From 5c06dfee84f5d686eee259b3fd331a85fed1bf3e Mon Sep 17 00:00:00 2001 From: ktesturas <140835560+ktesturas@users.noreply.github.com> Date: Thu, 12 Feb 2026 09:05:15 +0800 Subject: [PATCH 1/9] Draft Changes Currently cleaning the scripts. Pushing these version so that the notes I had before (when trying to solve the problem on the number of valid and invalid patches (counting them) are saved. Now that this problem has been solved, these notes shall be removed in the cleaner version. --- .RDataTmp | Bin 0 -> 5013504 bytes 427_601_-133_01_tmp.tif | 553 +++++++++ R/minpatch.R | 8 +- R/minpatch_overrides.R | 492 ++++++++ R/output.R | 511 ++++++++ R/whittling_functions.R | 157 ++- README.Rmd | 92 +- minpatch.Rproj | 1 + tests/test_Seychelles.R | 406 +++++++ tests/test_boundary_penalty.R | 251 ++++ vignettes/.build.timestamp | 0 vignettes/427_601_-133_01_tmp.tif | Bin 0 -> 2629659 bytes vignettes/boundary-penalty.Rmd | 346 ++++++ vignettes/flowchart_test.Rmd | 56 + vignettes/minpatch-oceandatr-Seychelles.Rmd | 1024 +++++++++++++++++ vignettes/minpatchTasmania.Rmd | 46 +- .../figure-html/unnamed-chunk-4-1.png | Bin 0 -> 5578 bytes 17 files changed, 3854 insertions(+), 89 deletions(-) create mode 100644 .RDataTmp create mode 100644 427_601_-133_01_tmp.tif create mode 100644 R/minpatch_overrides.R create mode 100644 tests/test_Seychelles.R create mode 100644 tests/test_boundary_penalty.R create mode 100644 vignettes/.build.timestamp create mode 100644 vignettes/427_601_-133_01_tmp.tif create mode 100644 vignettes/boundary-penalty.Rmd create mode 100644 vignettes/flowchart_test.Rmd create mode 100644 vignettes/minpatch-oceandatr-Seychelles.Rmd create mode 100644 vignettes/minpatchTasmania_files/figure-html/unnamed-chunk-4-1.png diff --git a/.RDataTmp b/.RDataTmp new file mode 100644 index 0000000000000000000000000000000000000000..863d5bc7145657f470cb25873ceeaa19968678f6 GIT binary patch literal 5013504 zcmX_nc|4T;_kIy7gwT*O);v=7EXfQZds8HmO!j1}RFW|hvSi61QOZ0?BuTO*%VZnM zmh6-%%g8#7VHmUA-}gM9-|N?3USqoN_j1m4uIoAnJZ0y$|NaRsT@t`ZjnIkpjYhOz zw^eNTcI_y>vgfFjhSRvy(}bCOkMQ4io>>T88+p7%Tmk;Pek|K%tzY9s33o@TiYSjsZ;BM@3#QI;K_ihKe(#K3hJ>ol9UH#uk+P^*Tv1ZP{H*9K z_vYg8orS!-1Q89m!3~?px*%JZknqYNTZ`!h#h|N;Bj=B~mh1jiEqPZnIWQC6!9D8# zP-FiucenbYSMT18IZwM2cc(UYod5Jx&SP?T{iFNBqUlh6QPCR`|D_g1-srn4U${1za*N55O{s!oKITU 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-

ΔObjective=(boundary_penalty×Δperimeter)unit_cost= 10×(2)5=2\Delta \text{Objective} = (\text{boundary_penalty} \times \Delta \text{perimeter}) - \text{unit_cost}\ \text{= 10}\ \times \ (-2) - 5 = -2

+

ΔObjective=(boundary_penalty×Δperimeter)unit_cost= 10×(2)5=2\Delta \text{Objective} = (\text{boundary_penalty} \times \Delta \text{perimeter}) - \text{unit_cost}\ \text{= 10}\ \times \ (-2) - 5 = -2

Decision:

  • -ΔObjective0\Delta \text{Objective} \le 0 +ΔObjective0\Delta \text{Objective} \le 0 → objective decreased → allow removal (if other constraints pass).
@@ -309,7 +309,7 @@

Δperimeter=4+2k=4+2(3)=+2 +

Δperimeter=4+2k=4+2(3)=+2 \Delta \text{perimeter} = -4 + 2k = -4 + 2(3) = +2

So:

