', 'precip_and_shift', 'precip_or_shift']\n", + "\n", + "# Default values for reference (matching soiling.py defaults)\n", + "DEFAULTS = {\n", + " 'method': 'half_norm_clean',\n", + " 'detect_neg_shifts': False,\n", + " 'piecewise_fit': False,\n", + " 'neg_shift_factor': 2.5,\n", + " 'min_piecewise_days': 27,\n", + " 'collapse_window_days': 5,\n", + " 'forward_median_window': 10,\n", + " 'clean_criterion': 'shift',\n", + " # Additional defaults from soiling.py (not varied in this comparison):\n", + " # 'min_interval_days': 7,\n", + " # 'max_neg_step': 0.05 (only used when detect_neg_shifts=False),\n", + " # 'max_relative_slope_error': 500.0,\n", + " # 'outlier_factor': 1.5,\n", + " # 'day_scale': 13,\n", + " # 'clean_threshold': 'infer',\n", + "}\n", + "\n", + "print(\"Default configuration:\")\n", + "for k, v in DEFAULTS.items():\n", + " print(f\" {k}: {v}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b2b1af8a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total unique configurations: 43\n", + "\n", + "Configurations by group:\n", + "config_group\n", + "core_matrix 10\n", + "clean_criterion 9\n", + "neg_shift_factor 6\n", + "min_piecewise_days 6\n", + "collapse_window_days 6\n", + "forward_median_window 6\n", + "Name: count, dtype: int64\n", + "\n", + "Configurations by method:\n", + "method\n", + "half_norm_clean 15\n", + "perfect_clean 15\n", + "inferred_clean 13\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/html": [ + "
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config_idconfig_nameconfig_groupmethoddetect_neg_shiftspiecewise_fitneg_shift_factormin_piecewise_dayscollapse_window_daysforward_median_windowclean_criterion
01half_norm_clean_dns=False_pw=Falsecore_matrixhalf_norm_cleanFalseFalse2.527510shift
12perfect_clean_dns=False_pw=Falsecore_matrixperfect_cleanFalseFalse2.527510shift
23half_norm_clean_dns=False_pw=Truecore_matrixhalf_norm_cleanFalseTrue2.527510shift
34perfect_clean_dns=False_pw=Truecore_matrixperfect_cleanFalseTrue2.527510shift
45half_norm_clean_dns=True_pw=Falsecore_matrixhalf_norm_cleanTrueFalse2.527510shift
56perfect_clean_dns=True_pw=Falsecore_matrixperfect_cleanTrueFalse2.527510shift
67inferred_clean_dns=True_pw=Falsecore_matrixinferred_cleanTrueFalse2.527510shift
78half_norm_clean_dns=True_pw=Truecore_matrixhalf_norm_cleanTrueTrue2.527510shift
89perfect_clean_dns=True_pw=Truecore_matrixperfect_cleanTrueTrue2.527510shift
910inferred_clean_dns=True_pw=Truecore_matrixinferred_cleanTrueTrue2.527510shift
1011half_norm_clean_nsf=1.5neg_shift_factorhalf_norm_cleanTrueFalse1.527510shift
1112perfect_clean_nsf=1.5neg_shift_factorperfect_cleanTrueFalse1.527510shift
1213inferred_clean_nsf=1.5neg_shift_factorinferred_cleanTrueFalse1.527510shift
1314half_norm_clean_nsf=4.0neg_shift_factorhalf_norm_cleanTrueFalse4.027510shift
1415perfect_clean_nsf=4.0neg_shift_factorperfect_cleanTrueFalse4.027510shift
1516inferred_clean_nsf=4.0neg_shift_factorinferred_cleanTrueFalse4.027510shift
1617half_norm_clean_mpd=14min_piecewise_dayshalf_norm_cleanFalseTrue2.514510shift
1718perfect_clean_mpd=14min_piecewise_daysperfect_cleanFalseTrue2.514510shift
1819inferred_clean_mpd=14min_piecewise_daysinferred_cleanTrueTrue2.514510shift
1920half_norm_clean_mpd=45min_piecewise_dayshalf_norm_cleanFalseTrue2.545510shift
2021perfect_clean_mpd=45min_piecewise_daysperfect_cleanFalseTrue2.545510shift
2122inferred_clean_mpd=45min_piecewise_daysinferred_cleanTrueTrue2.545510shift
2223half_norm_clean_cwd=1collapse_window_dayshalf_norm_cleanFalseFalse2.527110shift
2324perfect_clean_cwd=1collapse_window_daysperfect_cleanFalseFalse2.527110shift
2425inferred_clean_cwd=1collapse_window_daysinferred_cleanTrueFalse2.527110shift
2526half_norm_clean_cwd=10collapse_window_dayshalf_norm_cleanFalseFalse2.5271010shift
2627perfect_clean_cwd=10collapse_window_daysperfect_cleanFalseFalse2.5271010shift
2728inferred_clean_cwd=10collapse_window_daysinferred_cleanTrueFalse2.5271010shift
2829half_norm_clean_fmw=5forward_median_windowhalf_norm_cleanTrueFalse2.52755shift
2930perfect_clean_fmw=5forward_median_windowperfect_cleanTrueFalse2.52755shift
3031inferred_clean_fmw=5forward_median_windowinferred_cleanTrueFalse2.52755shift
3132half_norm_clean_fmw=20forward_median_windowhalf_norm_cleanTrueFalse2.527520shift
3233perfect_clean_fmw=20forward_median_windowperfect_cleanTrueFalse2.527520shift
3334inferred_clean_fmw=20forward_median_windowinferred_cleanTrueFalse2.527520shift
3435half_norm_clean_cc=precipclean_criterionhalf_norm_cleanFalseFalse2.527510precip
3536perfect_clean_cc=precipclean_criterionperfect_cleanFalseFalse2.527510precip
3637inferred_clean_cc=precipclean_criterioninferred_cleanTrueFalse2.527510precip
3738half_norm_clean_cc=precip_and_shiftclean_criterionhalf_norm_cleanFalseFalse2.527510precip_and_shift
3839perfect_clean_cc=precip_and_shiftclean_criterionperfect_cleanFalseFalse2.527510precip_and_shift
3940inferred_clean_cc=precip_and_shiftclean_criterioninferred_cleanTrueFalse2.527510precip_and_shift
4041half_norm_clean_cc=precip_or_shiftclean_criterionhalf_norm_cleanFalseFalse2.527510precip_or_shift
4142perfect_clean_cc=precip_or_shiftclean_criterionperfect_cleanFalseFalse2.527510precip_or_shift
4243inferred_clean_cc=precip_or_shiftclean_criterioninferred_cleanTrueFalse2.527510precip_or_shift
\n", + "
" + ], + "text/plain": [ + " config_id config_name config_group \\\n", + "0 1 half_norm_clean_dns=False_pw=False core_matrix \n", + "1 2 perfect_clean_dns=False_pw=False core_matrix \n", + "2 3 half_norm_clean_dns=False_pw=True core_matrix \n", + "3 4 perfect_clean_dns=False_pw=True core_matrix \n", + "4 5 half_norm_clean_dns=True_pw=False core_matrix \n", + "5 6 perfect_clean_dns=True_pw=False core_matrix \n", + "6 7 inferred_clean_dns=True_pw=False core_matrix \n", + "7 8 half_norm_clean_dns=True_pw=True core_matrix \n", + "8 9 perfect_clean_dns=True_pw=True core_matrix \n", + "9 10 inferred_clean_dns=True_pw=True core_matrix \n", + "10 11 half_norm_clean_nsf=1.5 neg_shift_factor \n", + "11 12 perfect_clean_nsf=1.5 neg_shift_factor \n", + "12 13 inferred_clean_nsf=1.5 neg_shift_factor \n", + "13 14 half_norm_clean_nsf=4.0 neg_shift_factor \n", + "14 15 perfect_clean_nsf=4.0 neg_shift_factor \n", + "15 16 inferred_clean_nsf=4.0 neg_shift_factor \n", + "16 17 half_norm_clean_mpd=14 min_piecewise_days \n", + "17 18 perfect_clean_mpd=14 min_piecewise_days \n", + "18 19 inferred_clean_mpd=14 min_piecewise_days \n", + "19 20 half_norm_clean_mpd=45 min_piecewise_days \n", + "20 21 perfect_clean_mpd=45 min_piecewise_days \n", + "21 22 inferred_clean_mpd=45 min_piecewise_days \n", + "22 23 half_norm_clean_cwd=1 collapse_window_days \n", + "23 24 perfect_clean_cwd=1 collapse_window_days \n", + "24 25 inferred_clean_cwd=1 collapse_window_days \n", + "25 26 half_norm_clean_cwd=10 collapse_window_days \n", + "26 27 perfect_clean_cwd=10 collapse_window_days \n", + "27 28 inferred_clean_cwd=10 collapse_window_days \n", + "28 29 half_norm_clean_fmw=5 forward_median_window \n", + "29 30 perfect_clean_fmw=5 forward_median_window \n", + "30 31 inferred_clean_fmw=5 forward_median_window \n", + "31 32 half_norm_clean_fmw=20 forward_median_window \n", + "32 33 perfect_clean_fmw=20 forward_median_window \n", + "33 34 inferred_clean_fmw=20 forward_median_window \n", + "34 35 half_norm_clean_cc=precip clean_criterion \n", + "35 36 perfect_clean_cc=precip clean_criterion \n", + "36 37 inferred_clean_cc=precip clean_criterion \n", + "37 38 half_norm_clean_cc=precip_and_shift clean_criterion \n", + "38 39 perfect_clean_cc=precip_and_shift clean_criterion \n", + "39 40 inferred_clean_cc=precip_and_shift clean_criterion \n", + "40 41 half_norm_clean_cc=precip_or_shift clean_criterion \n", + "41 42 perfect_clean_cc=precip_or_shift clean_criterion \n", + "42 43 inferred_clean_cc=precip_or_shift clean_criterion \n", + "\n", + " method detect_neg_shifts piecewise_fit neg_shift_factor \\\n", + "0 half_norm_clean False False 2.5 \n", + "1 perfect_clean False False 2.5 \n", + "2 half_norm_clean False True 2.5 \n", + "3 perfect_clean False True 2.5 \n", + "4 half_norm_clean True False 2.5 \n", + "5 perfect_clean True False 2.5 \n", + "6 inferred_clean True False 2.5 \n", + "7 half_norm_clean True True 2.5 \n", + "8 perfect_clean True True 2.5 \n", + "9 inferred_clean True True 2.5 \n", + "10 half_norm_clean True False 1.5 \n", + "11 perfect_clean True False 1.5 \n", + "12 inferred_clean True False 1.5 \n", + "13 half_norm_clean True False 4.0 \n", + "14 perfect_clean True False 4.0 \n", + "15 inferred_clean True False 4.0 \n", + "16 half_norm_clean False True 2.5 \n", + "17 perfect_clean False True 2.5 \n", + "18 inferred_clean True True 2.5 \n", + "19 half_norm_clean False True 2.5 \n", + "20 perfect_clean False True 2.5 \n", + "21 inferred_clean True True 2.5 \n", + "22 half_norm_clean False False 2.5 \n", + "23 perfect_clean False False 2.5 \n", + "24 inferred_clean True False 2.5 \n", + "25 half_norm_clean False False 2.5 \n", + "26 perfect_clean False False 2.5 \n", + "27 inferred_clean True False 2.5 \n", + "28 half_norm_clean True False 2.5 \n", + "29 perfect_clean True False 2.5 \n", + "30 inferred_clean True False 2.5 \n", + "31 half_norm_clean True False 2.5 \n", + "32 perfect_clean True False 2.5 \n", + "33 inferred_clean True False 2.5 \n", + "34 half_norm_clean False False 2.5 \n", + "35 perfect_clean False False 2.5 \n", + "36 inferred_clean True False 2.5 \n", + "37 half_norm_clean False False 2.5 \n", + "38 perfect_clean False False 2.5 \n", + "39 inferred_clean True False 2.5 \n", + "40 half_norm_clean False False 2.5 \n", + "41 perfect_clean False False 2.5 \n", + "42 inferred_clean True False 2.5 \n", + "\n", + " min_piecewise_days collapse_window_days forward_median_window \\\n", + "0 27 5 10 \n", + "1 27 5 10 \n", + "2 27 5 10 \n", + "3 27 5 10 \n", + "4 27 5 10 \n", + "5 27 5 10 \n", + "6 27 5 10 \n", + "7 27 5 10 \n", + "8 27 5 10 \n", + "9 27 5 10 \n", + "10 27 5 10 \n", + "11 27 5 10 \n", + "12 27 5 10 \n", + "13 27 5 10 \n", + "14 27 5 10 \n", + "15 27 5 10 \n", + "16 14 5 10 \n", + "17 14 5 10 \n", + "18 14 5 10 \n", + "19 45 5 10 \n", + "20 45 5 10 \n", + "21 45 5 10 \n", + "22 27 1 10 \n", + "23 27 1 10 \n", + "24 27 1 10 \n", + "25 27 10 10 \n", + "26 27 10 10 \n", + "27 27 10 10 \n", + "28 27 5 5 \n", + "29 27 5 5 \n", + "30 27 5 5 \n", + "31 27 5 20 \n", + "32 27 5 20 \n", + "33 27 5 20 \n", + "34 27 5 10 \n", + "35 27 5 10 \n", + "36 27 5 10 \n", + "37 27 5 10 \n", + "38 27 5 10 \n", + "39 27 5 10 \n", + "40 27 5 10 \n", + "41 27 5 10 \n", + "42 27 5 10 \n", + "\n", + " clean_criterion \n", + "0 shift \n", + "1 shift \n", + "2 shift \n", + "3 shift \n", + "4 shift \n", + "5 shift \n", + "6 shift \n", + "7 shift \n", + "8 shift \n", + "9 shift \n", + "10 shift \n", + "11 shift \n", + "12 shift \n", + "13 shift \n", + "14 shift \n", + "15 shift \n", + "16 shift \n", + "17 shift \n", + "18 shift \n", + "19 shift \n", + "20 shift \n", + "21 shift \n", + "22 shift \n", + "23 shift \n", + "24 shift \n", + "25 shift \n", + "26 shift \n", + "27 shift \n", + "28 shift \n", + "29 shift \n", + "30 shift \n", + "31 shift \n", + "32 shift \n", + "33 shift \n", + "34 precip \n", + "35 precip \n", + "36 precip \n", + "37 precip_and_shift \n", + "38 precip_and_shift \n", + "39 precip_and_shift \n", + "40 precip_or_shift \n", + "41 precip_or_shift \n", + "42 precip_or_shift " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Build master configuration DataFrame\n", + "# Strategy: Full factorial - all parameter combinations × all methods\n", + "\n", + "configs = []\n", + "config_counter = 0\n", + "\n", + "# Define all methods to test\n", + "# Note: random_clean does not support detect_neg_shifts\n", + "all_methods = ['half_norm_clean', 'perfect_clean', 'inferred_clean']\n", + "\n", + "# 1. Core options: detect_neg_shifts × piecewise_fit × method\n", + "for dns, pw in product([False, True], [False, True]):\n", + " for method in all_methods:\n", + " # inferred_clean requires detect_neg_shifts=True\n", + " if method == 'inferred_clean' and not dns:\n", + " continue\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_dns={dns}_pw={pw}',\n", + " 'config_group': 'core_matrix',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': dns, 'piecewise_fit': pw}\n", + " })\n", + "\n", + "# 2. neg_shift_factor variations (requires detect_neg_shifts=True) × method\n", + "for val in neg_shift_factor_values:\n", + " for method in all_methods:\n", + " if method == 'inferred_clean' or True: # all require dns=True for this param\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_nsf={val}',\n", + " 'config_group': 'neg_shift_factor',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': True,\n", + " 'neg_shift_factor': val}\n", + " })\n", + "\n", + "# 3. min_piecewise_days variations (requires piecewise_fit=True) × method\n", + "for val in min_piecewise_days_values:\n", + " for method in all_methods:\n", + " # inferred_clean requires detect_neg_shifts=True\n", + " dns = True if method == 'inferred_clean' else False\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_mpd={val}',\n", + " 'config_group': 'min_piecewise_days',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': dns,\n", + " 'piecewise_fit': True, 'min_piecewise_days': val}\n", + " })\n", + "\n", + "# 4. collapse_window_days variations × method\n", + "for val in collapse_window_days_values:\n", + " for method in all_methods:\n", + " # inferred_clean requires detect_neg_shifts=True\n", + " dns = True if method == 'inferred_clean' else False\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_cwd={val}',\n", + " 'config_group': 'collapse_window_days',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': dns,\n", + " 'collapse_window_days': val}\n", + " })\n", + "\n", + "# 5. forward_median_window variations (requires detect_neg_shifts=True) × method\n", + "for val in forward_median_window_values:\n", + " for method in all_methods:\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_fmw={val}',\n", + " 'config_group': 'forward_median_window',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': True,\n", + " 'forward_median_window': val}\n", + " })\n", + "\n", + "# 6. clean_criterion variations × method\n", + "for val in clean_criterion_values:\n", + " for method in all_methods:\n", + " # inferred_clean requires detect_neg_shifts=True\n", + " dns = True if method == 'inferred_clean' else False\n", + " config_counter += 1\n", + " configs.append({\n", + " 'config_id': config_counter,\n", + " 'config_name': f'{method}_cc={val}',\n", + " 'config_group': 'clean_criterion',\n", + " **{**DEFAULTS, 'method': method, 'detect_neg_shifts': dns,\n", + " 'clean_criterion': val}\n", + " })\n", + "\n", + "# Create DataFrame and remove duplicates\n", + "config_df = pd.DataFrame(configs)\n", + "\n", + "# Drop duplicates based on the actual parameter values\n", + "param_cols = ['method', 'detect_neg_shifts', 'piecewise_fit', 'neg_shift_factor',\n", + " 'min_piecewise_days', 'collapse_window_days', 'forward_median_window',\n", + " 'clean_criterion']\n", + "config_df = config_df.drop_duplicates(subset=param_cols, keep='first').reset_index(drop=True)\n", + "config_df['config_id'] = range(1, len(config_df) + 1)\n", + "\n", + "print(f\"Total unique configurations: {len(config_df)}\")\n", + "print(f\"\\nConfigurations by group:\")\n", + "print(config_df['config_group'].value_counts())\n", + "print(f\"\\nConfigurations by method:\")\n", + "print(config_df['method'].value_counts())\n", + "config_df" + ] + }, + { + "cell_type": "markdown", + "id": "0f76c8d4", + "metadata": {}, + "source": [ + "## Run All Configurations\n", + "\n", + "Execute the soiling analysis for each configuration and store the results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4a1aeae5", + "metadata": {}, + "outputs": [], + "source": [ + "def run_soiling_config(config, energy_norm, insolation, precipitation=None):\n", + " \"\"\"Run soiling analysis for a single configuration.\"\"\"\n", + " np.random.seed(1977) # reproducibility\n", + "\n", + " # Build kwargs, only including precipitation if needed\n", + " kwargs = {\n", + " 'reps': 200,\n", + " 'method': config['method'],\n", + " 'detect_neg_shifts': config['detect_neg_shifts'],\n", + " 'piecewise_fit': config['piecewise_fit'],\n", + " 'neg_shift_factor': config['neg_shift_factor'],\n", + " 'min_piecewise_days': config['min_piecewise_days'],\n", + " 'collapse_window_days': config['collapse_window_days'],\n", + " 'forward_median_window': config['forward_median_window'],\n", + " 'clean_criterion': config['clean_criterion'],\n", + " }\n", + "\n", + " try:\n", + " with warnings.catch_warnings():\n", + " warnings.simplefilter('ignore')\n", + "\n", + " # Use precipitation if criterion requires it\n", + " if 'precip' in config['clean_criterion']:\n", + " sr, sr_ci, info = soiling.soiling_srr(\n", + " energy_norm, insolation,\n", + " precipitation_daily=precipitation,\n", + " **kwargs\n", + " )\n", + " else:\n", + " sr, sr_ci, info = soiling.soiling_srr(\n", + " energy_norm, insolation, **kwargs\n", + " )\n", + "\n", + " summary = info['soiling_interval_summary']\n", + "\n", + " # Extract soiling profile - always the 'perfect_clean' deterministic profile\n", + " sr_profile = info.get('soiling_ratio_perfect_clean', pd.Series(dtype=float))\n", + "\n", + " # Extract stochastic profiles - these DIFFER by method!\n", + " # Take median of stochastic profiles for comparison\n", + " stochastic = info.get('stochastic_soiling_profiles', [])\n", + " if stochastic and len(stochastic) > 0:\n", + " stoch_df = pd.concat(stochastic, axis=1)\n", + " stoch_median = stoch_df.median(axis=1)\n", + " else:\n", + " stoch_median = pd.Series(dtype=float)\n", + "\n", + " return {\n", + " 'soiling_ratio': sr,\n", + " 'ci_lower': sr_ci[0],\n", + " 'ci_upper': sr_ci[1],\n", + " 'total_intervals': len(summary),\n", + " 'valid_intervals': summary['valid'].sum(),\n", + " 'sr_profile': sr_profile, # Deterministic perfect_clean profile\n", + " 'stoch_profile': stoch_median, # Median of stochastic profiles (method-specific)\n", + " 'error': None\n", + " }\n", + " except Exception as e:\n", + " return {\n", + " 'soiling_ratio': None,\n", + " 'ci_lower': None,\n", + " 'ci_upper': None,\n", + " 'total_intervals': None,\n", + " 'valid_intervals': None,\n", + " 'sr_profile': pd.Series(dtype=float),\n", + " 'stoch_profile': pd.Series(dtype=float),\n", + " 'error': str(e)[:50]\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "576af743", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1/43] half_norm_clean_dns=False_pw=False SR=0.9494 (8.0s)\n", + "[2/43] perfect_clean_dns=False_pw=False SR=0.9711 (2.6s)\n", + "[3/43] half_norm_clean_dns=False_pw=True SR=0.9544 (9.6s)\n", + "[4/43] perfect_clean_dns=False_pw=True SR=0.9747 (3.6s)\n", + "[5/43] half_norm_clean_dns=True_pw=False SR=0.9635 (8.0s)\n", + "[6/43] perfect_clean_dns=True_pw=False SR=0.9569 (3.6s)\n", + "[7/43] inferred_clean_dns=True_pw=False SR=0.9352 (3.6s)\n", + "[8/43] half_norm_clean_dns=True_pw=True SR=0.9675 (8.4s)\n", + "[9/43] perfect_clean_dns=True_pw=True SR=0.9620 (4.2s)\n", + "[10/43] inferred_clean_dns=True_pw=True SR=0.9267 (4.7s)\n", + "[11/43] half_norm_clean_nsf=1.5 SR=0.9786 (11.7s)\n", + "[12/43] perfect_clean_nsf=1.5 SR=0.9689 (6.2s)\n", + "[13/43] inferred_clean_nsf=1.5 SR=0.9484 (6.2s)\n", + "[14/43] half_norm_clean_nsf=4.0 SR=0.9600 (9.1s)\n", + "[15/43] perfect_clean_nsf=4.0 SR=0.9575 (3.9s)\n", + "[16/43] inferred_clean_nsf=4.0 SR=0.9303 (4.4s)\n", + "[17/43] half_norm_clean_mpd=14 SR=0.9544 (10.2s)\n", + "[18/43] perfect_clean_mpd=14 SR=0.9747 (4.5s)\n", + "[19/43] inferred_clean_mpd=14 SR=0.9267 (5.2s)\n", + "[20/43] half_norm_clean_mpd=45 SR=0.9546 (9.7s)\n", + "[21/43] perfect_clean_mpd=45 SR=0.9746 (4.5s)\n", + "[22/43] inferred_clean_mpd=45 SR=0.9300 (6.2s)\n", + "[23/43] half_norm_clean_cwd=1 SR=0.9529 (12.1s)\n", + "[24/43] perfect_clean_cwd=1 SR=0.9717 (4.0s)\n", + "[25/43] inferred_clean_cwd=1 SR=0.9326 (5.6s)\n", + "[26/43] half_norm_clean_cwd=10 SR=0.9470 (8.3s)\n", + "[27/43] perfect_clean_cwd=10 SR=0.9675 (3.6s)\n", + "[28/43] inferred_clean_cwd=10 SR=0.9331 (4.2s)\n", + "[29/43] half_norm_clean_fmw=5 SR=0.9635 (10.0s)\n", + "[30/43] perfect_clean_fmw=5 SR=0.9569 (4.2s)\n", + "[31/43] inferred_clean_fmw=5 SR=0.9352 (4.6s)\n", + "[32/43] half_norm_clean_fmw=20 SR=0.9635 (10.0s)\n", + "[33/43] perfect_clean_fmw=20 SR=0.9569 (4.6s)\n", + "[34/43] inferred_clean_fmw=20 SR=0.9352 (5.6s)\n", + "[35/43] half_norm_clean_cc=precip SR=0.9775 (12.3s)\n", + "[36/43] perfect_clean_cc=precip SR=0.9967 (9.6s)\n", + "[37/43] inferred_clean_cc=precip SR=0.9741 (11.3s)\n", + "[38/43] half_norm_clean_cc=precip_and_shift SR=0.9544 (5.9s)\n", + "[39/43] perfect_clean_cc=precip_and_shift SR=0.9786 (2.9s)\n", + "[40/43] inferred_clean_cc=precip_and_shift SR=0.9592 (3.1s)\n", + "[41/43] half_norm_clean_cc=precip_or_shift SR=0.9763 (10.1s)\n", + "[42/43] perfect_clean_cc=precip_or_shift SR=0.9964 (7.2s)\n", + "[43/43] inferred_clean_cc=precip_or_shift SR=0.9785 (16.6s)\n", + "\n", + "============================================================\n", + "Completed 43 configurations in 4.9 minutes\n", + "Successful: 43\n", + "Errors: 0\n" + ] + } + ], + "source": [ + "# Run all configurations\n", + "import time\n", + "results = []\n", + "total = len(config_df)\n", + "start_time = time.time()\n", + "\n", + "for idx, row in config_df.iterrows():\n", + " np.random.seed(1977) # Reproducibility\n", + " print(f\"[{idx+1}/{total}] {row['config_name'][:40]:<40}\", end=' ')\n", + " t0 = time.time()\n", + " result = run_soiling_config(row, energy_normalized_daily, insolation_daily, precipitation_daily)\n", + " results.append(result)\n", + " elapsed = time.time() - t0\n", + " if result['error']:\n", + " print(f\"ERROR: {result['error']}\")\n", + " else:\n", + " print(f\"SR={result['soiling_ratio']:.4f} ({elapsed:.1f}s)\")\n", + "\n", + "# Combine configuration and results\n", + "results_df = pd.DataFrame(results)\n", + "master_df = pd.concat([config_df, results_df], axis=1)\n", + "\n", + "total_time = time.time() - start_time\n", + "print(f\"\\n{'='*60}\")\n", + "print(f\"Completed {len(master_df)} configurations in {total_time/60:.1f} minutes\")\n", + "print(f\"Successful: {master_df['soiling_ratio'].notna().sum()}\")\n", + "print(f\"Errors: {master_df['error'].notna().sum()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2b7678ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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config_idconfig_namemethoddetect_neg_shiftspiecewise_fitsoiling_ratioci_lowerci_uppervalid_intervals
01half_norm_clean_dns=False_pw=Falsehalf_norm_cleanFalseFalse0.9494450.9450370.95330840
12perfect_clean_dns=False_pw=Falseperfect_cleanFalseFalse0.9711110.9703450.97192240
23half_norm_clean_dns=False_pw=Truehalf_norm_cleanFalseTrue0.9543780.9503700.95757244
34perfect_clean_dns=False_pw=Trueperfect_cleanFalseTrue0.9747200.9740310.97535144
45half_norm_clean_dns=True_pw=Falsehalf_norm_cleanTrueFalse0.9635050.9611780.96594354
56perfect_clean_dns=True_pw=Falseperfect_cleanTrueFalse0.9568690.9549490.95910354
67inferred_clean_dns=True_pw=Falseinferred_cleanTrueFalse0.9352290.9330780.93771254
78half_norm_clean_dns=True_pw=Truehalf_norm_cleanTrueTrue0.9674940.9654400.96933966
89perfect_clean_dns=True_pw=Trueperfect_cleanTrueTrue0.9620200.9599570.96398166
910inferred_clean_dns=True_pw=Trueinferred_cleanTrueTrue0.9266800.9243090.92875166
1011half_norm_clean_nsf=1.5half_norm_cleanTrueFalse0.9786270.9769940.98007272
1112perfect_clean_nsf=1.5perfect_cleanTrueFalse0.9689030.9668390.97117472
1213inferred_clean_nsf=1.5inferred_cleanTrueFalse0.9484050.9459520.95216972
1314half_norm_clean_nsf=4.0half_norm_cleanTrueFalse0.9600220.9576160.96240252
1415perfect_clean_nsf=4.0perfect_cleanTrueFalse0.9574640.9557800.95877352
1516inferred_clean_nsf=4.0inferred_cleanTrueFalse0.9302640.9282190.93224152
1617half_norm_clean_mpd=14half_norm_cleanFalseTrue0.9543780.9503700.95757244
1718perfect_clean_mpd=14perfect_cleanFalseTrue0.9747200.9740310.97535144
1819inferred_clean_mpd=14inferred_cleanTrueTrue0.9266800.9243090.92875166
1920half_norm_clean_mpd=45half_norm_cleanFalseTrue0.9546460.9506010.95832844
\n", + "
" + ], + "text/plain": [ + " config_id config_name method \\\n", + "0 1 half_norm_clean_dns=False_pw=False half_norm_clean \n", + "1 2 perfect_clean_dns=False_pw=False perfect_clean \n", + "2 3 half_norm_clean_dns=False_pw=True half_norm_clean \n", + "3 4 perfect_clean_dns=False_pw=True perfect_clean \n", + "4 5 half_norm_clean_dns=True_pw=False half_norm_clean \n", + "5 6 perfect_clean_dns=True_pw=False perfect_clean \n", + "6 7 inferred_clean_dns=True_pw=False inferred_clean \n", + "7 8 half_norm_clean_dns=True_pw=True half_norm_clean \n", + "8 9 perfect_clean_dns=True_pw=True perfect_clean \n", + "9 10 inferred_clean_dns=True_pw=True inferred_clean \n", + "10 11 half_norm_clean_nsf=1.5 half_norm_clean \n", + "11 12 perfect_clean_nsf=1.5 perfect_clean \n", + "12 13 inferred_clean_nsf=1.5 inferred_clean \n", + "13 14 half_norm_clean_nsf=4.0 half_norm_clean \n", + "14 15 perfect_clean_nsf=4.0 perfect_clean \n", + "15 16 inferred_clean_nsf=4.0 inferred_clean \n", + "16 17 half_norm_clean_mpd=14 half_norm_clean \n", + "17 18 perfect_clean_mpd=14 perfect_clean \n", + "18 19 inferred_clean_mpd=14 inferred_clean \n", + "19 20 half_norm_clean_mpd=45 half_norm_clean \n", + "\n", + " detect_neg_shifts piecewise_fit soiling_ratio ci_lower ci_upper \\\n", + "0 False False 0.949445 0.945037 0.953308 \n", + "1 False False 0.971111 0.970345 0.971922 \n", + "2 False True 0.954378 0.950370 0.957572 \n", + "3 False True 0.974720 0.974031 0.975351 \n", + "4 True False 0.963505 0.961178 0.965943 \n", + "5 True False 0.956869 0.954949 0.959103 \n", + "6 True False 0.935229 0.933078 0.937712 \n", + "7 True True 0.967494 0.965440 0.969339 \n", + "8 True True 0.962020 0.959957 0.963981 \n", + "9 True True 0.926680 0.924309 0.928751 \n", + "10 True False 0.978627 0.976994 0.980072 \n", + "11 True False 0.968903 0.966839 0.971174 \n", + "12 True False 0.948405 0.945952 0.952169 \n", + "13 True False 0.960022 0.957616 0.962402 \n", + "14 True False 0.957464 0.955780 0.958773 \n", + "15 True False 0.930264 0.928219 0.932241 \n", + "16 False True 0.954378 0.950370 0.957572 \n", + "17 False True 0.974720 0.974031 0.975351 \n", + "18 True True 0.926680 0.924309 0.928751 \n", + "19 False True 0.954646 0.950601 0.958328 \n", + "\n", + " valid_intervals \n", + "0 40 \n", + "1 40 \n", + "2 44 \n", + "3 44 \n", + "4 54 \n", + "5 54 \n", + "6 54 \n", + "7 66 \n", + "8 66 \n", + "9 66 \n", + "10 72 \n", + "11 72 \n", + "12 72 \n", + "13 52 \n", + "14 52 \n", + "15 52 \n", + "16 44 \n", + "17 44 \n", + "18 66 \n", + "19 44 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display master results table - filter to successful runs\n", + "display_cols = ['config_id', 'config_name', 'method', 'detect_neg_shifts', 'piecewise_fit',\n", + " 'soiling_ratio', 'ci_lower', 'ci_upper', 'valid_intervals']\n", + "master_df[master_df['soiling_ratio'].notna()][display_cols].head(20)" + ] + }, + { + "cell_type": "markdown", + "id": "601abbb9", + "metadata": {}, + "source": [ + "## Analysis: Compare Results by Configuration Group" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0d67acb1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results by Method:\n", + "============================================================\n", + " SR Mean SR Std SR Min SR Max Count Avg Valid Intervals\n", + "method \n", + "half_norm_clean 0.9612 0.0102 0.9470 0.9786 15 45.6667\n", + "inferred_clean 0.9419 0.0177 0.9267 0.9785 13 60.0769\n", + "perfect_clean 0.9710 0.0128 0.9569 0.9967 15 45.6667\n" + ] + } + ], + "source": [ + "# Summary statistics by method\n", + "print(\"Results by Method:\")\n", + "print(\"=\"*60)\n", + "method_summary = master_df[master_df['soiling_ratio'].notna()].groupby('method').agg({\n", + " 'soiling_ratio': ['mean', 'std', 'min', 'max', 'count'],\n", + " 'valid_intervals': 'mean'\n", + "}).round(4)\n", + "method_summary.columns = ['SR Mean', 'SR Std', 'SR Min', 'SR Max', 'Count', 'Avg Valid Intervals']\n", + "print(method_summary)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "147b8c87", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Results by Configuration Group:\n", + "============================================================\n", + " SR Mean SR Std SR Min SR Max Count \\\n", + "config_group \n", + "clean_criterion 0.9768 0.0142 0.9544 0.9967 9 \n", + "collapse_window_days 0.9508 0.0166 0.9326 0.9717 6 \n", + "core_matrix 0.9561 0.0154 0.9267 0.9747 10 \n", + "forward_median_window 0.9519 0.0132 0.9352 0.9635 6 \n", + "min_piecewise_days 0.9525 0.0208 0.9267 0.9747 6 \n", + "neg_shift_factor 0.9573 0.0168 0.9303 0.9786 6 \n", + "\n", + " Avg Valid Intervals \n", + "config_group \n", + "clean_criterion 39.8889 \n", + "collapse_window_days 44.0000 \n", + "core_matrix 52.8000 \n", + "forward_median_window 54.0000 \n", + "min_piecewise_days 50.6667 \n", + "neg_shift_factor 62.0000 \n" + ] + } + ], + "source": [ + "# Summary statistics by configuration group\n", + "print(\"\\nResults by Configuration Group:\")\n", + "print(\"=\"*60)\n", + "group_summary = master_df[master_df['soiling_ratio'].notna()].groupby('config_group').agg({\n", + " 'soiling_ratio': ['mean', 'std', 'min', 'max', 'count'],\n", + " 'valid_intervals': 'mean'\n", + "}).round(4)\n", + "group_summary.columns = ['SR Mean', 'SR Std', 'SR Min', 'SR Max', 'Count', 'Avg Valid Intervals']\n", + "print(group_summary)" + ] + }, + { + "cell_type": "markdown", + "id": "b42e34eb", + "metadata": {}, + "source": [ + "## Visualizations" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1bc0469a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize soiling ratio by method and core options\n", + "valid_df = master_df[master_df['soiling_ratio'].notna()].copy()\n", + "\n", + "# Focus on core_matrix group for main comparison\n", + "core_df = valid_df[valid_df['config_group'] == 'core_matrix'].copy()\n", + "\n", + "# Create pivot for heatmap-style visualization with extra space for colorbar\n", + "fig = plt.figure(figsize=(16, 4))\n", + "\n", + "# Create GridSpec with extra column for colorbar and more horizontal spacing\n", + "from matplotlib.gridspec import GridSpec\n", + "gs = GridSpec(1, 4, width_ratios=[1, 1, 1, 0.08], wspace=0.45)\n", + "\n", + "axes = [fig.add_subplot(gs[0, i]) for i in range(3)]\n", + "cax = fig.add_subplot(gs[0, 3])\n", + "\n", + "for idx, method in enumerate(['half_norm_clean', 'perfect_clean', 'inferred_clean']):\n", + " ax = axes[idx]\n", + " method_data = core_df[core_df['method'] == method]\n", + "\n", + " # Create matrix for dns × pw\n", + " pivot_data = []\n", + " for dns in [False, True]:\n", + " row = []\n", + " for pw in [False, True]:\n", + " if method == 'inferred_clean' and not dns:\n", + " row.append(np.nan)\n", + " else:\n", + " val = method_data[(method_data['detect_neg_shifts'] == dns) &\n", + " (method_data['piecewise_fit'] == pw)]['soiling_ratio']\n", + " row.append(val.values[0] if len(val) > 0 else np.nan)\n", + " pivot_data.append(row)\n", + "\n", + " pivot_arr = np.array(pivot_data)\n", + " im = ax.imshow(pivot_arr, cmap='RdYlGn', vmin=0.92, vmax=0.98, aspect='auto')\n", + "\n", + " # Add text annotations\n", + " for i in range(2):\n", + " for j in range(2):\n", + " if not np.isnan(pivot_arr[i, j]):\n", + " ax.text(j, i, f'{pivot_arr[i, j]:.4f}', ha='center', va='center', fontsize=12)\n", + " else:\n", + " ax.text(j, i, 'N/A', ha='center', va='center', fontsize=10, color='gray')\n", + "\n", + " ax.set_xticks([0, 1])\n", + " ax.set_xticklabels(['pw=False', 'pw=True'])\n", + " ax.set_yticks([0, 1])\n", + " ax.set_yticklabels(['dns=False', 'dns=True'])\n", + " ax.set_title(f'{method}')\n", + "\n", + "fig.colorbar(im, cax=cax, label='Soiling Ratio')\n", + "fig.suptitle('Soiling Ratio by Method × detect_neg_shifts × piecewise_fit', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "956ab4bc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mspringe\\AppData\\Local\\Temp\\1\\ipykernel_13060\\703968651.py:8: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bp1 = ax1.boxplot(data_by_method, labels=methods, patch_artist=True)\n", + "C:\\Users\\mspringe\\AppData\\Local\\Temp\\1\\ipykernel_13060\\703968651.py:21: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bp2 = ax2.boxplot(data_by_group, labels=groups, patch_artist=True)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Box plot of soiling ratio by method\n", + "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", + "\n", + "# Box plot by method\n", + "ax1 = axes[0]\n", + "methods = ['half_norm_clean', 'perfect_clean', 'inferred_clean']\n", + "data_by_method = [valid_df[valid_df['method'] == m]['soiling_ratio'].values for m in methods]\n", + "bp1 = ax1.boxplot(data_by_method, labels=methods, patch_artist=True)\n", + "colors = ['steelblue', 'green', 'orange']\n", + "for patch, color in zip(bp1['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + " patch.set_alpha(0.7)\n", + "ax1.set_ylabel('Soiling Ratio')\n", + "ax1.set_title('Soiling Ratio Distribution by Method')\n", + "ax1.axhline(1.0, color='k', linestyle='--', alpha=0.3)\n", + "\n", + "# Box plot by config group\n", + "ax2 = axes[1]\n", + "groups = valid_df['config_group'].unique()\n", + "data_by_group = [valid_df[valid_df['config_group'] == g]['soiling_ratio'].values for g in groups]\n", + "bp2 = ax2.boxplot(data_by_group, labels=groups, patch_artist=True)\n", + "ax2.set_ylabel('Soiling Ratio')\n", + "ax2.set_title('Soiling Ratio Distribution by Parameter Group')\n", + "ax2.tick_params(axis='x', rotation=45)\n", + "ax2.axhline(1.0, color='k', linestyle='--', alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f921e80", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Key Insight: detect_neg_shifts=True typically finds MORE valid intervals,\n", + "which leads to narrower confidence intervals and more robust estimates.\n" + ] + } + ], + "source": [ + "# Enhanced scatter plot: Soiling Ratio vs Valid Intervals with more context\n", + "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n", + "\n", + "colors_map = {'half_norm_clean': 'steelblue', 'perfect_clean': 'green', 'inferred_clean': 'orange'}\n", + "markers_map = {(False, False): 'o', (False, True): 's', (True, False): '^', (True, True): 'D'}\n", + "\n", + "# Plot 1: SR vs Valid Intervals with error bars and option markers\n", + "ax = axes[0]\n", + "for method, color in colors_map.items():\n", + " for (dns, pw), marker in markers_map.items():\n", + " subset = valid_df[(valid_df['method'] == method) &\n", + " (valid_df['detect_neg_shifts'] == dns) &\n", + " (valid_df['piecewise_fit'] == pw)]\n", + " if len(subset) > 0:\n", + " # Plot with error bars showing CI width\n", + " ci_lower = subset['soiling_ratio'] - subset['ci_lower']\n", + " ci_upper = subset['ci_upper'] - subset['soiling_ratio']\n", + " ax.errorbar(subset['valid_intervals'], subset['soiling_ratio'],\n", + " yerr=[ci_lower, ci_upper], fmt=marker, color=color,\n", + " alpha=0.6, capsize=2, markersize=8,\n", + " label=f\"{method[:4]} dns={dns} pw={pw}\" if (dns, pw) == (True, True) else None)\n", + "\n", + "# Add legend for methods and markers\n", + "for method, color in colors_map.items():\n", + " ax.scatter([], [], c=color, label=method, s=50)\n", + "ax.scatter([], [], marker='o', c='gray', label='dns=F, pw=F', s=40)\n", + "ax.scatter([], [], marker='s', c='gray', label='dns=F, pw=T', s=40)\n", + "ax.scatter([], [], marker='^', c='gray', label='dns=T, pw=F', s=40)\n", + "ax.scatter([], [], marker='D', c='gray', label='dns=T, pw=T', s=40)\n", + "\n", + "ax.set_xlabel('Number of Valid Intervals')\n", + "ax.set_ylabel('Soiling Ratio (P50)')\n", + "ax.set_title('Soiling Ratio vs Valid Intervals\\n(error bars = CI width)')\n", + "ax.legend(loc='upper left', fontsize=7, ncol=2)\n", + "ax.axhline(1.0, color='k', linestyle='--', alpha=0.3, label='Perfect (1.0)')\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: CI Width vs Valid Intervals (uncertainty analysis)\n", + "ax = axes[1]\n", + "valid_df['ci_width'] = valid_df['ci_upper'] - valid_df['ci_lower']\n", + "for method, color in colors_map.items():\n", + " subset = valid_df[valid_df['method'] == method]\n", + " ax.scatter(subset['valid_intervals'], subset['ci_width'],\n", + " label=method, alpha=0.6, s=50, c=color)\n", + " # Add trend line\n", + " if len(subset) > 2:\n", + " z = np.polyfit(subset['valid_intervals'], subset['ci_width'], 1)\n", + " p = np.poly1d(z)\n", + " x_line = np.linspace(subset['valid_intervals'].min(), subset['valid_intervals'].max(), 50)\n", + " ax.plot(x_line, p(x_line), '--', color=color, alpha=0.5, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Number of Valid Intervals')\n", + "ax.set_ylabel('Confidence Interval Width')\n", + "ax.set_title('More Intervals → Narrower CI\\n(trend lines show relationship)')\n", + "ax.legend(loc='upper right', fontsize=8)\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Heatmap of Valid Intervals by dns × pw\n", + "ax = axes[2]\n", + "pivot_intervals = valid_df.pivot_table(\n", + " values='valid_intervals',\n", + " index='detect_neg_shifts',\n", + " columns='piecewise_fit',\n", + " aggfunc='mean'\n", + ")\n", + "im = ax.imshow(pivot_intervals.values, cmap='YlGn', aspect='auto')\n", + "ax.set_xticks([0, 1])\n", + "ax.set_xticklabels(['pw=False', 'pw=True'])\n", + "ax.set_yticks([0, 1])\n", + "ax.set_yticklabels(['dns=False', 'dns=True'])\n", + "for i in range(2):\n", + " for j in range(2):\n", + " val = pivot_intervals.values[i, j]\n", + " ax.text(j, i, f'{val:.1f}', ha='center', va='center', fontsize=14, fontweight='bold')\n", + "ax.set_title('Avg Valid Intervals by Options\\n(higher = more data coverage)')\n", + "plt.colorbar(im, ax=ax, label='Avg Valid Intervals')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Print key insight\n", + "print(\"\\nKey Insight: detect_neg_shifts=True typically finds MORE valid intervals,\")\n", + "print(\"which leads to narrower confidence intervals and more robust estimates.\")" + ] + }, + { + "cell_type": "markdown", + "id": "3f544ffe", + "metadata": {}, + "source": [ + "## Soiling Profile Comparison\n", + "\n", + "Compare the daily soiling ratio profiles across different configurations." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f1c56a96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valid profiles: 43 out of 43\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a profiles dictionary keyed by config_id for easy lookup\n", + "profiles = {i: results[i]['sr_profile'] for i in range(len(results))\n", + " if results[i]['sr_profile'] is not None and len(results[i]['sr_profile']) > 0}\n", + "\n", + "print(f\"Valid profiles: {len(profiles)} out of {len(results)}\")\n", + "\n", + "# Compare soiling profiles by method (using core matrix configurations)\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "# Plot 1: Compare all 3 methods with default settings (dns=True, pw=True)\n", + "ax = axes[0, 0]\n", + "baseline_idx = master_df[(master_df['detect_neg_shifts'] == True) &\n", + " (master_df['piecewise_fit'] == True) &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in baseline_idx:\n", + " if idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " label = f\"{row['method']} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('Method Comparison (dns=True, piecewise=True)')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 2: Compare detect_neg_shifts effect (half_norm_clean)\n", + "ax = axes[0, 1]\n", + "hnc_idx = master_df[(master_df['method'] == 'half_norm_clean') &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in hnc_idx:\n", + " if idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " dns_str = 'dns=T' if row['detect_neg_shifts'] else 'dns=F'\n", + " pw_str = 'pw=T' if row['piecewise_fit'] else 'pw=F'\n", + " label = f\"{dns_str}, {pw_str} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('half_norm_clean: dns/piecewise Effects')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 3: Perfect clean with different settings\n", + "ax = axes[1, 0]\n", + "pc_idx = master_df[(master_df['method'] == 'perfect_clean') &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in pc_idx:\n", + " if idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " dns_str = 'dns=T' if row['detect_neg_shifts'] else 'dns=F'\n", + " pw_str = 'pw=T' if row['piecewise_fit'] else 'pw=F'\n", + " label = f\"{dns_str}, {pw_str} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('perfect_clean: dns/piecewise Effects')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 4: Inferred clean (only works with dns=True)\n", + "ax = axes[1, 1]\n", + "ic_idx = master_df[(master_df['method'] == 'inferred_clean') &\n", + " (master_df['soiling_ratio'].notna())].index\n", + "\n", + "for idx in ic_idx:\n", + " if idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " config_short = row['config_name'].replace('inferred_clean_', '')[:20]\n", + " label = f\"{config_short} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.6, linewidth=1)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('inferred_clean: All Configurations')\n", + "ax.legend(loc='lower left', fontsize=6, ncol=2)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "06e32cb2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Detailed profile comparison: overlay all methods with same core settings\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "# Create a subplot for each (dns, pw) combination\n", + "settings = [(True, True), (True, False), (False, True), (False, False)]\n", + "colors_method = {'half_norm_clean': 'blue', 'perfect_clean': 'green', 'inferred_clean': 'red'}\n", + "\n", + "for ax, (dns, pw) in zip(axes.flatten(), settings):\n", + " subset_idx = master_df[(master_df['detect_neg_shifts'] == dns) &\n", + " (master_df['piecewise_fit'] == pw) &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + " for idx in subset_idx:\n", + " if idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " method = row['method']\n", + " color = colors_method.get(method, 'gray')\n", + " label = f\"{method} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label,\n", + " color=color, alpha=0.8, linewidth=1.5)\n", + "\n", + " ax.set_xlabel('Date')\n", + " ax.set_ylabel('Soiling Ratio')\n", + " dns_str = 'dns=True' if dns else 'dns=False'\n", + " pw_str = 'pw=True' if pw else 'pw=False'\n", + " ax.set_title(f'{dns_str}, {pw_str}')\n", + " ax.legend(loc='lower left', fontsize=8)\n", + " ax.set_ylim(0.85, 1.05)\n", + " ax.grid(True, alpha=0.3)\n", + " ax.tick_params(axis='x', rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1038a0ff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Profile Statistics by Method:\n", + "============================================================\n", + " profile_mean profile_std profile_range n_points aggregated_sr\n", + " mean std mean mean mean mean\n", + "method \n", + "half_norm_clean 0.9666 0.0084 0.0329 0.1858 1840.4000 0.9612\n", + "inferred_clean 0.9660 0.0116 0.0380 0.2074 2077.4615 0.9419\n", + "perfect_clean 0.9666 0.0084 0.0329 0.1858 1840.4000 0.9710\n", + "\n", + "\n", + "Correlation: Profile Mean vs Aggregated SR\n", + "============================================================\n", + "half_norm_clean: r = 0.5403\n", + "perfect_clean: r = 0.9465\n", + "inferred_clean: r = 0.9392\n" + ] + } + ], + "source": [ + "# Profile statistics: compare profile characteristics across methods\n", + "profile_stats = []\n", + "for idx in profiles:\n", + " profile = profiles[idx]\n", + " row = master_df.loc[idx]\n", + " profile_stats.append({\n", + " 'method': row['method'],\n", + " 'config_name': row['config_name'],\n", + " 'dns': row['detect_neg_shifts'],\n", + " 'pw': row['piecewise_fit'],\n", + " 'profile_mean': profile.mean(),\n", + " 'profile_std': profile.std(),\n", + " 'profile_min': profile.min(),\n", + " 'profile_max': profile.max(),\n", + " 'profile_range': profile.max() - profile.min(),\n", + " 'n_points': len(profile),\n", + " 'aggregated_sr': row['soiling_ratio']\n", + " })\n", + "\n", + "profile_stats_df = pd.DataFrame(profile_stats)\n", + "\n", + "# Summary by method\n", + "print(\"Profile Statistics by Method:\")\n", + "print(\"=\"*60)\n", + "method_profile_summary = profile_stats_df.groupby('method').agg({\n", + " 'profile_mean': ['mean', 'std'],\n", + " 'profile_std': 'mean',\n", + " 'profile_range': 'mean',\n", + " 'n_points': 'mean',\n", + " 'aggregated_sr': 'mean'\n", + "}).round(4)\n", + "print(method_profile_summary.to_string())\n", + "\n", + "# Key insight: correlation between profile mean and aggregated SR\n", + "print(\"\\n\\nCorrelation: Profile Mean vs Aggregated SR\")\n", + "print(\"=\"*60)\n", + "for method in profile_stats_df['method'].unique():\n", + " subset = profile_stats_df[profile_stats_df['method'] == method]\n", + " corr = subset['profile_mean'].corr(subset['aggregated_sr'])\n", + " print(f\"{method}: r = {corr:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a2a5783c", + "metadata": {}, + "source": [ + "## Stochastic Profile Comparison (Method-Specific)\n", + "\n", + "The `soiling_ratio_perfect_clean` is the **same** for all methods - it's the deterministic profile. The actual method differences show up in the **stochastic Monte Carlo profiles**." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d5958610", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valid stochastic profiles: 43 out of 43\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create stochastic profiles dictionary\n", + "stoch_profiles = {i: results[i]['stoch_profile'] for i in range(len(results))\n", + " if results[i]['stoch_profile'] is not None and len(results[i]['stoch_profile']) > 0}\n", + "\n", + "print(f\"Valid stochastic profiles: {len(stoch_profiles)} out of {len(results)}\")\n", + "\n", + "# Compare STOCHASTIC profiles by method (these show method differences!)\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "# Plot 1: Compare all 3 methods with default settings (dns=True, pw=True)\n", + "ax = axes[0, 0]\n", + "baseline_idx = master_df[(master_df['detect_neg_shifts'] == True) &\n", + " (master_df['piecewise_fit'] == True) &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in baseline_idx:\n", + " if idx in stoch_profiles:\n", + " profile = stoch_profiles[idx]\n", + " row = master_df.loc[idx]\n", + " label = f\"{row['method']} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio (Stochastic Median)')\n", + "ax.set_title('Method Comparison - Stochastic Profiles (dns=True, pw=True)')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 2: Compare detect_neg_shifts effect (half_norm_clean) - stochastic\n", + "ax = axes[0, 1]\n", + "hnc_idx = master_df[(master_df['method'] == 'half_norm_clean') &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in hnc_idx:\n", + " if idx in stoch_profiles:\n", + " profile = stoch_profiles[idx]\n", + " row = master_df.loc[idx]\n", + " dns_str = 'dns=T' if row['detect_neg_shifts'] else 'dns=F'\n", + " pw_str = 'pw=T' if row['piecewise_fit'] else 'pw=F'\n", + " label = f\"{dns_str}, {pw_str} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio (Stochastic Median)')\n", + "ax.set_title('half_norm_clean: Stochastic Profiles')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 3: Perfect clean with different settings - stochastic\n", + "ax = axes[1, 0]\n", + "pc_idx = master_df[(master_df['method'] == 'perfect_clean') &\n", + " (master_df['config_group'] == 'core_matrix')].index\n", + "\n", + "for idx in pc_idx:\n", + " if idx in stoch_profiles:\n", + " profile = stoch_profiles[idx]\n", + " row = master_df.loc[idx]\n", + " dns_str = 'dns=T' if row['detect_neg_shifts'] else 'dns=F'\n", + " pw_str = 'pw=T' if row['piecewise_fit'] else 'pw=F'\n", + " label = f\"{dns_str}, {pw_str} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.8, linewidth=1.5)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio (Stochastic Median)')\n", + "ax.set_title('perfect_clean: Stochastic Profiles')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 4: Inferred clean - stochastic\n", + "ax = axes[1, 1]\n", + "ic_idx = master_df[(master_df['method'] == 'inferred_clean') &\n", + " (master_df['soiling_ratio'].notna())].index\n", + "\n", + "for idx in ic_idx:\n", + " if idx in stoch_profiles:\n", + " profile = stoch_profiles[idx]\n", + " row = master_df.loc[idx]\n", + " config_short = row['config_name'].replace('inferred_clean_', '')[:20]\n", + " label = f\"{config_short} (SR={row['soiling_ratio']:.4f})\"\n", + " ax.plot(profile.index, profile.values, label=label, alpha=0.6, linewidth=1)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio (Stochastic Median)')\n", + "ax.set_title('inferred_clean: Stochastic Profiles')\n", + "ax.legend(loc='lower left', fontsize=6, ncol=2)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "faaadebe", + "metadata": {}, + "source": [ + "## Summary Table" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5d66c848", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All Results Sorted by Soiling Ratio (highest to lowest):\n", + "================================================================================\n" + ] + }, + { + "data": { + "text/html": [ + "
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config_namemethoddetect_neg_shiftspiecewise_fitsoiling_ratioci_lowerci_uppervalid_intervals
35perfect_clean_cc=precipperfect_cleanFalseFalse0.9966710.9963350.99703031
41perfect_clean_cc=precip_or_shiftperfect_cleanFalseFalse0.9964480.9961570.99681334
10half_norm_clean_nsf=1.5half_norm_cleanTrueFalse0.9786270.9769940.98007272
38perfect_clean_cc=precip_and_shiftperfect_cleanFalseFalse0.9786090.9773830.97988016
42inferred_clean_cc=precip_or_shiftinferred_cleanTrueFalse0.9784800.9764620.98059483
34half_norm_clean_cc=preciphalf_norm_cleanFalseFalse0.9774730.9731070.98106831
40half_norm_clean_cc=precip_or_shifthalf_norm_cleanFalseFalse0.9762940.9725420.97931034
3perfect_clean_dns=False_pw=Trueperfect_cleanFalseTrue0.9747200.9740310.97535144
17perfect_clean_mpd=14perfect_cleanFalseTrue0.9747200.9740310.97535144
20perfect_clean_mpd=45perfect_cleanFalseTrue0.9745510.9739160.97515844
36inferred_clean_cc=precipinferred_cleanTrueFalse0.9740790.9715640.97720586
23perfect_clean_cwd=1perfect_cleanFalseFalse0.9716850.9708820.97247540
1perfect_clean_dns=False_pw=Falseperfect_cleanFalseFalse0.9711110.9703450.97192240
11perfect_clean_nsf=1.5perfect_cleanTrueFalse0.9689030.9668390.97117472
7half_norm_clean_dns=True_pw=Truehalf_norm_cleanTrueTrue0.9674940.9654400.96933966
26perfect_clean_cwd=10perfect_cleanFalseFalse0.9674800.9659210.96902640
28half_norm_clean_fmw=5half_norm_cleanTrueFalse0.9635050.9611780.96594354
4half_norm_clean_dns=True_pw=Falsehalf_norm_cleanTrueFalse0.9635050.9611780.96594354
31half_norm_clean_fmw=20half_norm_cleanTrueFalse0.9635050.9611780.96594354
8perfect_clean_dns=True_pw=Trueperfect_cleanTrueTrue0.9620200.9599570.96398166
13half_norm_clean_nsf=4.0half_norm_cleanTrueFalse0.9600220.9576160.96240252
39inferred_clean_cc=precip_and_shiftinferred_cleanTrueFalse0.9592170.9572280.96071828
14perfect_clean_nsf=4.0perfect_cleanTrueFalse0.9574640.9557800.95877352
5perfect_clean_dns=True_pw=Falseperfect_cleanTrueFalse0.9568690.9549490.95910354
29perfect_clean_fmw=5perfect_cleanTrueFalse0.9568690.9549490.95910354
32perfect_clean_fmw=20perfect_cleanTrueFalse0.9568690.9549490.95910354
19half_norm_clean_mpd=45half_norm_cleanFalseTrue0.9546460.9506010.95832844
16half_norm_clean_mpd=14half_norm_cleanFalseTrue0.9543780.9503700.95757244
2half_norm_clean_dns=False_pw=Truehalf_norm_cleanFalseTrue0.9543780.9503700.95757244
37half_norm_clean_cc=precip_and_shifthalf_norm_cleanFalseFalse0.9543710.9469310.96019316
\n", + "
" + ], + "text/plain": [ + " config_name method detect_neg_shifts \\\n", + "35 perfect_clean_cc=precip perfect_clean False \n", + "41 perfect_clean_cc=precip_or_shift perfect_clean False \n", + "10 half_norm_clean_nsf=1.5 half_norm_clean True \n", + "38 perfect_clean_cc=precip_and_shift perfect_clean False \n", + "42 inferred_clean_cc=precip_or_shift inferred_clean True \n", + "34 half_norm_clean_cc=precip half_norm_clean False \n", + "40 half_norm_clean_cc=precip_or_shift half_norm_clean False \n", + "3 perfect_clean_dns=False_pw=True perfect_clean False \n", + "17 perfect_clean_mpd=14 perfect_clean False \n", + "20 perfect_clean_mpd=45 perfect_clean False \n", + "36 inferred_clean_cc=precip inferred_clean True \n", + "23 perfect_clean_cwd=1 perfect_clean False \n", + "1 perfect_clean_dns=False_pw=False perfect_clean False \n", + "11 perfect_clean_nsf=1.5 perfect_clean True \n", + "7 half_norm_clean_dns=True_pw=True half_norm_clean True \n", + "26 perfect_clean_cwd=10 perfect_clean False \n", + "28 half_norm_clean_fmw=5 half_norm_clean True \n", + "4 half_norm_clean_dns=True_pw=False half_norm_clean True \n", + "31 half_norm_clean_fmw=20 half_norm_clean True \n", + "8 perfect_clean_dns=True_pw=True perfect_clean True \n", + "13 half_norm_clean_nsf=4.0 half_norm_clean True \n", + "39 inferred_clean_cc=precip_and_shift inferred_clean True \n", + "14 perfect_clean_nsf=4.0 perfect_clean True \n", + "5 perfect_clean_dns=True_pw=False perfect_clean True \n", + "29 perfect_clean_fmw=5 perfect_clean True \n", + "32 perfect_clean_fmw=20 perfect_clean True \n", + "19 half_norm_clean_mpd=45 half_norm_clean False \n", + "16 half_norm_clean_mpd=14 half_norm_clean False \n", + "2 half_norm_clean_dns=False_pw=True half_norm_clean False \n", + "37 half_norm_clean_cc=precip_and_shift half_norm_clean False \n", + "\n", + " piecewise_fit soiling_ratio ci_lower ci_upper valid_intervals \n", + "35 False 0.996671 0.996335 0.997030 31 \n", + "41 False 0.996448 0.996157 0.996813 34 \n", + "10 False 0.978627 0.976994 0.980072 72 \n", + "38 False 0.978609 0.977383 0.979880 16 \n", + "42 False 0.978480 0.976462 0.980594 83 \n", + "34 False 0.977473 0.973107 0.981068 31 \n", + "40 False 0.976294 0.972542 0.979310 34 \n", + "3 True 0.974720 0.974031 0.975351 44 \n", + "17 True 0.974720 0.974031 0.975351 44 \n", + "20 True 0.974551 0.973916 0.975158 44 \n", + "36 False 0.974079 0.971564 0.977205 86 \n", + "23 False 0.971685 0.970882 0.972475 40 \n", + "1 False 0.971111 0.970345 0.971922 40 \n", + "11 False 0.968903 0.966839 0.971174 72 \n", + "7 True 0.967494 0.965440 0.969339 66 \n", + "26 False 0.967480 0.965921 0.969026 40 \n", + "28 False 0.963505 0.961178 0.965943 54 \n", + "4 False 0.963505 0.961178 0.965943 54 \n", + "31 False 0.963505 0.961178 0.965943 54 \n", + "8 True 0.962020 0.959957 0.963981 66 \n", + "13 False 0.960022 0.957616 0.962402 52 \n", + "39 False 0.959217 0.957228 0.960718 28 \n", + "14 False 0.957464 0.955780 0.958773 52 \n", + "5 False 0.956869 0.954949 0.959103 54 \n", + "29 False 0.956869 0.954949 0.959103 54 \n", + "32 False 0.956869 0.954949 0.959103 54 \n", + "19 True 0.954646 0.950601 0.958328 44 \n", + "16 True 0.954378 0.950370 0.957572 44 \n", + "2 True 0.954378 0.950370 0.957572 44 \n", + "37 False 0.954371 0.946931 0.960193 16 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Full results summary - sorted by soiling ratio\n", + "print(\"All Results Sorted by Soiling Ratio (highest to lowest):\")\n", + "print(\"=\"*80)\n", + "sort_cols = ['config_name', 'method', 'detect_neg_shifts', 'piecewise_fit',\n", + " 'soiling_ratio', 'ci_lower', 'ci_upper', 'valid_intervals']\n", + "valid_df[sort_cols].sort_values('soiling_ratio', ascending=False).head(30)" + ] + }, + { + "cell_type": "markdown", + "id": "408947f0", + "metadata": {}, + "source": [ + "## Ground Truth Comparison\n", + "\n", + "Since this dataset includes a **synthetic soiling signal** (the `soiling` column), we can directly compare the estimated soiling profiles to the known ground truth. This allows us to quantitatively evaluate which parameter configurations most accurately recover the true soiling behavior." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "6078767d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ground Truth Mean Soiling Ratio: 0.9593\n", + "Ground Truth Range: 0.7589 - 1.0000\n", + "\n", + "Note: A 'perfect' soiling estimate would match 0.9593\n" + ] + } + ], + "source": [ + "# Extract the ground truth soiling signal (daily aggregated)\n", + "ground_truth = df['soiling'].resample('D').mean()\n", + "ground_truth = ground_truth.reindex(energy_normalized_daily.index)\n", + "\n", + "# Calculate the \"true\" aggregated soiling ratio for comparison\n", + "true_soiling_ratio = ground_truth.mean()\n", + "print(f\"Ground Truth Mean Soiling Ratio: {true_soiling_ratio:.4f}\")\n", + "print(f\"Ground Truth Range: {ground_truth.min():.4f} - {ground_truth.max():.4f}\")\n", + "print(f\"\\nNote: A 'perfect' soiling estimate would match {true_soiling_ratio:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bcc4d8a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Evaluated 43 configurations against ground truth\n", + "\n", + "Best configurations by MAE (Mean Absolute Error):\n", + " config_name method detect_neg_shifts piecewise_fit soiling_ratio mae rmse correlation\n", + "8 perfect_clean_dns=True_pw=True perfect_clean True True 0.962020 0.016937 0.024695 0.847126\n", + "14 perfect_clean_nsf=4.0 perfect_clean True False 0.957464 0.018614 0.026003 0.858119\n", + "5 perfect_clean_dns=True_pw=False perfect_clean True False 0.956869 0.019068 0.027656 0.853696\n", + "29 perfect_clean_fmw=5 perfect_clean True False 0.956869 0.019068 0.027656 0.853696\n", + "32 perfect_clean_fmw=20 perfect_clean True False 0.956869 0.019068 0.027656 0.853696\n", + "11 perfect_clean_nsf=1.5 perfect_clean True False 0.968903 0.020699 0.029471 0.763925\n", + "4 half_norm_clean_dns=True_pw=False half_norm_clean True False 0.963505 0.022229 0.033291 0.627379\n", + "28 half_norm_clean_fmw=5 half_norm_clean True False 0.963505 0.022229 0.033291 0.627379\n", + "31 half_norm_clean_fmw=20 half_norm_clean True False 0.963505 0.022229 0.033291 0.627379\n", + "7 half_norm_clean_dns=True_pw=True half_norm_clean True True 0.967494 0.022992 0.034338 0.620257\n" + ] + } + ], + "source": [ + "# Calculate error metrics for each configuration\n", + "# Compare the STOCHASTIC profile (median Monte Carlo) to ground truth\n", + "error_metrics = []\n", + "\n", + "for idx, row in master_df.iterrows():\n", + " if idx in stoch_profiles and stoch_profiles[idx] is not None and len(stoch_profiles[idx]) > 0:\n", + " estimated = stoch_profiles[idx]\n", + "\n", + " # Align to ground truth index\n", + " common_idx = estimated.index.intersection(ground_truth.dropna().index)\n", + " if len(common_idx) > 30: # Need enough data points\n", + " est_aligned = estimated.loc[common_idx]\n", + " gt_aligned = ground_truth.loc[common_idx]\n", + "\n", + " # Calculate error metrics\n", + " abs_error = (est_aligned - gt_aligned).abs()\n", + " mae = abs_error.mean()\n", + " rmse = np.sqrt(((est_aligned - gt_aligned) ** 2).mean())\n", + " mape = (abs_error / gt_aligned.abs()).mean() * 100 # Mean Absolute Percentage Error\n", + " correlation = est_aligned.corr(gt_aligned)\n", + " bias = (est_aligned - gt_aligned).mean() # Positive = overestimates\n", + "\n", + " # Compare aggregated soiling ratio to true mean\n", + " sr_error = abs(row['soiling_ratio'] - true_soiling_ratio) if pd.notna(row['soiling_ratio']) else np.nan\n", + "\n", + " error_metrics.append({\n", + " 'config_idx': idx,\n", + " 'config_name': row['config_name'],\n", + " 'method': row['method'],\n", + " 'detect_neg_shifts': row['detect_neg_shifts'],\n", + " 'piecewise_fit': row['piecewise_fit'],\n", + " 'soiling_ratio': row['soiling_ratio'],\n", + " 'mae': mae,\n", + " 'rmse': rmse,\n", + " 'mape': mape,\n", + " 'correlation': correlation,\n", + " 'bias': bias,\n", + " 'sr_error': sr_error,\n", + " 'n_points': len(common_idx)\n", + " })\n", + "\n", + "error_df = pd.DataFrame(error_metrics)\n", + "print(f\"Evaluated {len(error_df)} configurations against ground truth\")\n", + "print(f\"\\nBest configurations by MAE (Mean Absolute Error):\")\n", + "print(error_df.nsmallest(10, 'mae')[['config_name', 'method', 'detect_neg_shifts', 'piecewise_fit',\n", + " 'soiling_ratio', 'mae', 'rmse', 'correlation']].to_string())" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "a930641a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mspringe\\AppData\\Local\\Temp\\1\\ipykernel_13060\\4202291704.py:50: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bp = ax.boxplot(method_errors, labels=methods, patch_artist=True)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize: Compare best profiles to ground truth\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + "# Plot 1: Ground Truth vs Best Overall Configuration\n", + "ax = axes[0, 0]\n", + "ax.plot(ground_truth.index, ground_truth.values, 'k-', linewidth=2, label='Ground Truth', alpha=0.8)\n", + "\n", + "if len(error_df) > 0:\n", + " best_idx = error_df.nsmallest(1, 'mae')['config_idx'].values[0]\n", + " best_profile = stoch_profiles[best_idx]\n", + " best_row = master_df.loc[best_idx]\n", + " ax.plot(best_profile.index, best_profile.values, 'r-', linewidth=1.5, alpha=0.8,\n", + " label=f\"Best: {best_row['method']} (MAE={error_df.loc[error_df['config_idx']==best_idx, 'mae'].values[0]:.4f})\")\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('Ground Truth vs Best Configuration')\n", + "ax.legend(loc='lower left')\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 2: Ground Truth vs Best per Method\n", + "ax = axes[0, 1]\n", + "ax.plot(ground_truth.index, ground_truth.values, 'k-', linewidth=2, label='Ground Truth', alpha=0.8)\n", + "\n", + "colors = {'perfect_clean': 'blue', 'half_norm_clean': 'green', 'inferred_clean': 'orange'}\n", + "for method in error_df['method'].unique():\n", + " method_best = error_df[error_df['method'] == method].nsmallest(1, 'mae')\n", + " if len(method_best) > 0:\n", + " idx = method_best['config_idx'].values[0]\n", + " if idx in stoch_profiles:\n", + " profile = stoch_profiles[idx]\n", + " mae_val = method_best['mae'].values[0]\n", + " ax.plot(profile.index, profile.values, color=colors.get(method, 'gray'),\n", + " linewidth=1.5, alpha=0.7, label=f\"{method} (MAE={mae_val:.4f})\")\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('Ground Truth vs Best per Method')\n", + "ax.legend(loc='lower left', fontsize=8)\n", + "ax.set_ylim(0.85, 1.05)\n", + "ax.grid(True, alpha=0.3)\n", + "ax.tick_params(axis='x', rotation=45)\n", + "\n", + "# Plot 3: Error Distribution by Method\n", + "ax = axes[1, 0]\n", + "methods = error_df['method'].unique()\n", + "method_errors = [error_df[error_df['method'] == m]['mae'].values for m in methods]\n", + "bp = ax.boxplot(method_errors, labels=methods, patch_artist=True)\n", + "for patch, method in zip(bp['boxes'], methods):\n", + " patch.set_facecolor(colors.get(method, 'lightgray'))\n", + " patch.set_alpha(0.7)\n", + "ax.set_xlabel('Method')\n", + "ax.set_ylabel('Mean Absolute Error (MAE)')\n", + "ax.set_title('Error Distribution by Method')\n", + "ax.grid(True, alpha=0.3, axis='y')\n", + "\n", + "# Plot 4: Impact of detect_neg_shifts and piecewise_fit on accuracy\n", + "ax = axes[1, 1]\n", + "# Group by configuration options\n", + "for (dns, pw), group in error_df.groupby(['detect_neg_shifts', 'piecewise_fit']):\n", + " dns_str = 'dns=T' if dns else 'dns=F'\n", + " pw_str = 'pw=T' if pw else 'pw=F'\n", + " label = f\"{dns_str}, {pw_str}\"\n", + " ax.scatter(group['correlation'], group['mae'], label=label, alpha=0.7, s=50)\n", + "\n", + "ax.set_xlabel('Correlation with Ground Truth')\n", + "ax.set_ylabel('Mean Absolute Error (MAE)')\n", + "ax.set_title('Accuracy: Correlation vs MAE by Options')\n", + "ax.legend(loc='upper right', fontsize=8)\n", + "ax.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a096bbd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "================================================================================\n", + "GROUND TRUTH ACCURACY SUMMARY\n", + "================================================================================\n", + "\n", + "1. By Method (mean MAE):\n", + " Mean MAE Std MAE Best MAE\n", + "method \n", + "perfect_clean 0.0244 0.0066 0.0169\n", + "half_norm_clean 0.0269 0.0036 0.0222\n", + "inferred_clean 0.0292 0.0035 0.0236\n", + "\n", + "2. By detect_neg_shifts:\n", + " Mean MAE Std MAE Count\n", + "detect_neg_shifts \n", + "False 0.0285 0.0046 18\n", + "True 0.0254 0.0052 25\n", + "\n", + "3. By piecewise_fit:\n", + " Mean MAE Std MAE Count\n", + "piecewise_fit \n", + "False 0.0266 0.0051 32\n", + "True 0.0269 0.0054 11\n", + "\n", + "4. By Options Combination (detect_neg_shifts, piecewise_fit):\n", + " Mean MAE Std MAE Best MAE Count\n", + "detect_neg_shifts piecewise_fit \n", + "True False 0.0247 0.0041 0.0186 20\n", + "False True 0.0256 0.0008 0.0248 6\n", + "True True 0.0285 0.0082 0.0169 5\n", + "False False 0.0299 0.0050 0.0235 12\n", + "\n", + "================================================================================\n", + "TOP 5 CONFIGURATIONS (Lowest MAE):\n", + "================================================================================\n", + "\n", + "1. perfect_clean_dns=True_pw=True\n", + " Method: perfect_clean, detect_neg_shifts=True, piecewise_fit=True\n", + " MAE=0.0169, RMSE=0.0247, Correlation=0.8471\n", + " Soiling Ratio: 0.9620 (True: 0.9593, Error: 0.0027)\n", + "\n", + "2. perfect_clean_nsf=4.0\n", + " Method: perfect_clean, detect_neg_shifts=True, piecewise_fit=False\n", + " MAE=0.0186, RMSE=0.0260, Correlation=0.8581\n", + " Soiling Ratio: 0.9575 (True: 0.9593, Error: 0.0019)\n", + "\n", + "3. perfect_clean_dns=True_pw=False\n", + " Method: perfect_clean, detect_neg_shifts=True, piecewise_fit=False\n", + " MAE=0.0191, RMSE=0.0277, Correlation=0.8537\n", + " Soiling Ratio: 0.9569 (True: 0.9593, Error: 0.0025)\n", + "\n", + "4. perfect_clean_fmw=5\n", + " Method: perfect_clean, detect_neg_shifts=True, piecewise_fit=False\n", + " MAE=0.0191, RMSE=0.0277, Correlation=0.8537\n", + " Soiling Ratio: 0.9569 (True: 0.9593, Error: 0.0025)\n", + "\n", + "5. perfect_clean_fmw=20\n", + " Method: perfect_clean, detect_neg_shifts=True, piecewise_fit=False\n", + " MAE=0.0191, RMSE=0.0277, Correlation=0.8537\n", + " Soiling Ratio: 0.9569 (True: 0.9593, Error: 0.0025)\n" + ] + } + ], + "source": [ + "# Summary statistics: Which options give best ground-truth accuracy?\n", + "print(\"=\"*80)\n", + "print(\"GROUND TRUTH ACCURACY SUMMARY\")\n", + "print(\"=\"*80)\n", + "\n", + "# By method\n", + "print(\"\\n1. By Method (mean MAE):\")\n", + "method_summary = error_df.groupby('method')['mae'].agg(['mean', 'std', 'min']).round(4)\n", + "method_summary.columns = ['Mean MAE', 'Std MAE', 'Best MAE']\n", + "print(method_summary.sort_values('Mean MAE'))\n", + "\n", + "# By detect_neg_shifts\n", + "print(\"\\n2. By detect_neg_shifts:\")\n", + "dns_summary = error_df.groupby('detect_neg_shifts')['mae'].agg(['mean', 'std', 'count']).round(4)\n", + "dns_summary.columns = ['Mean MAE', 'Std MAE', 'Count']\n", + "print(dns_summary)\n", + "\n", + "# By piecewise_fit\n", + "print(\"\\n3. By piecewise_fit:\")\n", + "pw_summary = error_df.groupby('piecewise_fit')['mae'].agg(['mean', 'std', 'count']).round(4)\n", + "pw_summary.columns = ['Mean MAE', 'Std MAE', 'Count']\n", + "print(pw_summary)\n", + "\n", + "# By combination\n", + "print(\"\\n4. By Options Combination (detect_neg_shifts, piecewise_fit):\")\n", + "combo_summary = error_df.groupby(['detect_neg_shifts', 'piecewise_fit'])['mae'].agg(['mean', 'std', 'min', 'count']).round(4)\n", + "combo_summary.columns = ['Mean MAE', 'Std MAE', 'Best MAE', 'Count']\n", + "print(combo_summary.sort_values('Mean MAE'))\n", + "\n", + "# Best overall configuration\n", + "print(\"\\n\" + \"=\"*80)\n", + "print(\"TOP 5 CONFIGURATIONS (Lowest MAE):\")\n", + "print(\"=\"*80)\n", + "top5 = error_df.nsmallest(5, 'mae')\n", + "for i, (_, row) in enumerate(top5.iterrows(), 1):\n", + " print(f\"\\n{i}. {row['config_name']}\")\n", + " print(f\" Method: {row['method']}, detect_neg_shifts={row['detect_neg_shifts']}, piecewise_fit={row['piecewise_fit']}\")\n", + " print(f\" MAE={row['mae']:.4f}, RMSE={row['rmse']:.4f}, Correlation={row['correlation']:.4f}\")\n", + " print(f\" Soiling Ratio: {row['soiling_ratio']:.4f} (True: {true_soiling_ratio:.4f}, Error: {row['sr_error']:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "028b014c", + "metadata": {}, + "source": [ + "## Recommendations\n", + "\n", + "Based on the analysis:\n", + "\n", + "1. **For sites with irregular/natural cleaning**: Enable `detect_neg_shifts=True` with `method='perfect_clean'` or `method='inferred_clean'`\n", + "2. **For sites with gradual soiling changes**: Enable `piecewise_fit=True` to detect slope change points within intervals\n", + "3. **When precipitation data is available**: Use `clean_criterion='precip_or_shift'` for more cleaning event detection\n", + "4. **For noisy data**: Increase `neg_shift_factor` (e.g., 4.0) to reduce false positive negative shift detections\n", + "5. **For partial cleaning events**: Use `method='inferred_clean'` with `detect_neg_shifts=True` to infer recovery from data\n", + "6. **Using both options together** (`detect_neg_shifts=True` + `piecewise_fit=True`) generally provides more accurate results by detecting more valid soiling intervals\n", + "\n", + "### Method Compatibility Notes:\n", + "- `method='inferred_clean'` **requires** `detect_neg_shifts=True`\n", + "- `method='perfect_clean'` and `method='inferred_clean'` use enhanced logic when `detect_neg_shifts=True`\n", + "- The old `perfect_clean_complex` and `inferred_clean_complex` methods have been replaced by the combination of base methods with `detect_neg_shifts=True` and `piecewise_fit=True`" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "rdtools_313-nb", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/soiling_options_guide.ipynb b/docs/soiling_options_guide.ipynb new file mode 100644 index 00000000..72b2cc28 --- /dev/null +++ b/docs/soiling_options_guide.ipynb @@ -0,0 +1,1079 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "aa95f613", + "metadata": {}, + "source": [ + "# Soiling Analysis Options Guide\n", + "\n", + "This notebook demonstrates the soiling analysis capabilities in RdTools v3, including:\n", + "\n", + "1. **Stochastic Rate and Recovery (SRR)** - The primary soiling detection method\n", + "2. **Combined Degradation and Soiling (CODS)** - An alternative iterative decomposition approach\n", + "\n", + "We'll explore the various parameters and options available for customizing the analysis to your specific dataset.\n", + "\n", + "## Key Parameters in RdTools v3\n", + "\n", + "| Parameter | Description | Default |\n", + "|-----------|-------------|----------|\n", + "| `detect_neg_shifts` | Detect negative shifts in rolling median and subdivide intervals | `False` |\n", + "| `piecewise_fit` | Test for piecewise linear fits within soiling intervals | `False` |\n", + "| `min_interval_days` | Minimum days for a valid interval | `7` |\n", + "| `max_neg_step` | Maximum negative step magnitude (only when `detect_neg_shifts=False`) | `0.05` |\n", + "| `neg_shift_factor` | Multiplier of `clean_threshold` for negative shift detection | `2.5` |\n", + "| `min_piecewise_days` | Minimum days to attempt piecewise fitting | `27` |\n", + "| `collapse_window_days` | Window for collapsing consecutive cleaning events | `5` |\n", + "| `forward_median_window` | Window for forward median validation | `10` |\n", + "\n", + "## Cleaning Methods\n", + "\n", + "| Method | Description | Use Case |\n", + "|--------|-------------|----------|\n", + "| `half_norm_clean` | Starting point from half-normal distribution | Default, most systems |\n", + "| `random_clean` | Random recovery 0-100% | Testing/comparison |\n", + "| `perfect_clean` | Each cleaning returns to 1 | Systems with complete cleaning |\n", + "| `inferred_clean` | Recovery inferred from data | Systems with partial cleaning |" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a4b81857", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\mspringe\\.conda\\envs\\rdtools_313-nb\\Lib\\site-packages\\pandas\\core\\computation\\expressions.py:22: UserWarning: Pandas requires version '2.10.2' or newer of 'numexpr' (version '2.10.1' currently installed).\n", + " from pandas.core.computation.check import NUMEXPR_INSTALLED\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import rdtools\n", + "from rdtools.soiling import SRRAnalysis, CODSAnalysis, soiling_srr\n", + "%matplotlib inline\n", + "\n", + "# Update plot style\n", + "import matplotlib\n", + "matplotlib.rcParams.update({'font.size': 12,\n", + " 'figure.figsize': [8, 4],\n", + " 'lines.markeredgewidth': 0,\n", + " 'lines.markersize': 2})\n", + "\n", + "# Set random seed for reproducibility\n", + "np.random.seed(42)" + ] + }, + { + "cell_type": "markdown", + "id": "4e043a1e", + "metadata": {}, + "source": [ + "## Load Example Data\n", + "\n", + "We'll use the PVDAQ dataset with a synthetic soiling signal for demonstration." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "abd7cc23", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data shape: (1558875, 10)\n", + "Date range: 2010-02-25 14:16:00-07:00 to 2016-12-13 09:57:00-07:00\n" + ] + } + ], + "source": [ + "# Import the example data\n", + "file_url = ('https://github.com/NatLabRockies/rdtools/releases/download/3.0.0/'\n", + " 'pvdaq_system_4_2010-2016_subset_soil_signal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", + "\n", + "try:\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)\n", + "\n", + "# Rename columns and set metadata\n", + "df = df.rename(columns={\n", + " 'ac_power': 'power_ac',\n", + " 'wind_speed': 'wind_speed',\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", + "})\n", + "\n", + "meta = {\n", + " \"latitude\": 39.7406,\n", + " \"longitude\": -105.1774,\n", + " \"timezone\": 'Etc/GMT+7',\n", + " \"gamma_pdc\": -0.005,\n", + " \"azimuth\": 180,\n", + " \"tilt\": 40,\n", + " \"power_dc_rated\": 1000.0,\n", + " \"temp_model_params\": 'open_rack_glass_polymer'\n", + "}\n", + "\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", + "df['power'] = df['power_ac'] * df['soiling']\n", + "freq = pd.infer_freq(df.index[:10])\n", + "\n", + "print(f\"Data shape: {df.shape}\")\n", + "print(f\"Date range: {df.index[0]} to {df.index[-1]}\")" + ] + }, + { + "cell_type": "markdown", + "id": "3d1ac501", + "metadata": {}, + "source": [ + "## Prepare Aggregated Daily Data\n", + "\n", + "Soiling analysis works with daily aggregated normalized performance data. We'll use the `TrendAnalysis` class to prepare this data." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cbf2c845", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create TrendAnalysis object and run sensor analysis\n", + "ta = rdtools.TrendAnalysis(\n", + " df['power'], df['poa'],\n", + " temperature_ambient=df['Tamb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " power_dc_rated=meta['power_dc_rated'],\n", + " temperature_model=meta['temp_model_params']\n", + ")\n", + "\n", + "# Run basic analysis to get aggregated data\n", + "ta.sensor_analysis(analyses=['yoy_degradation'])\n", + "\n", + "# Extract daily aggregated performance and insolation\n", + "energy_normalized_daily = ta.sensor_aggregated_performance\n", + "insolation_daily = ta.sensor_aggregated_insolation\n", + "\n", + "# Plot the daily data\n", + "fig, ax = plt.subplots(figsize=(10, 4))\n", + "ax.plot(energy_normalized_daily.index, energy_normalized_daily, 'o', alpha=0.5, markersize=3)\n", + "ax.set_ylabel('Normalized Daily Energy')\n", + "ax.set_title('Daily Aggregated Performance Data')\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "dd6bd63a", + "metadata": {}, + "source": [ + "---\n", + "# Part 1: Stochastic Rate and Recovery (SRR) Analysis\n", + "\n", + "The SRR method identifies soiling intervals and estimates soiling rates using Monte Carlo simulations." + ] + }, + { + "cell_type": "markdown", + "id": "d61a2e3f", + "metadata": {}, + "source": [ + "## 1.1 Basic SRR Analysis (Default Settings)\n", + "\n", + "Start with the default parameters to establish a baseline." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "63531830", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Basic SRR Results:\n", + " Soiling Ratio (P50): 0.9513\n", + " Confidence Interval: (0.9468, 0.9545)\n" + ] + } + ], + "source": [ + "# Basic SRR analysis with defaults\n", + "sr_basic, sr_ci_basic, info_basic = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500 # Reduced for speed; use 1000+ for production\n", + ")\n", + "\n", + "print(f\"Basic SRR Results:\")\n", + "print(f\" Soiling Ratio (P50): {sr_basic:.4f}\")\n", + "print(f\" Confidence Interval: ({sr_ci_basic[0]:.4f}, {sr_ci_basic[1]:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "fe7a0155", + "metadata": {}, + "source": [ + "## 1.2 Comparing Cleaning Methods\n", + "\n", + "Different cleaning methods make different assumptions about how much soiling is removed during cleaning events." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "818dd900", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "half_norm_clean : SR = 0.9512 (0.9473, 0.9548)\n", + "random_clean : SR = 0.9042 (0.8902, 0.9169)\n", + "perfect_clean : SR = 0.9718 (0.9711, 0.9726)\n" + ] + } + ], + "source": [ + "# Compare different cleaning methods\n", + "methods = ['half_norm_clean', 'random_clean', 'perfect_clean']\n", + "results = {}\n", + "\n", + "for method in methods:\n", + " sr, sr_ci, info = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500,\n", + " method=method\n", + " )\n", + " results[method] = {'sr': sr, 'ci': sr_ci}\n", + " print(f\"{method:20s}: SR = {sr:.4f} ({sr_ci[0]:.4f}, {sr_ci[1]:.4f})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "652fc617", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the comparison\n", + "fig, ax = plt.subplots(figsize=(8, 4))\n", + "x = range(len(methods))\n", + "srs = [results[m]['sr'] for m in methods]\n", + "lows = [results[m]['ci'][0] for m in methods]\n", + "highs = [results[m]['ci'][1] for m in methods]\n", + "errors = [[sr - low for sr, low in zip(srs, lows)],\n", + " [high - sr for sr, high in zip(srs, highs)]]\n", + "\n", + "ax.bar(x, srs, yerr=errors, capsize=5, alpha=0.7, color=['C0', 'C1', 'C2'])\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(methods, rotation=15)\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('Comparison of Cleaning Methods')\n", + "ax.set_ylim(0.9, 1.0)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "389ea6b4", + "metadata": {}, + "source": [ + "## 1.3 Advanced SRR with Negative Shift Detection\n", + "\n", + "The `detect_neg_shifts=True` option enables detection of negative shifts in the rolling median, which subdivides intervals at these points. This is useful for datasets with:\n", + "- Partial cleaning events\n", + "- Equipment changes\n", + "- Non-soiling performance changes within intervals\n", + "\n", + "When `detect_neg_shifts=True`, use `method='perfect_clean'` or `method='inferred_clean'` for enhanced logic." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f89e648d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRR with Negative Shift Detection:\n", + " Soiling Ratio (P50): 0.9588\n", + " Confidence Interval: (0.9570, 0.9610)\n" + ] + } + ], + "source": [ + "# SRR with negative shift detection\n", + "# neg_shift_factor controls sensitivity: shifts > neg_shift_factor * clean_threshold\n", + "# trigger interval subdivision (default: 2.5)\n", + "sr_neg_shift, sr_ci_neg_shift, info_neg_shift = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500,\n", + " detect_neg_shifts=True,\n", + " method='perfect_clean',\n", + " neg_shift_factor=2.5 # Default value; decrease for more sensitivity\n", + ")\n", + "\n", + "print(f\"SRR with Negative Shift Detection:\")\n", + "print(f\" Soiling Ratio (P50): {sr_neg_shift:.4f}\")\n", + "print(f\" Confidence Interval: ({sr_ci_neg_shift[0]:.4f}, {sr_ci_neg_shift[1]:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "ac7d68b0", + "metadata": {}, + "source": [ + "## 1.4 Advanced SRR with Piecewise Fitting\n", + "\n", + "The `piecewise_fit=True` option tests whether each soiling interval is better described by two linear segments (a change point) rather than one. This is useful when:\n", + "- Soiling rate changes mid-interval (e.g., seasonal variation)\n", + "- There are undetected partial cleaning events" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "03bff6bd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mspringe\\OneDrive - NREL\\msp\\pvfleets\\repos\\public\\rdtools\\rdtools\\soiling.py:1207: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_neg_step\" and/or decreasing \"min_interval_days\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", + " sr, sr_ci, soiling_info = srr.run(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRR with Piecewise Fitting:\n", + " Soiling Ratio (P50): 0.9550\n", + " Confidence Interval: (0.9505, 0.9583)\n" + ] + } + ], + "source": [ + "# SRR with piecewise fitting\n", + "sr_piecewise, sr_ci_piecewise, info_piecewise = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500,\n", + " piecewise_fit=True,\n", + " min_piecewise_days=27 # Minimum interval length to attempt piecewise fit\n", + ")\n", + "\n", + "print(f\"SRR with Piecewise Fitting:\")\n", + "print(f\" Soiling Ratio (P50): {sr_piecewise:.4f}\")\n", + "print(f\" Confidence Interval: ({sr_ci_piecewise[0]:.4f}, {sr_ci_piecewise[1]:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "c159bff2", + "metadata": {}, + "source": [ + "## 1.5 Combined Advanced Analysis\n", + "\n", + "For complex datasets, you can combine both `detect_neg_shifts=True` and `piecewise_fit=True` along with `inferred_clean` for maximum flexibility." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "54649337", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Advanced SRR (detect_neg_shifts + piecewise_fit + inferred_clean):\n", + " Soiling Ratio (P50): 0.9286\n", + " Confidence Interval: (0.9265, 0.9307)\n" + ] + } + ], + "source": [ + "# Full advanced SRR analysis\n", + "sr_advanced, sr_ci_advanced, info_advanced = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500,\n", + " method='inferred_clean',\n", + " detect_neg_shifts=True,\n", + " piecewise_fit=True,\n", + " neg_shift_factor=2.5, # Multiplier for negative shift threshold\n", + " min_piecewise_days=27, # Min days for piecewise attempt\n", + " collapse_window_days=5, # Window for collapsing cleaning events\n", + " forward_median_window=10 # Window for forward median validation\n", + ")\n", + "\n", + "print(f\"Advanced SRR (detect_neg_shifts + piecewise_fit + inferred_clean):\")\n", + "print(f\" Soiling Ratio (P50): {sr_advanced:.4f}\")\n", + "print(f\" Confidence Interval: ({sr_ci_advanced[0]:.4f}, {sr_ci_advanced[1]:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "5e829b65", + "metadata": {}, + "source": [ + "## 1.6 Using the SRRAnalysis Class Directly\n", + "\n", + "For more control and access to intermediate results, use the `SRRAnalysis` class directly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e71d94a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRRAnalysis Class Results:\n", + " Soiling Ratio: 0.9634\n", + " Number of valid intervals: 66\n" + ] + } + ], + "source": [ + "# Create SRRAnalysis instance\n", + "srr = SRRAnalysis(energy_normalized_daily, insolation_daily)\n", + "\n", + "# Run the analysis with custom parameters\n", + "sr, sr_ci, info = srr.run(\n", + " reps=500,\n", + " method='perfect_clean',\n", + " detect_neg_shifts=True,\n", + " piecewise_fit=True,\n", + " min_interval_days=7,\n", + " max_relative_slope_error=500.0\n", + ")\n", + "\n", + "print(f\"SRRAnalysis Class Results:\")\n", + "print(f\" Soiling Ratio: {sr:.4f}\")\n", + "print(f\" Number of valid intervals: {srr.result_df['valid'].sum()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "30017c57", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Valid soiling intervals: 66\n" + ] + }, + { + "data": { + "text/html": [ + "
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"6 -0.009892 -0.001985 14 \n", + "9 0.000000 0.000000 12 \n", + "10 -0.001402 -0.001072 97 \n", + "12 -0.002793 -0.001307 31 \n", + "13 -0.002287 -0.001578 46 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Access the soiling interval summary\n", + "interval_summary = info['soiling_interval_summary']\n", + "valid_intervals = interval_summary[interval_summary['valid']]\n", + "print(f\"Valid soiling intervals: {len(valid_intervals)}\")\n", + "valid_intervals[['start', 'end', 'soiling_rate', 'soiling_rate_low', 'soiling_rate_high', 'length']].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "0b16360d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the stochastic soiling profiles\n", + "fig, ax = plt.subplots(figsize=(10, 4))\n", + "\n", + "# Plot a subset of the Monte Carlo profiles\n", + "profiles = info['stochastic_soiling_profiles']\n", + "for i, profile in enumerate(profiles[:100]):\n", + " ax.plot(profile.index, profile.values, alpha=0.05, color='blue')\n", + "\n", + "# Plot the median profile\n", + "median_profile = pd.concat(profiles, axis=1).median(axis=1)\n", + "ax.plot(median_profile.index, median_profile.values, color='red', linewidth=2, label='Median Profile')\n", + "\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('Stochastic Soiling Profiles (100 Monte Carlo realizations)')\n", + "ax.legend()\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d82d88fb", + "metadata": {}, + "source": [ + "## 1.7 Summary: Comparing All SRR Configurations" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "dc4338ca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Configuration Soiling Ratio CI Low CI High Soiling Loss (%)\n", + " Basic (defaults) 0.951282 0.946841 0.954526 4.871779\n", + " detect_neg_shifts=True 0.958811 0.956984 0.960953 4.118865\n", + " piecewise_fit=True 0.955015 0.950515 0.958287 4.498539\n", + "Advanced (both + inferred_clean) 0.928642 0.926526 0.930723 7.135753\n" + ] + } + ], + "source": [ + "# Summary comparison\n", + "summary_data = {\n", + " 'Configuration': [\n", + " 'Basic (defaults)',\n", + " 'detect_neg_shifts=True',\n", + " 'piecewise_fit=True',\n", + " 'Advanced (both + inferred_clean)'\n", + " ],\n", + " 'Soiling Ratio': [sr_basic, sr_neg_shift, sr_piecewise, sr_advanced],\n", + " 'CI Low': [sr_ci_basic[0], sr_ci_neg_shift[0], sr_ci_piecewise[0], sr_ci_advanced[0]],\n", + " 'CI High': [sr_ci_basic[1], sr_ci_neg_shift[1], sr_ci_piecewise[1], sr_ci_advanced[1]]\n", + "}\n", + "\n", + "summary_df = pd.DataFrame(summary_data)\n", + "summary_df['Soiling Loss (%)'] = (1 - summary_df['Soiling Ratio']) * 100\n", + "print(summary_df.to_string(index=False))" + ] + }, + { + "cell_type": "markdown", + "id": "98f12fd9", + "metadata": {}, + "source": [ + "---\n", + "# Part 2: Combined Degradation and Soiling (CODS) Analysis\n", + "\n", + "CODS is an alternative approach that simultaneously estimates degradation, soiling, and seasonal components using iterative signal decomposition." + ] + }, + { + "cell_type": "markdown", + "id": "517f3ad7", + "metadata": {}, + "source": [ + "## 2.1 Basic CODS Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "abd75230", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CODS Results:\n", + " Degradation Rate: -0.187% (-0.304, -0.086)\n", + " Soiling Loss: 5.915% (4.707, 6.788)\n" + ] + } + ], + "source": [ + "# Create CODS instance\n", + "cods = CODSAnalysis(energy_normalized_daily)\n", + "\n", + "# Run bootstrap analysis (use reps=512 for production; 16 is minimum)\n", + "results_df, degradation, soiling_loss = cods.run_bootstrap(reps=16, bootstrap_seed=42)\n", + "\n", + "print(f\"CODS Results:\")\n", + "print(f\" Degradation Rate: {cods.degradation[0]:.3f}% ({cods.degradation[1]:.3f}, {cods.degradation[2]:.3f})\")\n", + "print(f\" Soiling Loss: {cods.soiling_loss[0]:.3f}% ({cods.soiling_loss[1]:.3f}, {cods.soiling_loss[2]:.3f})\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c23ddfa1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot CODS results\n", + "result_df = cods.result_df\n", + "\n", + "fig, axes = plt.subplots(3, 1, figsize=(10, 8), sharex=True)\n", + "\n", + "# Panel 1: Performance data with model fit\n", + "axes[0].plot(energy_normalized_daily.index, energy_normalized_daily, 'o', alpha=0.3, markersize=2)\n", + "axes[0].plot(result_df.index, result_df.total_model, color='k', linewidth=1, label='Total Model')\n", + "axes[0].plot(result_df.index, result_df.degradation_trend * cods.residual_shift,\n", + " color='g', linewidth=1, label='Degradation Trend')\n", + "axes[0].set_ylabel('Normalized\\nEnergy')\n", + "axes[0].set_ylim(0.6, 1.1)\n", + "axes[0].legend(loc='lower left')\n", + "\n", + "# Panel 2: Soiling ratio\n", + "axes[1].plot(result_df.index, result_df.soiling_ratio, color='r', linewidth=1)\n", + "axes[1].fill_between(result_df.index, result_df.SR_low, result_df.SR_high,\n", + " color='r', alpha=0.1, label='95% CI')\n", + "axes[1].set_ylabel('Soiling Ratio')\n", + "axes[1].legend()\n", + "\n", + "# Panel 3: Residuals\n", + "axes[2].plot(result_df.index, result_df.residuals, color='k', linewidth=0.5)\n", + "axes[2].set_ylabel('Residuals')\n", + "axes[2].axhline(0, color='gray', linestyle='--', alpha=0.5)\n", + "\n", + "fig.autofmt_xdate()\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "f19dd2c9", + "metadata": {}, + "source": [ + "## 2.2 CODS with Custom Component Order\n", + "\n", + "CODS allows you to specify the order in which components are extracted using the `order` parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "09000b5c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CODS (SR→Rd→SC order):\n", + " Degradation: -0.301%\n", + " Soiling Loss: 4.668%\n" + ] + } + ], + "source": [ + "# CODS with different component orders\n", + "# Default order: ['SR', 'SC', 'Rd'] (Soiling, Seasonal, Degradation)\n", + "# Alternative: ['SR', 'Rd', 'SC'] or ['Rd', 'SR', 'SC']\n", + "\n", + "cods_alt = CODSAnalysis(energy_normalized_daily)\n", + "df_out, results_dict = cods_alt.iterative_signal_decomposition(\n", + " order=['SR', 'Rd', 'SC'], # Extract degradation before seasonal\n", + " max_iterations=5\n", + ")\n", + "\n", + "print(f\"CODS (SR→Rd→SC order):\")\n", + "print(f\" Degradation: {results_dict['degradation']:.3f}%\")\n", + "print(f\" Soiling Loss: {results_dict['soiling_loss']:.3f}%\")" + ] + }, + { + "cell_type": "markdown", + "id": "68ba058b", + "metadata": {}, + "source": [ + "## 2.3 Accessing CODS Cleaning Events" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6b6a8e5b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize detected cleaning events\n", + "result_df = cods.result_df\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 4))\n", + "ax.plot(result_df.index, result_df.soiling_ratio, color='r', linewidth=1, label='Soiling Ratio')\n", + "\n", + "# Mark cleaning events (where probability > 0.5)\n", + "if 'cleaning_events' in result_df.columns:\n", + " cleaning_mask = result_df.cleaning_events > 0.5\n", + " ax.scatter(result_df.index[cleaning_mask],\n", + " result_df.soiling_ratio[cleaning_mask],\n", + " color='green', s=50, marker='^', label='Cleaning Events', zorder=5)\n", + "\n", + "ax.set_ylabel('Soiling Ratio')\n", + "ax.set_title('CODS Soiling Ratio with Detected Cleaning Events')\n", + "ax.legend()\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3f9601d", + "metadata": {}, + "source": [ + "---\n", + "# Part 3: Choosing the Right Configuration\n", + "\n", + "## Decision Guide\n", + "\n", + "| Scenario | Recommended Configuration |\n", + "|----------|---------------------------|\n", + "| **Standard analysis** | `soiling_srr()` with defaults |\n", + "| **Systems with complete cleaning** | `method='perfect_clean'` |\n", + "| **Systems with partial cleaning** | `method='inferred_clean'` + `detect_neg_shifts=True` |\n", + "| **Variable soiling rates** | `piecewise_fit=True` |\n", + "| **Complex soiling patterns** | `detect_neg_shifts=True` + `piecewise_fit=True` |\n", + "| **Joint degradation + soiling** | `CODSAnalysis` |\n", + "| **Noisy data** | Increase `min_interval_days`, decrease `max_relative_slope_error` |" + ] + }, + { + "cell_type": "markdown", + "id": "e2914e65", + "metadata": {}, + "source": [ + "## Parameter Tuning Tips\n", + "\n", + "### `min_interval_days`\n", + "- **Increase** if you're getting too many short, noisy intervals\n", + "- **Decrease** if you're missing short but valid soiling periods\n", + "\n", + "### `max_neg_step` (only when `detect_neg_shifts=False`)\n", + "- **Increase** to be more permissive of noise\n", + "- **Decrease** to be stricter about interval validity\n", + "\n", + "### `neg_shift_factor`\n", + "- **Increase** to require larger shifts before subdividing\n", + "- **Decrease** to be more sensitive to smaller shifts\n", + "\n", + "### `clean_threshold`\n", + "- Use `'infer'` (default) to automatically determine from data\n", + "- Specify a numeric value if you have domain knowledge about typical cleaning magnitude" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "109c6e80", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\mspringe\\OneDrive - NREL\\msp\\pvfleets\\repos\\public\\rdtools\\rdtools\\soiling.py:1207: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_neg_step\" and/or decreasing \"min_interval_days\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", + " sr, sr_ci, soiling_info = srr.run(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tuned for noisy data:\n", + " Soiling Ratio: 0.9530 (0.9490, 0.9564)\n" + ] + } + ], + "source": [ + "# Example: Tuning for noisy data\n", + "sr_tuned, sr_ci_tuned, info_tuned = soiling_srr(\n", + " energy_normalized_daily,\n", + " insolation_daily,\n", + " reps=500,\n", + " min_interval_days=14, # Require longer intervals\n", + " max_relative_slope_error=300.0, # Stricter slope error threshold\n", + " max_neg_step=0.08 # More permissive of negative steps\n", + ")\n", + "\n", + "print(f\"Tuned for noisy data:\")\n", + "print(f\" Soiling Ratio: {sr_tuned:.4f} ({sr_ci_tuned[0]:.4f}, {sr_ci_tuned[1]:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "id": "afba5772", + "metadata": {}, + "source": [ + "---\n", + "## Summary\n", + "\n", + "This notebook demonstrated the soiling analysis capabilities in RdTools v3:\n", + "\n", + "1. **SRR Analysis** with various cleaning methods and advanced options\n", + "2. **CODS Analysis** for joint degradation and soiling estimation\n", + "3. **Parameter tuning** guidelines for different scenarios\n", + "\n", + "For more details, see:\n", + "- [RdTools Documentation](https://rdtools.readthedocs.io/)\n", + "- The source code in `rdtools/soiling.py`" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "rdtools_313-nb", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst new file mode 100644 index 00000000..c52f9087 --- /dev/null +++ b/docs/sphinx/source/changelog/pending.rst @@ -0,0 +1,142 @@ +*************** +Pending Changes +*************** + +This document tracks changes pending release for the soiling module refactor. +Changes from :pull:`426`, :pull:`429`, :pull:`432`, and :pull:`435` are integrated via :pull:`479`. + + +Breaking Changes +---------------- +* Upgrade soiling algorithms SRR and CODS. Remove experimental warning label. (:pull:`426`, :pull:`479`) + + +API Changes +----------- +* Renamed SRR soiling parameters for clarity and consistency (:pull:`479`): + + - ``min_interval_length`` -> ``min_interval_days`` in :py:func:`~rdtools.soiling.soiling_srr` + and :py:func:`~rdtools.soiling.monthly_soiling_rates` + - ``max_negative_step`` -> ``max_neg_step`` in :py:func:`~rdtools.soiling.SRRAnalysis._calc_result_df` + +* Consolidated soiling method names (:pull:`479`): + + - Removed ``method="perfect_clean_complex"`` - use ``method="perfect_clean"`` + with ``detect_neg_shifts=True`` and ``piecewise_fit=True`` instead + - Removed ``method="inferred_clean_complex"`` - use ``method="inferred_clean"`` + with ``detect_neg_shifts=True`` and ``piecewise_fit=True`` instead + +* Renamed SRR parameters for new features (:pull:`479`): + + - ``neg_shift`` -> ``detect_neg_shifts`` + - ``piecewise`` -> ``piecewise_fit`` + + +Enhancements +------------ +* Added negative shift detection capability to :py:func:`~rdtools.soiling.soiling_srr` + via the ``detect_neg_shifts`` parameter. When enabled, detects negative shifts + in soiling profiles that may indicate partial cleaning events or sensor issues. + (:pull:`426`, :pull:`435`, :pull:`479`) + +* Added piecewise linear fitting capability to :py:func:`~rdtools.soiling.soiling_srr` + via the ``piecewise_fit`` parameter. Detects changes in soiling rate slope within + intervals using segmented regression. (:pull:`426`, :pull:`435`, :pull:`479`) + +* Added ``collapse_window_days`` parameter to :py:func:`~rdtools.soiling.SRRAnalysis._calc_daily_df` + to control collapsing of consecutive cleaning events (default: 5 days). (:pull:`479`) + +* Added ``forward_median_window`` parameter to :py:func:`~rdtools.soiling.SRRAnalysis._calc_result_df` + for forward median calculation in shift validation (default: 10). (:pull:`479`) + +* Added ``neg_shift_factor`` parameter to control sensitivity of negative shift + detection (default: 2.5). (:pull:`479`) + +* Added ``min_piecewise_days`` parameter to set minimum interval length for + piecewise fitting attempts (default: 27 days). (:pull:`479`) + +* Added ``inferred_recovery`` and ``inferred_begin_shift`` columns to soiling interval + summary output for tracking inferred cleaning recovery and beginning shift values. + (:pull:`435`, :pull:`479`) + +* Consecutive cleaning events are now always collapsed to single events + (previously only when ``piecewise=True``). This improves soiling interval + detection consistency. (:pull:`479`) + +* Add capability to seed the CircularBlockBootstrap for reproducible uncertainty + calculations. (:pull:`429`, :pull:`435`) + +* Removed experimental warning label from soiling module. The SRR and CODS + algorithms are now considered stable. (:pull:`426`, :pull:`435`, :pull:`479`) + + +Bug Fixes +--------- +* Fixed pylint bare except error for :py:func:`~rdtools.soiling.segmented_soiling_period` + in ``soiling.py`` (:pull:`432`, :pull:`435`) + +* Fixed variable shadowing bug in ``CODSAnalysis.iterative_signal_decomposition`` + where a local variable ``degradation`` shadowed the imported ``degradation`` + module, causing ``UnboundLocalError``. Renamed to ``degradation_value``. (:pull:`479`) + +* Fixed pandas Copy-on-Write (CoW) compatibility issue in + :py:func:`~rdtools.soiling.SRRAnalysis._calc_result_df` where + ``bfill(inplace=True)`` on a chained assignment failed silently with pandas 2.x+. + Changed to assignment-based approach. This was causing incorrect soiling ratio + calculations when ``detect_neg_shifts=True``. (:pull:`479`) + +* Fixed ``segmented_soiling_period`` regression error where R² calculation was + attempted on invalid piecewise fits. When a change point was rejected for being + too close to interval boundaries, the code incorrectly tried to call + ``linregress`` with all-NaN values, causing "Cannot calculate a linear regression + if all x values are identical" errors. (:pull:`479`) + + +Documentation +------------- +* Removed experimental warning docstrings and runtime warnings from soiling + plotting functions: :py:func:`~rdtools.plotting.soiling_monte_carlo_plot`, + :py:func:`~rdtools.plotting.soiling_interval_plot`, and + :py:func:`~rdtools.plotting.soiling_rate_histogram`. (:pull:`435`, :pull:`479`) + +* Added new example notebook ``soiling_options_comparison_v2.ipynb`` demonstrating + the various soiling analysis options including ``detect_neg_shifts`` and + ``piecewise_fit``. (:pull:`479`) + + +Testing +------- +* Added new test fixtures for soiling data with negative shifts + (``soiling_normalized_daily_with_neg_shifts``) and piecewise slope changes + (``soiling_normalized_daily_with_piecewise_slope``). (:pull:`435`, :pull:`479`) + +* Added comprehensive tests for negative shift detection (``test_negative_shifts``), + piecewise fitting (``test_piecewise``), and combined functionality + (``test_piecewise_and_neg_shifts``). (:pull:`435`, :pull:`479`) + +* Added pytests to cover invalid segmentations for + :py:func:`~rdtools.soiling.segmented_soiling_period` including tests for + non-datetime index, no change point found, short periods, and long periods. + (:pull:`432`, :pull:`435`, :pull:`479`) + +* Updated test parameter names to match API changes (``neg_shift`` -> + ``detect_neg_shifts``, ``piecewise`` -> ``piecewise_fit``, etc.). (:pull:`479`) + +* Updated test function names (``test_soiling_srr_min_interval_length`` -> + ``test_soiling_srr_min_interval_days``, etc.). (:pull:`479`) + + +Code Quality +------------ +* Reformatted ``soiling.py`` with consistent double-quote string formatting + and improved function signature readability. (:pull:`479`) + +* Removed unused ``warnings`` import from ``plotting.py``. (:pull:`479`) + + +Contributors +------------ +* Martin Springer (:ghuser:`martin-springer`) +* Matthew Muller (:ghuser:`mmuller`) +* Noah Moyer (:ghuser:`noromo01`) +* Quyen Nguyen (:ghuser:`qnguyen345`) diff --git a/docs/sphinx/source/examples.rst b/docs/sphinx/source/examples.rst index 748d8179..56003532 100644 --- a/docs/sphinx/source/examples.rst +++ b/docs/sphinx/source/examples.rst @@ -23,6 +23,7 @@ This page shows example usage of the RdTools analysis functions. .. nbgallery:: examples/degradation_and_soiling_example + examples/soiling_options_guide examples/TrendAnalysis_example examples/TrendAnalysis_example_NSRDB examples/system_availability_example diff --git a/docs/sphinx/source/examples/soiling_options_guide.nblink b/docs/sphinx/source/examples/soiling_options_guide.nblink new file mode 100644 index 00000000..7d232650 --- /dev/null +++ b/docs/sphinx/source/examples/soiling_options_guide.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../soiling_options_guide.ipynb" +} diff --git a/rdtools/__init__.py b/rdtools/__init__.py index cdf1d2e6..aaf5320d 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -23,17 +23,20 @@ from rdtools.filtering import hampel_filter from rdtools.filtering import hour_angle_filter from rdtools.filtering import directional_tukey_filter -# from rdtools.soiling import soiling_srr -# from rdtools.soiling import soiling_cods -# from rdtools.soiling import monthly_soiling_rates -# from rdtools.soiling import annual_soiling_ratios +from rdtools.soiling import soiling_srr +from rdtools.soiling import soiling_cods +from rdtools.soiling import monthly_soiling_rates +from rdtools.soiling import annual_soiling_ratios +from rdtools.soiling import SRRAnalysis +from rdtools.soiling import CODSAnalysis +from rdtools.soiling import NoValidIntervalError from rdtools.analysis_chains import TrendAnalysis from rdtools.plotting import degradation_summary_plots from rdtools.plotting import tune_filter_plot from rdtools.plotting import degradation_timeseries_plot -# from rdtools.plotting import soiling_monte_carlo_plot -# from rdtools.plotting import soiling_interval_plot -# from rdtools.plotting import soiling_rate_histogram +from rdtools.plotting import soiling_monte_carlo_plot +from rdtools.plotting import soiling_interval_plot +from rdtools.plotting import soiling_rate_histogram from rdtools.plotting import availability_summary_plots from rdtools.availability import AvailabilityAnalysis from rdtools.utilities import robust_quantile diff --git a/rdtools/plotting.py b/rdtools/plotting.py index c43ad5b0..54c7da24 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -1,10 +1,11 @@ '''Functions for plotting degradation and soiling analysis results.''' +import warnings + import matplotlib.pyplot as plt import pandas as pd import plotly.express as px import numpy as np -import warnings def degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, normalized_yield, @@ -138,15 +139,10 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, profile_alpha=0.05, ymin=None, ymax=None, profiles=None, point_color=None, profile_color='C1'): - ''' + """ Create figure to visualize Monte Carlo of soiling profiles used in the SRR analysis. - .. warning:: - The soiling module is currently experimental. The API, results, - and default behaviors may change in future releases (including MINOR - and PATCH releases) as the code matures. - Parameters ---------- soiling_info : dict @@ -173,13 +169,7 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, Returns ------- fig : matplotlib.figure.Figure - ''' - warnings.warn( - 'The soiling module is currently experimental. The API, results, ' - 'and default behaviors may change in future releases (including MINOR ' - 'and PATCH releases) as the code matures.', stacklevel=2 - ) - + """ fig, ax = plt.subplots() renormalized = normalized_yield / soiling_info['renormalizing_factor'] ax.plot(renormalized.index, renormalized, 'o', alpha=point_alpha, @@ -202,14 +192,9 @@ def soiling_monte_carlo_plot(soiling_info, normalized_yield, point_alpha=0.5, def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, profile_alpha=1, ymin=None, ymax=None, point_color=None, profile_color=None): - ''' + """ Create figure to visualize valid soiling profiles used in the SRR analysis. - .. warning:: - The soiling module is currently experimental. The API, results, - and default behaviors may change in future releases (including MINOR - and PATCH releases) as the code matures. - Parameters ---------- soiling_info : dict @@ -233,13 +218,7 @@ def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, Returns ------- fig : matplotlib.figure.Figure - ''' - warnings.warn( - 'The soiling module is currently experimental. The API, results, ' - 'and default behaviors may change in future releases (including MINOR ' - 'and PATCH releases) as the code matures.', stacklevel=2 - ) - + """ sratio = soiling_info['soiling_ratio_perfect_clean'] fig, ax = plt.subplots() renormalized = normalized_yield / soiling_info['renormalizing_factor'] @@ -254,14 +233,9 @@ def soiling_interval_plot(soiling_info, normalized_yield, point_alpha=0.5, def soiling_rate_histogram(soiling_info, bins=None): - ''' + """ Create histogram of soiling rates found in the SRR analysis. - .. warning:: - The soiling module is currently experimental. The API, results, - and default behaviors may change in future releases (including MINOR - and PATCH releases) as the code matures. - Parameters ---------- soiling_info : dict @@ -273,12 +247,7 @@ def soiling_rate_histogram(soiling_info, bins=None): Returns ------- fig : matplotlib.figure.Figure - ''' - warnings.warn( - 'The soiling module is currently experimental. The API, results, ' - 'and default behaviors may change in future releases (including MINOR ' - 'and PATCH releases) as the code matures.', stacklevel=2 - ) + """ soiling_summary = soiling_info['soiling_interval_summary'] fig, ax = plt.subplots() diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 3ccba639..87894196 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -1,37 +1,28 @@ """ Functions for calculating soiling metrics from photovoltaic system data. - -The soiling module is currently experimental. The API, results, -and default behaviors may change in future releases (including MINOR -and PATCH releases) as the code matures. """ -from rdtools import degradation as RdToolsDeg +from rdtools import degradation from rdtools.bootstrap import _make_time_series_bootstrap_samples +import bisect +import itertools +import sys +import time import warnings -import pandas as pd import numpy as np +import pandas as pd +import scipy.stats as st +import statsmodels.api as sm +from scipy.optimize import curve_fit from scipy.stats.mstats import theilslopes from bayesian_filters.kalman import KalmanFilter from bayesian_filters.common import Q_discrete_white_noise -import itertools -import bisect -import time -import sys from statsmodels.tsa.seasonal import STL from statsmodels.tsa.stattools import adfuller -import statsmodels.api as sm -lowess = sm.nonparametric.lowess - -warnings.warn( - "The soiling module is currently experimental. The API, results, " - "and default behaviors may change in future releases (including MINOR " - "and PATCH releases) as the code matures.", - stacklevel=2, -) +lowess = sm.nonparametric.lowess # Used in CODSAnalysis/Matt # Custom exception @@ -70,14 +61,14 @@ def __init__(self, energy_normalized_daily, insolation_daily, precipitation_dail self.monte_losses = [] if pd.infer_freq(self.pm.index) != "D": - raise ValueError("Daily performance metric series must have " "daily frequency") + raise ValueError("Daily performance metric series must have daily frequency") if pd.infer_freq(self.insolation_daily.index) != "D": - raise ValueError("Daily insolation series must have " "daily frequency") + raise ValueError("Daily insolation series must have daily frequency") if self.precipitation_daily is not None: if pd.infer_freq(self.precipitation_daily.index) != "D": - raise ValueError("Precipitation series must have " "daily frequency") + raise ValueError("Precipitation series must have daily frequency") def _calc_daily_df( self, @@ -87,6 +78,11 @@ def _calc_daily_df( clean_criterion="shift", precip_threshold=0.01, outlier_factor=1.5, + detect_neg_shifts=False, + piecewise_fit=False, + neg_shift_factor=2.5, + min_piecewise_days=27, + collapse_window_days=5, ): """ Calculates self.daily_df, a pandas dataframe prepared for SRR analysis, @@ -124,6 +120,21 @@ def _calc_daily_df( The factor used in the Tukey fence definition of outliers for flagging positive shifts in the rolling median used for cleaning detection. A smaller value will cause more and smaller shifts to be classified as cleaning events. + detect_neg_shifts : bool, default False + If True, detects negative shifts in the rolling median and subdivides + intervals accordingly. + piecewise_fit : bool, default False + If True, tests for piecewise linear fits within intervals and + subdivides at detected change points. + neg_shift_factor : float, default 2.5 + Multiplier of ``clean_threshold`` to identify negative shift events. + Only used when ``detect_neg_shifts=True``. + min_piecewise_days : int, default 27 + Minimum interval length in days required to attempt piecewise fitting. + Only used when ``piecewise_fit=True``. + collapse_window_days : int, default 5 + Window size in days for collapsing multiple consecutive cleaning + events into a single event. """ if (day_scale % 2 == 0) and ("shift" in clean_criterion): warnings.warn( @@ -141,6 +152,7 @@ def _calc_daily_df( df = df.join(df_insol) precip = self.precipitation_daily + if precip is not None: df_precip = precip.to_frame() df_precip.columns = ["precip"] @@ -191,6 +203,14 @@ def _calc_daily_df( ) df["clean_event_detected"] = df.delta > clean_threshold + + # Collapse multiple consecutive cleaning events into a single event + # to avoid fragmenting soiling intervals unnecessarily + reduced_cleaning_events = _collapse_cleaning_events( + df.clean_event_detected, df.delta.values, collapse_window_days + ) + df["clean_event_detected"] = reduced_cleaning_events + precip_event = df["precip"] > precip_threshold if clean_criterion == "precip_and_shift": @@ -208,28 +228,59 @@ def _calc_daily_df( df["clean_event"] = df["clean_event_detected"] else: raise ValueError( - "clean_criterion must be one of " - '{"precip_and_shift", "precip_or_shift", ' - '"precip", "shift"}' + "clean_criterion must be one of" + '{"precip_and_shift", "precip_or_shift", "precip", "shift"}' ) df["clean_event"] = df.clean_event | out_start | out_end - df = df.fillna(0) + # Add negative shifts which allows further segmentation of the soiling + # intervals and handles correction for data outages + df.delta = df.delta.fillna(0) # to avoid NA corrupting calculation + if detect_neg_shifts: + df["drop_event"] = df.delta < -neg_shift_factor * clean_threshold + df["break_event"] = df.clean_event | df.drop_event + else: + df["break_event"] = df.clean_event.copy() # Give an index to each soiling interval/run - df["run"] = df.clean_event.cumsum() + df["run"] = df.break_event.cumsum() df.index.name = "date" # this gets used by name + # When piecewise_fit is enabled, add a single breakpoint per soiling + # interval if statistical criteria are met with the piecewise linear fit + # compared to a single linear fit + if piecewise_fit: + piecewise_loop = sorted(list(set(df["run"]))) + cp_dates = [] + for r in piecewise_loop: + run = df[df["run"] == r] + pr = run.pi_norm.copy() + pr = pr.ffill() # linear fitting cant handle nans + pr = pr.bfill() # catch first position nan + if len(run) > min_piecewise_days and run.pi_norm.sum() > 0: + sr, cp_index = segmented_soiling_period(pr) + if cp_index is not None: + cp_dates.append(pr.index[cp_index]) + df["slope_change_event"] = df.index.isin(cp_dates) + df["break_event"] = df.break_event | df.slope_change_event + df["run"] = df.break_event.cumsum() + else: + df["slope_change_event"] = False + self.renorm_factor = renorm self.daily_df = df + ###################################################################### + # added neg_shift into parameters in the following def/Matt def _calc_result_df( self, trim=False, max_relative_slope_error=500.0, - max_negative_step=0.05, - min_interval_length=7, + max_neg_step=0.05, + min_interval_days=7, + detect_neg_shifts=False, + forward_median_window=10, ): """ Calculates self.result_df, a pandas dataframe summarizing the soiling @@ -244,13 +295,19 @@ def _calc_result_df( max_relative_slope_error : float, default 500 the maximum relative size of the slope confidence interval for an interval to be considered valid (percentage). - max_negative_step : float, default 0.05 + max_neg_step : float, default 0.05 The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of - normalized performance metric). - min_interval_length : int, default 7 - The minimum duration for an interval to be considered - valid. Cannot be less than 2 (days). + normalized performance metric). Only used when ``detect_neg_shifts=False``. + min_interval_days : int, default 7 + The minimum duration in days for an interval to be considered + valid. Cannot be less than 2 days. + detect_neg_shifts : bool, default False + If True, detects negative shifts in the rolling median and uses + shift corrections at segment boundaries. + forward_median_window : int, default 10 + Window size for forward median calculation used to validate shift + corrections. Only used when ``detect_neg_shifts=True``. """ daily_df = self.daily_df @@ -284,19 +341,50 @@ def _calc_result_df( "run_slope_high": 0, "max_neg_step": min(run.delta), "start_loss": 1, - "inferred_start_loss": run.pi_norm.mean(), - "inferred_end_loss": run.pi_norm.mean(), + "inferred_start_loss": ( + np.nan if run.pi_norm.isna().any() else run.pi_norm.median() + ), + "inferred_end_loss": ( + np.nan if run.pi_norm.isna().any() else run.pi_norm.median() + ), + "slope_err": 10000, # high dummy start value for later logic "valid": False, + "clean_event": run.clean_event.iloc[0], # record of clean events + "run_loss_baseline": 0.0, # loss from the polyfit over the soiling interval } - if len(run) > min_interval_length and run.pi_norm.sum() > 0: + if len(run) > min_interval_days and run.pi_norm.sum() > 0: fit = theilslopes(run.pi_norm, run.day) fit_poly = np.poly1d(fit[0:2]) result_dict["run_slope"] = fit[0] result_dict["run_slope_low"] = fit[2] result_dict["run_slope_high"] = min([0.0, fit[3]]) - result_dict["inferred_start_loss"] = fit_poly(start_day) - result_dict["inferred_end_loss"] = fit_poly(end_day) result_dict["valid"] = True + ######################################################## + # moved the following 2 line to the next section within conditional statement/Matt + # result_dict['inferred_start_loss'] = fit_poly(start_day) + # result_dict['inferred_end_loss'] = fit_poly(end_day) + + #################################################### + # the following is moved here so median values are retained/Matt + # for soiling inferrences when rejected fits occur + + result_dict["slope_err"] = ( + result_dict["run_slope_high"] - result_dict["run_slope_low"] + ) / abs(result_dict["run_slope"]) + + if (result_dict["slope_err"] <= (max_relative_slope_error / 100.0)) & ( + result_dict["run_slope"] < 0 + ): + result_dict["inferred_start_loss"] = fit_poly(start_day) + result_dict["inferred_end_loss"] = fit_poly(end_day) + ############################################# + # calculate loss over soiling interval per polyfit/matt + result_dict["run_loss_baseline"] = ( + result_dict["inferred_start_loss"] - result_dict["inferred_end_loss"] + ) + + ############################################### + result_list.append(result_dict) results = pd.DataFrame(result_list) @@ -304,32 +392,54 @@ def _calc_result_df( if results.empty: raise NoValidIntervalError("No valid soiling intervals were found") - # Filter results for each interval, - # setting invalid interval to slope of 0 - results["slope_err"] = (results.run_slope_high - results.run_slope_low) / abs( - results.run_slope - ) - # critera for exclusions - filt = ( - (results.run_slope > 0) - | (results.slope_err >= max_relative_slope_error / 100.0) - | (results.max_neg_step <= -1.0 * max_negative_step) - ) - - results.loc[filt, "run_slope"] = 0 - results.loc[filt, "run_slope_low"] = 0 - results.loc[filt, "run_slope_high"] = 0 - results.loc[filt, "valid"] = False + # Filter results for each interval, setting invalid interval to slope of 0 + # When detect_neg_shifts=True, negative shifts are used as breaks for soiling + # intervals so we don't filter by max_neg_step + if detect_neg_shifts: + filt = (results.run_slope > 0) | ( + results.slope_err >= max_relative_slope_error / 100.0 + ) + results.loc[filt, "run_slope"] = 0 + results.loc[filt, "run_slope_low"] = 0 + results.loc[filt, "run_slope_high"] = 0 + else: + # Original logic: filter by max_neg_step as well + filt = ( + (results.run_slope > 0) + | (results.slope_err >= max_relative_slope_error / 100.0) + | (results.max_neg_step <= -1.0 * max_neg_step) + ) + results.loc[filt, "run_slope"] = 0 + results.loc[filt, "run_slope_low"] = 0 + results.loc[filt, "run_slope_high"] = 0 # Calculate the next inferred start loss from next valid interval results["next_inferred_start_loss"] = np.clip( results[results.valid].inferred_start_loss.shift(-1), 0, 1 ) + # Calculate the inferred recovery at the end of each interval - results["inferred_recovery"] = np.clip( - results.next_inferred_start_loss - results.inferred_end_loss, 0, 1 + results["inferred_recovery"] = results.next_inferred_start_loss - results.inferred_end_loss + + # Calculate beginning inferred shift (end of previous soiling period + # to start of current period) + results["prev_end"] = results[results.valid].inferred_end_loss.shift(1) + # if the current interval starts with a clean event, the previous end + # is a nan, and the current interval is valid then set prev_end=1 + results.loc[ + results.clean_event & np.isnan(results.prev_end) & results.valid, + "prev_end", + ] = 1 + results["inferred_begin_shift"] = results.inferred_start_loss - results.prev_end + # if original shift detection was positive the shift should not be + # negative due to fitting results + results.loc[results.clean_event, "inferred_begin_shift"] = np.clip( + results.inferred_begin_shift, 0, 1 ) + if not detect_neg_shifts: + results.loc[filt, "valid"] = False + if len(results[results.valid]) == 0: raise NoValidIntervalError("No valid soiling intervals were found") new_start = results.start.iloc[0] @@ -343,26 +453,135 @@ def _calc_result_df( pm_frame_out["loss_inferred_clean"] = np.nan pm_frame_out["days_since_clean"] = (pm_frame_out.index - pm_frame_out.start).dt.days - # Calculate the daily derate - pm_frame_out["loss_perfect_clean"] = ( - pm_frame_out.start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope - ) - # filling the flat intervals may need to be recalculated - # for different assumptions - pm_frame_out.loss_perfect_clean = pm_frame_out.loss_perfect_clean.fillna(1) - - pm_frame_out["loss_inferred_clean"] = ( - pm_frame_out.inferred_start_loss - + pm_frame_out.days_since_clean * pm_frame_out.run_slope - ) - # filling the flat intervals may need to be recalculated - # for different assumptions - pm_frame_out.loss_inferred_clean = pm_frame_out.loss_inferred_clean.fillna(1) + # Enhanced loss calculation with handling of negative shifts and changepoints + if detect_neg_shifts: + pm_frame_out["inferred_begin_shift"] = pm_frame_out["inferred_begin_shift"].bfill() + min_periods = forward_median_window // 2 + pm_frame_out["forward_median"] = ( + pm_frame_out.pi.iloc[::-1] + .rolling(forward_median_window, min_periods=min_periods) + .median() + ) + prev_shift = 1 + soil_inferred_clean = [] + soil_perfect_clean = [] + day_start = -1 + start_infer = 1 + start_perfect = 1 + soil_infer = 1 + soil_perfect = 1 + total_down = 0 + shift = 0 + shift_perfect = 0 + begin_perfect_shifts = [0] + begin_infer_shifts = [0] + + for date, rs, d, start_shift, changepoint, forward_median in zip( + pm_frame_out.index, + pm_frame_out.run_slope, + pm_frame_out.days_since_clean, + pm_frame_out.inferred_begin_shift, + pm_frame_out.slope_change_event, + pm_frame_out.forward_median, + ): + new_soil = d - day_start + day_start = d + + if new_soil <= 0: # begin new soil period + if (start_shift == prev_shift) | (changepoint): # no shift at + # a slope changepoint + shift = 0 + shift_perfect = 0 + else: + if (start_shift < 0) & (prev_shift < 0): # (both negative) or + # downward shifts to start last 2 intervals + shift = 0 + shift_perfect = 0 + total_down = total_down + start_shift # adding total downshifts + # to subtract from an eventual cleaning event + elif (start_shift > 0) & (prev_shift >= 0): # (both positive) or + # cleanings start the last 2 intervals + shift = start_shift + shift_perfect = 1 + total_down = 0 + # add #####################3/27/24 + elif (start_shift == 0) & (prev_shift >= 0): + shift = start_shift + shift_perfect = start_shift + total_down = 0 + ############################################################# + elif (start_shift >= 0) & (prev_shift < 0): # cleaning starts the current + # interval but there was a previous downshift + shift = start_shift + total_down # correct for the negative shifts + shift_perfect = shift # dont set to one 1 if correcting for a + # downshift (debateable alternative set to 1) + total_down = 0 + elif (start_shift < 0) & (prev_shift >= 0): + # negative shift starts the interval, previous shift was cleaning + shift = 0 + shift_perfect = 0 + total_down = start_shift + # check that shifts results in being at or above the median of + # the next 10 days of data + # this catches places where start points of polyfits were + # skewed below where data start + if (soil_infer + shift) < forward_median: + shift = forward_median - soil_infer + if (soil_perfect + shift_perfect) < forward_median: + shift_perfect = forward_median - soil_perfect + + # append the daily soiling ratio to each modeled fit + begin_perfect_shifts.append(shift_perfect) + begin_infer_shifts.append(shift) + # clip to last value in case shift ends up negative + soil_infer = np.clip((soil_infer + shift), soil_infer, 1) + start_infer = soil_infer # make next start value the last inferred value + soil_inferred_clean.append(soil_infer) + # clip to last value in case shift ends up negative + soil_perfect = np.clip((soil_perfect + shift_perfect), soil_perfect, 1) + start_perfect = soil_perfect + soil_perfect_clean.append(soil_perfect) + if changepoint is False: + prev_shift = start_shift # assigned at new soil period + + elif new_soil > 0: # within soiling period + # append the daily soiling ratio to each modeled fit + soil_infer = start_infer + rs * d + soil_inferred_clean.append(soil_infer) + + soil_perfect = start_perfect + rs * d + soil_perfect_clean.append(soil_perfect) + + pm_frame_out["loss_inferred_clean"] = pd.Series( + soil_inferred_clean, index=pm_frame_out.index + ) + pm_frame_out["loss_perfect_clean"] = pd.Series( + soil_perfect_clean, index=pm_frame_out.index + ) + results["begin_perfect_shift"] = pd.Series(begin_perfect_shifts) + results["begin_infer_shift"] = pd.Series(begin_infer_shifts) + else: + pm_frame_out["loss_perfect_clean"] = ( + pm_frame_out.start_loss + pm_frame_out.days_since_clean * pm_frame_out.run_slope + ) + # filling the flat intervals may need to be recalculated + # for different assumptions + pm_frame_out.loss_perfect_clean = pm_frame_out.loss_perfect_clean.fillna(1) + # inferred_start_loss was set to the value from poly fit at the beginning of the + # soiling interval + pm_frame_out["loss_inferred_clean"] = ( + pm_frame_out.inferred_start_loss + + pm_frame_out.days_since_clean * pm_frame_out.run_slope + ) + # filling the flat intervals may need to be recalculated + # for different assumptions + pm_frame_out.loss_inferred_clean = pm_frame_out.loss_inferred_clean.fillna(1) + ####################################################################### self.result_df = results self.analyzed_daily_df = pm_frame_out - def _calc_monte(self, monte, method="half_norm_clean"): + def _calc_monte(self, monte, method="half_norm_clean", detect_neg_shifts=False): """ Runs the Monte Carlo step of the SRR method. Calculates self.random_profiles, a list of the random soiling profiles realized in @@ -373,22 +592,30 @@ def _calc_monte(self, monte, method="half_norm_clean"): ---------- monte : int number of Monte Carlo simulations to run - method : str, {'half_norm_clean', 'random_clean', 'perfect_clean'} \ - default 'half_norm_clean' + method : str, {'half_norm_clean', 'random_clean', 'perfect_clean', 'inferred_clean'} \ + default 'half_norm_clean' + How to treat the recovery of each cleaning event - * 'random_clean' - a random recovery between 0-100% - * 'perfect_clean' - each cleaning event returns the performance - metric to 1 * 'half_norm_clean' - The starting point of each interval is taken - randomly from a half normal distribution with its - mode (mu) at 1 and - its sigma equal to 1/3 * (1-b) where b is the intercept - of the fit to the interval. + randomly from a half normal distribution with its mode (mu) at 1 + and its sigma equal to 1/3 * (1-b) where b is the intercept of + the fit to the interval. + * 'random_clean' - a random recovery between 0-100%. + * 'perfect_clean' - each cleaning event returns the performance + metric to 1. + * 'inferred_clean' - at each detected clean event the performance + metric increases based on fits to the data. + + When ``detect_neg_shifts=True``, 'perfect_clean' and 'inferred_clean' + use enhanced logic that handles negative shifts at segment boundaries. + detect_neg_shifts : bool, default False + If True, uses enhanced logic for 'perfect_clean' and 'inferred_clean' + methods that handles negative shifts at segment boundaries. """ # Raise a warning if there is >20% invalid data - if (method == "half_norm_clean") or (method == "random_clean"): + if method in ("half_norm_clean", "random_clean"): valid_fraction = self.analyzed_daily_df["valid"].mean() if valid_fraction <= 0.8: warnings.warn( @@ -396,9 +623,10 @@ def _calc_monte(self, monte, method="half_norm_clean"): 'intervals. This can be problematic with the "half_norm_clean" ' 'and "random_clean" cleaning assumptions. Consider more permissive ' 'validity criteria such as increasing "max_relative_slope_error" ' - 'and/or "max_negative_step" and/or decreasing "min_interval_length".' - ' Alternatively, consider using method="perfect_clean". For more' - " info see https://github.com/NatLabRockies/rdtools/issues/272", + 'and/or "max_neg_step" and/or decreasing ' + '"min_interval_days". Alternatively, consider using ' + 'method="perfect_clean". For more info see ' + "https://github.com/NatLabRockies/rdtools/issues/272", stacklevel=2, ) monte_losses = [] @@ -429,10 +657,14 @@ def _calc_monte(self, monte, method="half_norm_clean"): # randomize the extent of the cleaning inter_start = 1.0 + delta_previous_run_loss = 0 start_list = [] if (method == "half_norm_clean") or (method == "random_clean"): # Randomize recovery of valid intervals only valid_intervals = results_rand[results_rand.valid].copy() + valid_intervals["inferred_recovery"] = np.clip( + valid_intervals.inferred_recovery, 0, 1 + ) valid_intervals["inferred_recovery"] = valid_intervals.inferred_recovery.fillna( 1.0 ) @@ -489,11 +721,53 @@ def _calc_monte(self, monte, method="half_norm_clean"): results_rand.update(invalid_update) elif method == "perfect_clean": - for i, row in results_rand.iterrows(): - start_list.append(inter_start) - end = inter_start + row.run_loss - inter_start = 1 - results_rand["start_loss"] = start_list + if detect_neg_shifts: + # Enhanced logic with negative shift detection + for i, row in results_rand.iterrows(): + if row.begin_perfect_shift > 0: + inter_start = np.clip( + (inter_start + row.begin_perfect_shift + delta_previous_run_loss), + end, + 1, + ) + delta_previous_run_loss = -1 * row.run_loss - row.run_loss_baseline + else: + delta_previous_run_loss = ( + delta_previous_run_loss - 1 * row.run_loss - row.run_loss_baseline + ) + start_list.append(inter_start) + end = inter_start + row.run_loss + inter_start = end + results_rand["start_loss"] = start_list + else: + # Simple logic: each cleaning returns to 1 + for i, row in results_rand.iterrows(): + start_list.append(inter_start) + end = inter_start + row.run_loss + inter_start = 1 + results_rand["start_loss"] = start_list + + elif method == "inferred_clean": + if detect_neg_shifts: + # Enhanced logic with negative shift detection + for i, row in results_rand.iterrows(): + if row.begin_infer_shift > 0: + inter_start = np.clip( + (inter_start + row.begin_infer_shift + delta_previous_run_loss), + end, + 1, + ) + delta_previous_run_loss = -1 * row.run_loss - row.run_loss_baseline + else: + delta_previous_run_loss = ( + delta_previous_run_loss - 1 * row.run_loss - row.run_loss_baseline + ) + start_list.append(inter_start) + end = inter_start + row.run_loss + inter_start = end + results_rand["start_loss"] = start_list + else: + raise ValueError("method='inferred_clean' requires detect_neg_shifts=True") else: raise ValueError("Invalid method specification") @@ -527,13 +801,19 @@ def run( method="half_norm_clean", clean_criterion="shift", precip_threshold=0.01, - min_interval_length=7, + min_interval_days=7, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, - max_negative_step=0.05, + max_neg_step=0.05, outlier_factor=1.5, + detect_neg_shifts=False, + piecewise_fit=False, + neg_shift_factor=2.5, + min_piecewise_days=27, + collapse_window_days=5, + forward_median_window=10, ): """ Run the SRR method from beginning to end. Perform the stochastic rate @@ -556,17 +836,24 @@ def run( trim : bool, default False Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - method : str, {'half_norm_clean', 'random_clean', 'perfect_clean'} \ + method : str, {'half_norm_clean', 'random_clean', 'perfect_clean', 'inferred_clean'} \ default 'half_norm_clean' + How to treat the recovery of each cleaning event - * 'random_clean' - a random recovery between 0-100% - * 'perfect_clean' - each cleaning event returns the performance - metric to 1 * 'half_norm_clean' - The starting point of each interval is taken randomly from a half normal distribution with its mode (mu) at 1 and its sigma equal to 1/3 * (1-b) where b is the intercept of the fit to the interval. + * 'random_clean' - a random recovery between 0-100%. + * 'perfect_clean' - each cleaning event returns the performance + metric to 1. + * 'inferred_clean' - at each detected clean event the performance + metric increases based on fits to the data. + + When ``detect_neg_shifts=True``, 'perfect_clean' and 'inferred_clean' + use enhanced logic that handles negative shifts and tracks shift + corrections at segment boundaries. clean_criterion : str, {'shift', 'precip_and_shift', 'precip_or_shift', 'precip'} \ default 'shift' The method of partitioning the dataset into soiling intervals @@ -581,9 +868,9 @@ def run( The daily precipitation threshold for defining precipitation cleaning events. Units must be consistent with ``self.precipitation_daily`` - min_interval_length : int, default 7 - The minimum duration for an interval to be considered - valid. Cannot be less than 2 (days). + min_interval_days : int, default 7 + The minimum duration in days for an interval to be considered + valid. Cannot be less than 2 days. exceedance_prob : float, default 95.0 The probability level to use for exceedance value calculation in percent @@ -595,14 +882,37 @@ def run( max_relative_slope_error : float, default 500 the maximum relative size of the slope confidence interval for an interval to be considered valid (percentage). - max_negative_step : float, default 0.05 + max_neg_step : float, default 0.05 The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of - normalized performance metric). + normalized performance metric). Only used when ``detect_neg_shifts=False``. outlier_factor : float, default 1.5 The factor used in the Tukey fence definition of outliers for flagging positive shifts in the rolling median used for cleaning detection. A smaller value will cause more and smaller shifts to be classified as cleaning events. + detect_neg_shifts : bool, default False + If True, detects negative shifts in the rolling median and subdivides + intervals accordingly. When a negative shift is detected followed by + a recovery, the algorithm tracks these transitions. When enabled with + ``method='perfect_clean'`` or ``method='inferred_clean'``, uses + enhanced logic that handles shift corrections at segment boundaries. + piecewise_fit : bool, default False + If True, tests for piecewise linear fits within soiling intervals. + Intervals that show a significant slope change are subdivided at the + detected change point. + neg_shift_factor : float, default 2.5 + Multiplier of ``clean_threshold`` to identify negative shift events. + Only used when ``detect_neg_shifts=True``. A value of 2.5 means a shift + of -2.5 * clean_threshold triggers interval subdivision. + min_piecewise_days : int, default 27 + Minimum interval length in days required to attempt piecewise fitting. + Only used when ``piecewise_fit=True``. + collapse_window_days : int, default 5 + Window size in days for collapsing multiple consecutive cleaning + events into a single event. + forward_median_window : int, default 10 + Window size for forward median calculation used to validate shift + corrections. Only used when ``detect_neg_shifts=True``. Returns ------- @@ -657,6 +967,17 @@ def run( +------------------------+----------------------------------------------+ """ + # Validate method and detect_neg_shifts compatibility + if detect_neg_shifts and method not in ( + "half_norm_clean", + "perfect_clean", + "inferred_clean", + ): + raise ValueError( + f"detect_neg_shifts=True requires method='half_norm_clean', 'perfect_clean' or " + f"'inferred_clean', got '{method}'" + ) + self._calc_daily_df( day_scale=day_scale, clean_threshold=clean_threshold, @@ -664,14 +985,23 @@ def run( clean_criterion=clean_criterion, precip_threshold=precip_threshold, outlier_factor=outlier_factor, + detect_neg_shifts=detect_neg_shifts, + piecewise_fit=piecewise_fit, + neg_shift_factor=neg_shift_factor, + min_piecewise_days=min_piecewise_days, + collapse_window_days=collapse_window_days, ) + self._calc_result_df( trim=trim, max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step, - min_interval_length=min_interval_length, + max_neg_step=max_neg_step, + min_interval_days=min_interval_days, + detect_neg_shifts=detect_neg_shifts, + forward_median_window=forward_median_window, ) - self._calc_monte(reps, method=method) + + self._calc_monte(reps, method=method, detect_neg_shifts=detect_neg_shifts) # Calculate the P50 and confidence interval half_ci = confidence_level / 2.0 @@ -681,7 +1011,9 @@ def run( P_level = result[3] # Construct calc_info output - + ############################################### + # add inferred_recovery, inferred_begin_shift /Matt + ############################################### intervals_out = self.result_df[ [ "start", @@ -691,6 +1023,8 @@ def run( "run_slope_high", "inferred_start_loss", "inferred_end_loss", + "inferred_recovery", + "inferred_begin_shift", "length", "valid", ] @@ -706,6 +1040,7 @@ def run( df_d = self.analyzed_daily_df sr_perfect = df_d[df_d["valid"]]["loss_perfect_clean"] + calc_info = { "exceedance_level": P_level, "renormalizing_factor": self.renorm_factor, @@ -728,13 +1063,19 @@ def soiling_srr( method="half_norm_clean", clean_criterion="shift", precip_threshold=0.01, - min_interval_length=7, + min_interval_days=7, exceedance_prob=95.0, confidence_level=68.2, recenter=True, max_relative_slope_error=500.0, - max_negative_step=0.05, + max_neg_step=0.05, outlier_factor=1.5, + detect_neg_shifts=False, + piecewise_fit=False, + neg_shift_factor=2.5, + min_piecewise_days=27, + collapse_window_days=5, + forward_median_window=10, ): """ Functional wrapper for :py:class:`~rdtools.soiling.SRRAnalysis`. Perform @@ -768,17 +1109,23 @@ def soiling_srr( trim : bool, default False Whether to trim (remove) the first and last soiling intervals to avoid inclusion of partial intervals - method : str, {'half_norm_clean', 'random_clean', 'perfect_clean'} \ + method : str, {'half_norm_clean', 'random_clean', 'perfect_clean', 'inferred_clean'} \ default 'half_norm_clean' + How to treat the recovery of each cleaning event - * 'random_clean' - a random recovery between 0-100% - * 'perfect_clean' - each cleaning event returns the performance - metric to 1 * 'half_norm_clean' - The starting point of each interval is taken randomly from a half normal distribution with its mode (mu) at 1 and its sigma equal to 1/3 * (1-b) where b is the intercept of the fit to the interval. + * 'random_clean' - a random recovery between 0-100%. + * 'perfect_clean' - each cleaning event returns the performance + metric to 1. + * 'inferred_clean' - at each detected clean event the performance + metric increases based on fits to the data. + + When ``detect_neg_shifts=True``, 'perfect_clean' and 'inferred_clean' + use enhanced logic that handles negative shifts at segment boundaries. clean_criterion : str, {'shift', 'precip_and_shift', 'precip_or_shift', 'precip'} \ default 'shift' The method of partitioning the dataset into soiling intervals @@ -792,9 +1139,9 @@ def soiling_srr( precip_threshold : float, default 0.01 The daily precipitation threshold for defining precipitation cleaning events. Units must be consistent with precip. - min_interval_length : int, default 7 - The minimum duration, in days, for an interval to be considered - valid. Cannot be less than 2 (days). + min_interval_days : int, default 7 + The minimum duration in days for an interval to be considered + valid. Cannot be less than 2 days. exceedance_prob : float, default 95.0 the probability level to use for exceedance value calculation in percent @@ -806,14 +1153,37 @@ def soiling_srr( max_relative_slope_error : float, default 500.0 the maximum relative size of the slope confidence interval for an interval to be considered valid (percentage). - max_negative_step : float, default 0.05 + max_neg_step : float, default 0.05 The maximum magnitude of negative discrete steps allowed in an interval for the interval to be considered valid (units of normalized - performance metric). + performance metric). Only used when ``detect_neg_shifts=False``. outlier_factor : float, default 1.5 The factor used in the Tukey fence definition of outliers for flagging positive shifts in the rolling median used for cleaning detection. A smaller value will cause more and smaller shifts to be classified as cleaning events. + detect_neg_shifts : bool, default False + If True, detects negative shifts in the rolling median and subdivides + intervals accordingly. When a negative shift is detected followed by + a recovery, the algorithm tracks these transitions. When enabled with + ``method='perfect_clean'`` or ``method='inferred_clean'``, uses + enhanced logic that handles shift corrections at segment boundaries. + piecewise_fit : bool, default False + If True, tests for piecewise linear fits within soiling intervals. + Intervals that show a significant slope change are subdivided at the + detected change point. + neg_shift_factor : float, default 2.5 + Multiplier of ``clean_threshold`` to identify negative shift events. + Only used when ``detect_neg_shifts=True``. A value of 2.5 means a shift + of -2.5 * clean_threshold triggers interval subdivision. + min_piecewise_days : int, default 27 + Minimum interval length in days required to attempt piecewise fitting. + Only used when ``piecewise_fit=True``. + collapse_window_days : int, default 5 + Window size in days for collapsing multiple consecutive cleaning + events into a single event. + forward_median_window : int, default 10 + Window size for forward median calculation used to validate shift + corrections. Only used when ``detect_neg_shifts=True``. Returns ------- @@ -880,15 +1250,20 @@ def soiling_srr( method=method, clean_criterion=clean_criterion, precip_threshold=precip_threshold, - min_interval_length=min_interval_length, + min_interval_days=min_interval_days, exceedance_prob=exceedance_prob, confidence_level=confidence_level, recenter=recenter, max_relative_slope_error=max_relative_slope_error, - max_negative_step=max_negative_step, + max_neg_step=max_neg_step, outlier_factor=outlier_factor, + detect_neg_shifts=detect_neg_shifts, + piecewise_fit=piecewise_fit, + neg_shift_factor=neg_shift_factor, + min_piecewise_days=min_piecewise_days, + collapse_window_days=collapse_window_days, + forward_median_window=forward_median_window, ) - return sr, sr_ci, soiling_info @@ -956,8 +1331,7 @@ def annual_soiling_ratios(stochastic_soiling_profiles, insolation_daily, confide "The indexes of stochastic_soiling_profiles are not entirely " "contained within the index of insolation_daily. Every day in " "stochastic_soiling_profiles should be represented in " - "insolation_daily. This may cause erroneous results.", - stacklevel=2, + "insolation_daily. This may cause erroneous results." ) insolation_daily = insolation_daily.reindex(all_profiles.index) @@ -991,7 +1365,7 @@ def annual_soiling_ratios(stochastic_soiling_profiles, insolation_daily, confide def monthly_soiling_rates( soiling_interval_summary, - min_interval_length=14, + min_interval_days=14, max_relative_slope_error=500.0, reps=100000, confidence_level=68.2, @@ -1013,7 +1387,7 @@ def monthly_soiling_rates( ``soiling_rate_high``, ``soiling_rate_low``, ``soiling_rate``, ``length``, ``valid``,``start``, and ``end``. - min_interval_length : int, default 14 + min_interval_days : int, default 14 The minimum number of days a soiling interval must contain to be included in the calculation. Similar to the same parameter in :py:func:`soiling_srr` and :py:meth:`SRRAnalysis.run` but with a @@ -1069,7 +1443,7 @@ def monthly_soiling_rates( rate = soiling_interval_summary["soiling_rate"] rel_error = 100 * abs((high - low) / rate) intervals = soiling_interval_summary[ - (soiling_interval_summary["length"] >= min_interval_length) + (soiling_interval_summary["length"] >= min_interval_days) & (soiling_interval_summary["valid"]) & (rel_error <= max_relative_slope_error) ].copy() @@ -1400,9 +1774,7 @@ def iterative_signal_decomposition( order = tuple([c for c in order if c != "Rd"]) if "SR" not in order: - raise ValueError( - "'SR' must be in argument 'order' " + "(e.g. order=['SR', 'SC', 'Rd']" - ) + raise ValueError("'SR' must be in argument 'order' (e.g. order=['SR', 'SC', 'Rd']") n_steps = len(order) day = np.arange(len(pi)) degradation_trend = [1] @@ -1497,7 +1869,7 @@ def iterative_signal_decomposition( deg_trend = pd.Series(index=pi.index, data=STL_res.trend.apply(np.exp)) degradation_trend.append(deg_trend / deg_trend.iloc[0]) yoy_save.append( - RdToolsDeg.degradation_year_on_year( + degradation.degradation_year_on_year( degradation_trend[-1], uncertainty_method=None ) ) @@ -1507,7 +1879,7 @@ def iterative_signal_decomposition( # Decompose signal trend_dummy = pi / seasonal_component[-1] / soiling_ratio[-1] # Run YoY - yoy = RdToolsDeg.degradation_year_on_year(trend_dummy, uncertainty_method=None) + yoy = degradation.degradation_year_on_year(trend_dummy, uncertainty_method=None) # Convert degradation rate to trend degradation_trend.append( pd.Series(index=pi.index, data=(1 + day * yoy / 100 / 365.0)) @@ -1580,7 +1952,7 @@ def iterative_signal_decomposition( # Save values df_out.seasonal_component = seasonal_component[-1] df_out.degradation_trend = degradation_trend[-1] - degradation = yoy_save[-1] + degradation_value = yoy_save[-1] final_kdf = soiling_dfs[-1] df_out.soiling_ratio = final_kdf.soiling_ratio df_out.soiling_rates = final_kdf.soiling_rates @@ -1618,7 +1990,7 @@ def iterative_signal_decomposition( # Set up results dictionary results_dict = dict( - degradation=degradation, + degradation=degradation_value, soiling_loss=soiling_loss, residual_shift=residual_shift, RMSE=RMSE, @@ -1887,7 +2259,7 @@ def run_bootstrap( if np.sum(small_soiling_signal) > nr_models / 2: self.result_df = result_df self.residual_shift = results[np.argmax(weights)]["residual_shift"] - YOY = RdToolsDeg.degradation_year_on_year(pi) + YOY = degradation.degradation_year_on_year(pi) self.degradation = [YOY[0], YOY[1][0], YOY[1][1]] self.soiling_loss = [0, 0, (1 - result_df.soiling_ratio).mean()] self.small_soiling_signal = True @@ -2589,7 +2961,7 @@ def soiling_cods( sr = 1 - CODS.soiling_loss[0] / 100 sr_ci = 1 - np.array(CODS.soiling_loss[1:3]) / 100 - return sr, sr_ci, CODS.degradation[0], np.array(CODS.degradation[1:3]), CODS.result_df + return (sr, sr_ci, CODS.degradation[0], np.array(CODS.degradation[1:3]), CODS.result_df) def _collapse_cleaning_events(inferred_ce_in, metric, f=4): @@ -2771,7 +3143,7 @@ def _find_numeric_outliers(x, multiplier=1.5, where="both", verbose=False): def _RMSE(y_true, y_pred): """Calculates the Root Mean Squared Error for y_true and y_pred, where y_pred is the "prediction", and y_true is the truth.""" - mask = ~np.isnan(y_pred) + mask = ~pd.isnull(y_pred) return np.sqrt(np.mean((y_pred[mask] - y_true[mask]) ** 2)) @@ -2793,3 +3165,139 @@ def _progressBarWithETA(value, endvalue, time, bar_length=20): + " min | Progress: [{:}] {:.0f} %".format(arrow + spaces, percent) ) sys.stdout.flush() + + +def _piecewise_linear(x, x0, b, k1, k2): + """ + Piecewise linear function with a single breakpoint. + + Parameters + ---------- + x : array-like + Independent variable + x0 : float + Breakpoint location where the slope changes + b : float + y-intercept of the first segment + k1 : float + Slope of the first segment (x < x0) + k2 : float + Change in slope for the second segment (x >= x0). + The slope of the second segment is k1 + k2. + + Returns + ------- + array-like + Piecewise linear values: + - For x < x0: k1 * x + b + - For x >= x0: k1 * x + b + k2 * (x - x0) + """ + cond_list = [x < x0, x >= x0] + func_list = [lambda x: k1 * x + b, lambda x: k1 * x + b + k2 * (x - x0)] + return np.piecewise(x, cond_list, func_list) + + +def segmented_soiling_period( + pr, + days_clean_vs_cp=13, + initial_guesses=None, + bounds=None, + min_r2=0.15, +): + """ + Applies segmented regression to a single deposition period + (data points in between two cleaning events). + Segmentation is neglected if change point occurs within a number of days + (days_clean_vs_cp) of the cleanings. + + Parameters + ---------- + pr : + Series of daily performance ratios measured during the given deposition period. + days_clean_vs_cp : numeric (default=13) + Minimum number of days accepted between cleanings and change points. + bounds : list (default=None) + List of bounds for fitting function. If not specified, they are + defined in the function. + initial_guesses : list (default=None) + List of initial guesses for fitting function. If None, uses [13, 1, 0, 0]. + min_r2 : numeric (default=0.15) + Minimum R2 to consider valid the extracted soiling profile. + + Returns + ------- + sr: numeric + Series containing the daily soiling ratio values after segmentation. + List of nan if segmentation was not possible. + cp_index: int + Integer index at which continuous change point occurred. + None if segmentation was not possible. + """ + # Check if PR dataframe has datetime index + if not isinstance(pr.index, pd.DatetimeIndex): + raise ValueError("The time series does not have DatetimeIndex") + + # Initialize default for initial_guesses to avoid mutable default argument + if initial_guesses is None: + initial_guesses = [13, 1, 0, 0] + + # Define bounds if not provided + if bounds is None: + # bounds are neg in first 4 and pos in second 4 + # ordered as x0,b,k1,k2 where x0 is the breakpoint k1 and k2 are slopes + bounds = [(13, -5, -np.inf, -np.inf), ((len(pr) - 13), 5, +np.inf, +np.inf)] + y = pr.values + x = np.arange(0.0, len(y)) + + # Check for constant or near-constant y values (cannot fit piecewise regression) + if np.nanstd(y) < 1e-10 or np.all(np.isnan(y)): + z = [np.nan] * len(x) + cp_index = None + sr = pd.Series(z, index=pr.index) + return sr, cp_index + + try: + # Fit soiling profile with segmentation + p, e = curve_fit(_piecewise_linear, x, y, p0=initial_guesses, bounds=bounds) + + # Ignore change point if too close to a cleaning + # Change point p[0] converted to integer to use as an index. + # None if no change point is found. + if p[0] > days_clean_vs_cp and p[0] < len(y) - days_clean_vs_cp: + z = _piecewise_linear(x, *p) + cp_index = int(p[0]) + + # Calculate R² improvement to decide if piecewise fit is worthwhile + R2_original = st.linregress(y, x)[2] ** 2 + R2_piecewise = st.linregress(y, z)[2] ** 2 + + R2_improve = R2_piecewise - R2_original + R2_percent_improve = (R2_piecewise / R2_original) - 1 if R2_original > 0 else 0 + if R2_original < 1: + R2_percent_of_possible_improve = R2_improve / (1 - R2_original) + else: + R2_percent_of_possible_improve = 0 + + # Apply stricter requirements for shorter soiling periods + if len(y) < 45: + if (R2_piecewise < min_r2) or ( + (R2_percent_of_possible_improve < 0.5) and (R2_percent_improve < 0.5) + ): + z = [np.nan] * len(x) + cp_index = None + else: + if (R2_percent_improve < 0.01) or (R2_piecewise < 0.4): + z = [np.nan] * len(x) + cp_index = None + else: + z = [np.nan] * len(x) + cp_index = None + except (ValueError, RuntimeError): + # curve_fit can fail for various reasons (constant values, convergence issues) + # This is expected for some intervals; silently return no change point + z = [np.nan] * len(x) + cp_index = None + # Create Series from modelled profile + sr = pd.Series(z, index=pr.index) + + return sr, cp_index diff --git a/rdtools/test/conftest.py b/rdtools/test/conftest.py index 2dbbd5d0..90a4a828 100644 --- a/rdtools/test/conftest.py +++ b/rdtools/test/conftest.py @@ -58,6 +58,41 @@ def soiling_normalized_daily(soiling_times): return normalized_daily +@pytest.fixture() +def soiling_normalized_daily_with_neg_shifts(soiling_times): + interval_1_v1 = 1 - 0.005 * np.arange(0, 15, 1) + interval_1_v2 = (0.9 - 0.005 * 15) - 0.005 * np.arange(0, 10, 1) + interval_2 = 1 - 0.002 * np.arange(0, 25, 1) + interval_3_v1 = 1 - 0.001 * np.arange(0, 10, 1) + interval_3_v2 = (0.95 - 0.001 * 10) - 0.001 * np.arange(0, 15, 1) + profile = np.concatenate( + (interval_1_v1, interval_1_v2, interval_2, interval_3_v1, interval_3_v2) + ) + np.random.seed(1977) + noise = 0.01 * np.random.rand(75) + normalized_daily = pd.Series(data=profile, index=soiling_times) + normalized_daily = normalized_daily + noise + + return normalized_daily + + +@pytest.fixture() +def soiling_normalized_daily_with_piecewise_slope(soiling_times): + interval_1_v1 = 1 - 0.002 * np.arange(0, 20, 1) + interval_1_v2 = (1 - 0.002 * 20) - 0.007 * np.arange(0, 20, 1) + interval_2_v1 = 1 - 0.01 * np.arange(0, 20, 1) + interval_2_v2 = (1 - 0.01 * 20) - 0.001 * np.arange(0, 15, 1) + profile = np.concatenate( + (interval_1_v1, interval_1_v2, interval_2_v1, interval_2_v2) + ) + np.random.seed(1977) + noise = 0.01 * np.random.rand(75) + normalized_daily = pd.Series(data=profile, index=soiling_times) + normalized_daily = normalized_daily + noise + + return normalized_daily + + @pytest.fixture() def soiling_insolation(soiling_times): insolation = np.empty((75,)) diff --git a/rdtools/test/soiling_cods_test.py b/rdtools/test/soiling_cods_test.py index 62046fd8..8c7879c4 100644 --- a/rdtools/test/soiling_cods_test.py +++ b/rdtools/test/soiling_cods_test.py @@ -6,6 +6,55 @@ # from rdtools.test.conftest import cods_normalized_daily +def test_cods_with_nan_prefix(cods_normalized_daily): + '''Test CODSAnalysis with data starting with NaN values''' + # Add NaN values at the beginning + data_with_nan_prefix = cods_normalized_daily.copy() + data_with_nan_prefix.iloc[:5] = np.nan + + # Should work - the NaN prefix should be trimmed + cods = soiling.CODSAnalysis(data_with_nan_prefix) + assert len(cods.pm) == len(cods_normalized_daily) - 5, \ + "NaN prefix was not trimmed correctly" + assert not np.isnan(cods.pm.iloc[0]), \ + "First value should not be NaN after trimming" + + +def test_cods_non_daily_frequency_raises(): + '''Test CODSAnalysis raises ValueError for non-daily frequency data''' + # Create hourly data (non-daily frequency) + hourly_index = pd.date_range('2019/01/01', periods=100, freq='h', tz='UTC') + hourly_data = pd.Series(data=np.random.rand(100), index=hourly_index) + + match = "Daily performance metric series must have daily frequency" + with pytest.raises(ValueError, match=match): + soiling.CODSAnalysis(hourly_data) + + +def test_cods_invalid_order_raises(cods_normalized_daily): + '''Test iterative_signal_decomposition raises ValueError when SR not in order''' + cods = soiling.CODSAnalysis(cods_normalized_daily) + + # order without 'SR' should raise ValueError + with pytest.raises(ValueError, match="'SR' must be in argument 'order'"): + cods.iterative_signal_decomposition(order=('SC', 'Rd')) + + +def test_kalman_filter_prescient_cleaning_events_mismatch(cods_normalized_daily): + '''Test Kalman filter raises ValueError for mismatched prescient_cleaning_events length''' + cods = soiling.CODSAnalysis(cods_normalized_daily) + + # Create prescient_cleaning_events with wrong length but sum > 4 to trigger check + events_data = [True, True, True, True, True, False, False, False, False, False] + wrong_length_events = pd.Series( + events_data, index=pd.date_range('2019/01/01', periods=10, freq='D')) + + match = "The indices of prescient_cleaning_events must correspond" + with pytest.raises(ValueError, match=match): + cods._Kalman_filter_for_SR(cods_normalized_daily, + prescient_cleaning_events=wrong_length_events) + + def test_iterative_signal_decomposition(cods_normalized_daily): ''' Test iterative_signal_decomposition with fixed test case ''' np.random.seed(1977) diff --git a/rdtools/test/soiling_test.py b/rdtools/test/soiling_test.py index 3fb55b00..66be64f3 100644 --- a/rdtools/test/soiling_test.py +++ b/rdtools/test/soiling_test.py @@ -5,6 +5,7 @@ from rdtools.soiling import annual_soiling_ratios from rdtools.soiling import monthly_soiling_rates from rdtools.soiling import NoValidIntervalError +from rdtools.soiling import segmented_soiling_period import pytest @@ -13,6 +14,7 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times reps = 10 np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr(soiling_normalized_daily, soiling_insolation, reps=reps) + assert 0.964369 == pytest.approx(sr, abs=1e-6), "Soiling ratio different from expected value" assert np.array([0.962540, 0.965295]) == pytest.approx( sr_ci, abs=1e-6 @@ -39,6 +41,8 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times "soiling_rate_high", "inferred_start_loss", "inferred_end_loss", + "inferred_recovery", + "inferred_begin_shift", "length", "valid", ] @@ -52,9 +56,11 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times assert ( x in actual_summary_columns ), f"'{x}' was expected as a column, but not in soiling_info['soiling_interval_summary']" + assert isinstance( soiling_info["soiling_interval_summary"], pd.DataFrame ), 'soiling_info["soiling_interval_summary"] not a dataframe' + expected_means = pd.Series( { "soiling_rate": -0.002644544, @@ -62,6 +68,8 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times "soiling_rate_high": -0.002455915, "inferred_start_loss": 1.020124, "inferred_end_loss": 0.9566552, + "inferred_recovery": 0.065416, + "inferred_begin_shift": 0.084814, "length": 24.0, "valid": 1.0, } @@ -73,6 +81,8 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times "soiling_rate_high", "inferred_start_loss", "inferred_end_loss", + "inferred_recovery", + "inferred_begin_shift", "length", "valid", ] @@ -95,11 +105,22 @@ def test_soiling_srr(soiling_normalized_daily, soiling_insolation, soiling_times @pytest.mark.filterwarnings("ignore:.*20% or more of the daily data.*:UserWarning") @pytest.mark.parametrize( - "method,expected_sr", - [("random_clean", 0.936177), ("half_norm_clean", 0.915093), ("perfect_clean", 0.977116)], + "method,detect_neg_shifts,expected_sr", + [ + ("random_clean", False, 0.936177), + ("half_norm_clean", False, 0.915093), + ("perfect_clean", False, 0.977116), + ("perfect_clean", True, 0.977116), + ("inferred_clean", True, 0.975805), + ], ) def test_soiling_srr_consecutive_invalid( - soiling_normalized_daily, soiling_insolation, soiling_times, method, expected_sr + soiling_normalized_daily, + soiling_insolation, + soiling_times, + method, + detect_neg_shifts, + expected_sr, ): reps = 10 np.random.seed(1977) @@ -109,10 +130,12 @@ def test_soiling_srr_consecutive_invalid( reps=reps, max_relative_slope_error=20.0, method=method, + detect_neg_shifts=detect_neg_shifts, ) assert expected_sr == pytest.approx( sr, abs=1e-6 - ), f"Soiling ratio different from expected value for {method} with consecutive invalid intervals" # noqa: E501 + ), f"Soiling ratio different from expected value for {method} \ + with consecutive invalid intervals" @pytest.mark.parametrize( @@ -142,7 +165,7 @@ def test_soiling_srr_with_precip( def test_soiling_srr_confidence_levels(soiling_normalized_daily, soiling_insolation): - "Tests SRR with different confidence level settingsf from above" + """Tests SRR with different confidence level settings.""" np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr( soiling_normalized_daily, @@ -173,8 +196,8 @@ def test_soiling_srr_dayscale(soiling_normalized_daily, soiling_insolation): def test_soiling_srr_clean_threshold(soiling_normalized_daily, soiling_insolation): - """Test that clean test_soiling_srr_clean_threshold works with a float and - can cause no soiling intervals to be found""" + """Test that clean_threshold works with a float and + can cause no soiling intervals to be found.""" np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr( soiling_normalized_daily, soiling_insolation, reps=10, clean_threshold=0.01 @@ -205,19 +228,31 @@ def test_soiling_srr_trim(soiling_normalized_daily, soiling_insolation): @pytest.mark.parametrize( - "method,expected_sr", [("random_clean", 0.920444), ("perfect_clean", 0.966912)] + "method,detect_neg_shifts,expected_sr", + [ + ("random_clean", False, 0.920444), + ("perfect_clean", False, 0.966912), + ("perfect_clean", True, 0.966912), + ("inferred_clean", True, 0.965565), + ], ) -def test_soiling_srr_method(soiling_normalized_daily, soiling_insolation, method, expected_sr): +def test_soiling_srr_method( + soiling_normalized_daily, soiling_insolation, method, detect_neg_shifts, expected_sr +): np.random.seed(1977) sr, sr_ci, soiling_info = soiling_srr( - soiling_normalized_daily, soiling_insolation, reps=10, method=method + soiling_normalized_daily, + soiling_insolation, + reps=10, + method=method, + detect_neg_shifts=detect_neg_shifts, ) assert expected_sr == pytest.approx( sr, abs=1e-6 ), f'Soiling ratio with method="{method}" different from expected value' -def test_soiling_srr_min_interval_length(soiling_normalized_daily, soiling_insolation): +def test_soiling_srr_min_interval_days(soiling_normalized_daily, soiling_insolation): "Test that a long minimum interval length prevents finding shorter intervals" with pytest.raises(NoValidIntervalError): np.random.seed(1977) @@ -227,7 +262,7 @@ def test_soiling_srr_min_interval_length(soiling_normalized_daily, soiling_insol soiling_insolation, confidence_level=68.2, reps=10, - min_interval_length=26, + min_interval_days=26, ) # but min=24 should be fine: @@ -236,7 +271,7 @@ def test_soiling_srr_min_interval_length(soiling_normalized_daily, soiling_insol soiling_insolation, confidence_level=68.2, reps=10, - min_interval_length=24, + min_interval_days=24, ) @@ -270,7 +305,8 @@ def test_soiling_srr_negative_step(soiling_normalized_daily, soiling_insolation) assert 0.936932 == pytest.approx( sr, abs=1e-6 - ), "Soiling ratio different from expected when a large negative step is incorporated into the data" # noqa: E501 + ), "Soiling ratio different from expected when a large negative step is\ + incorporated into the data" def test_soiling_srr_max_negative_slope_error(soiling_normalized_daily, soiling_insolation): @@ -306,6 +342,20 @@ def test_soiling_srr_with_nan_interval(soiling_normalized_daily, soiling_insolat sr, abs=1e-6 ), "Soiling ratio different from expected value when an entire interval was NaN" + # With perfect_clean method, detect_neg_shifts, and piecewise_fit the warning is not raised + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr( + normalized_corrupt, + soiling_insolation, + reps=reps, + method="perfect_clean", + detect_neg_shifts=True, + piecewise_fit=True, + ) + assert 0.974103 == pytest.approx( + sr, abs=1e-6 + ), "Soiling ratio different from expected value when an entire interval was NaN" + def test_soiling_srr_outlier_factor(soiling_normalized_daily, soiling_insolation): _, _, info = soiling_srr( @@ -330,11 +380,11 @@ def test_soiling_srr_kwargs(monkeypatch, soiling_normalized_daily, soiling_insol @pytest.mark.parametrize(("start,expected_sr"), [(18, 0.984779), (17, 0.981258)]) -def test_soiling_srr_min_interval_length_default( +def test_soiling_srr_min_interval_days_default( soiling_normalized_daily, soiling_insolation, start, expected_sr ): """ - Make sure that the default value of min_interval_length is 7 days by testing + Make sure that the default value of min_interval_days is 7 days by testing on a cropped version of the example data """ reps = 10 @@ -392,6 +442,141 @@ def test_soiling_srr_argument_checks(soiling_normalized_daily, soiling_insolatio with pytest.raises(ValueError, match="Invalid method specification"): _ = soiling_srr(method="bad", **kwargs) + match = "method='inferred_clean' requires detect_neg_shifts=True" + with pytest.raises(ValueError, match=match): + _ = soiling_srr(method="inferred_clean", detect_neg_shifts=False, **kwargs) + + +# ########################### +# detect_neg_shifts and piecewise_fit tests +# ########################### +@pytest.mark.parametrize( + "method,detect_neg_shifts,expected_sr", + [ + ("half_norm_clean", False, 0.980143), + ("half_norm_clean", True, 0.975057), + ("perfect_clean", True, 0.964117), + ("inferred_clean", True, 0.963585), + ], +) +def test_negative_shifts( + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + soiling_times, + method, + detect_neg_shifts, + expected_sr, +): + reps = 10 + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr( + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + reps=reps, + method=method, + detect_neg_shifts=detect_neg_shifts, + ) + assert expected_sr == pytest.approx( + sr, abs=1e-6 + ), f'Soiling ratio with method="{method}" and detect_neg_shifts="{detect_neg_shifts}" \ + different from expected value' + + +@pytest.mark.parametrize( + "method,piecewise_fit,expected_sr", + [ + ("half_norm_clean", False, 0.8670264), + ("half_norm_clean", True, 0.927017), + ("perfect_clean", True, 0.896936), + ("inferred_clean", True, 0.896214), + ], +) +def test_piecewise( + soiling_normalized_daily_with_piecewise_slope, + soiling_insolation, + soiling_times, + method, + piecewise_fit, + expected_sr, +): + reps = 10 + np.random.seed(1977) + # Note: piecewise methods require detect_neg_shifts=True for perfect_clean/inferred_clean + detect_neg_shifts = method in ("perfect_clean", "inferred_clean") + sr, sr_ci, soiling_info = soiling_srr( + soiling_normalized_daily_with_piecewise_slope, + soiling_insolation, + reps=reps, + method=method, + detect_neg_shifts=detect_neg_shifts, + piecewise_fit=piecewise_fit, + ) + assert expected_sr == pytest.approx( + sr, abs=1e-6 + ), f'Soiling ratio with method="{method}" and piecewise_fit="{piecewise_fit}" \ + different from expected value' + + +def test_piecewise_and_neg_shifts( + soiling_normalized_daily_with_piecewise_slope, + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + soiling_times, +): + reps = 10 + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr( + soiling_normalized_daily_with_piecewise_slope, + soiling_insolation, + reps=reps, + method="perfect_clean", + detect_neg_shifts=True, + piecewise_fit=True, + ) + assert 0.896936 == pytest.approx( + sr, abs=1e-6 + ), "Soiling ratio different from expected value for data with piecewise slopes" + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr( + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + reps=reps, + method="perfect_clean", + detect_neg_shifts=True, + ) + assert 0.964117 == pytest.approx( + sr, abs=1e-6 + ), "Soiling ratio different from expected value for data with negative shifts" + + +def test_detect_neg_shifts_clean_threshold( + soiling_normalized_daily_with_neg_shifts, soiling_insolation +): + """Test that clean_threshold works with detect_neg_shifts=True and + can cause no soiling intervals to be found""" + np.random.seed(1977) + sr, sr_ci, soiling_info = soiling_srr( + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + reps=10, + clean_threshold=0.1, + method="perfect_clean", + detect_neg_shifts=True, + piecewise_fit=True, + ) + assert 0.934926 == pytest.approx( + sr, abs=1e-6 + ), "Soiling ratio with specified clean_threshold different from expected value" + + with pytest.raises(NoValidIntervalError): + np.random.seed(1977) + soiling_srr( + soiling_normalized_daily_with_neg_shifts, + soiling_insolation, + reps=10, + clean_threshold=1, + ) + # ########################### # annual_soiling_ratios tests @@ -522,9 +707,9 @@ def test_monthly_soiling_rates(soiling_interval_summary): pd.testing.assert_frame_equal(result, expected, check_dtype=False) -def test_monthly_soiling_rates_min_interval_length(soiling_interval_summary): +def test_monthly_soiling_rates_min_interval_days(soiling_interval_summary): np.random.seed(1977) - result = monthly_soiling_rates(soiling_interval_summary, min_interval_length=20) + result = monthly_soiling_rates(soiling_interval_summary, min_interval_days=20) expected = np.array( [ @@ -590,3 +775,87 @@ def test_monthly_soiling_rates_reps(soiling_interval_summary): expected = _build_monthly_summary(expected) pd.testing.assert_frame_equal(result, expected, check_dtype=False) + + +# ###################################### +# invalid segmented_soiling_period tests +# ###################################### + + +@pytest.fixture +def pr_series(): + """ + Panda series of daily performance ratios measured during the given deposition period + with datetime index and is length 10. + """ + pr_idx = pd.date_range(start="2022-01-01", periods=10, freq="D") + pr_series = pd.Series(np.random.rand(10), index=pr_idx) + return pr_series + + +def test_no_datetime_index_pr(pr_series): + """ + Tests if ValueError is raised when pr_series does not have datetime index. + """ + pr = pr_series.reset_index() + with pytest.raises(ValueError, match="The time series does not have DatetimeIndex"): + _ = segmented_soiling_period(pr) + + +def test_no_change_point(pr_series): + """ + Tests if no change point was found when fitting soiling profile with segmentation. + """ + days_clean_vs_cp = 7 + result_sr, result_cp_date = segmented_soiling_period( + pr_series, days_clean_vs_cp=days_clean_vs_cp + ) + expected_sr = pd.Series([np.nan] * len(pr_series), index=pr_series.index) + expected_cp_date = None + + pd.testing.assert_series_equal(result_sr, expected_sr) + assert result_cp_date == expected_cp_date + + +def test_except_block(): + """ + Tests except block for when all segmentation methods did not work. + """ + pr_idx = pd.date_range(start="2022-01-01", periods=5, freq="D") + pr_series = pd.Series(np.array([1, 2, 3, 4, 5]), index=pr_idx) + result_sr, result_cp_date = segmented_soiling_period(pr_series) + + expected_sr = pd.Series([np.nan] * len(pr_series), index=pr_series.index) + expected_cp_date = None + + pd.testing.assert_series_equal(result_sr, expected_sr) + assert result_cp_date == expected_cp_date + + +def test_short_segmentation_periods(): + """ + Tests if segmentation fails for short soiling periods. + """ + pr_idx = pd.date_range(start="2022-01-01", periods=35, freq="D") + pr_series = pd.Series(np.random.normal(loc=5, scale=2, size=35), index=pr_idx) + result_sr, result_cp_date = segmented_soiling_period(pr_series) + + expected_sr = pd.Series([np.nan] * len(pr_series), index=pr_series.index) + expected_cp_date = None + + pd.testing.assert_series_equal(result_sr, expected_sr) + assert result_cp_date == expected_cp_date + + +def test_long_segmentation_periods(): + "Tests if segmentation fails for longer soiling periods." + pr_idx = pd.date_range(start="2022-01-01", periods=47, freq="D") + testing_list = list(np.arange(46)) + [50] + pr_series = pd.Series(testing_list, index=pr_idx) + result_sr, result_cp_date = segmented_soiling_period(pr_series) + + expected_sr = pd.Series([np.nan] * len(pr_series), index=pr_series.index) + expected_cp_date = None + + pd.testing.assert_series_equal(result_sr, expected_sr) + assert result_cp_date == expected_cp_date