@@ -319,7 +319,7 @@

Δperimeter=+2\Delta \text{perimeter} = +2 +Δperimeter=+2\Delta \text{perimeter} = +2 km

Now apply the boundary check:

@@ -328,12 +328,12 @@

ΔObjective=10×(+2)5=+15\Delta \text{Objective} = 10 \times (+2) - 5 = +15 +

ΔObjective=10×(+2)5=+15\Delta \text{Objective} = 10 \times (+2) - 5 = +15

Decision:

  • -ΔObjective>0\Delta \text{Objective} > 0 +ΔObjective>0\Delta \text{Objective} > 0 → objective increased → block removal
@@ -383,7 +383,7 @@

FAQ solution?
Not directly. Stage 3 compares the objective before vs after removing one candidate unit. It uses -ΔobjectiveΔ objective +ΔobjectiveΔ objective (local change), not a full re-optimisation.

Is it “per patch” or “whole solution”?
Conceptually the objective is for the whole solution (sum of PU costs + diff --git a/docs/articles/boundary-penalty.md b/docs/articles/boundary-penalty.md index f0b15ec..7e7c995 100644 --- a/docs/articles/boundary-penalty.md +++ b/docs/articles/boundary-penalty.md @@ -36,20 +36,16 @@ rather than solving a new optimisation problem. Conceptually, Stage 3 evaluates an objective of the form: -``` math -\text{Objective} = \sum(\text{PU cost}) + \text{boundary_penalty} \times (\text{total perimeter}) -``` +$$\text{Objective} = \sum\left( \text{PU cost} \right) + \text{boundary\_penalty} \times \left( \text{total perimeter} \right)$$ When testing removal of a single planning unit, the code computes a local change: -``` math - \Delta \text{Objective} = (\text{boundary_penalty} \times \Delta \text{perimeter}) - \text{unit_cost} -``` +$$\Delta\text{Objective} = \left( \text{boundary\_penalty} \times \Delta\text{perimeter} \right) - \text{unit\_cost}$$ -\- If $`\Delta \text{Objective} > 0`$ → objective increased → **block** -removal\ -- If $`\Delta \text{Objective} \le 0`$ → objective stayed the same or +\- If $\Delta\text{Objective} > 0$ → objective increased → **block** +removal +- If $\Delta\text{Objective} \leq 0$ → objective stayed the same or decreased → **allow** removal (assuming constraints pass) ### Why this looks like “total_cost_change” in the code @@ -58,7 +54,7 @@ In the code, you’ll often see a value like: `total_cost_change = boundary_cost_change - unit_cost` -That is exactly $`\Delta \text{Objective}`$ written in code form: +That is exactly $\Delta\text{Objective}$ written in code form: - `boundary_cost_change` corresponds to `boundary_penalty × Δperimeter` @@ -79,20 +75,18 @@ The objective combines two different things: To add these together, `boundary_penalty` acts like a **conversion rate**: it converts boundary length into “cost units”. -``` math -\text{Objective} = \sum(\text{PU cost}) + \text{boundary_penalty} \times (\text{total perimeter}) -``` +$$\text{Objective} = \sum\left( \text{PU cost} \right) + \text{boundary\_penalty} \times \left( \text{total perimeter} \right)$$ ### If your PU cost is in dollars -- PU cost might be: $`\$ / \text{PU}`$ or $`\$ / \text{km}^2`$ +- PU cost might be: $\$/\text{PU}$ or $\$/\text{km}^{2}$ - perimeter is in km - so `boundary_penalty` behaves like **dollars per km of edge**: - $`\$ / \text{km}`$ + $\$/\text{km}$ -**Interpretation:**\ +**Interpretation:** `boundary_penalty` is the *price you are willing to pay* to avoid 1 km of extra boundary. @@ -112,7 +106,7 @@ Then: You can think of this as “equivalent area cost per km of edge”. -**Interpretation:**\ +**Interpretation:** `boundary_penalty` tells you how much extra *area cost* you are willing to accept to avoid 1 km of extra boundary. @@ -128,9 +122,7 @@ like adding 0.5 km² of cost. And Stage 3 only removes a PU when: -``` math - \Delta \text{Objective} = (\text{boundary_penalty} \times \Delta \text{perimeter}) - \text{unit_cost} \le 0 -``` +$$\Delta\text{Objective} = \left( \text{boundary\_penalty} \times \Delta\text{perimeter} \right) - \text{unit\_cost} \leq 0$$ So you can read it as: @@ -147,14 +139,12 @@ Assumptions for both examples: A very useful identity (grid perimeter change): -If a removed PU has $`k`$**selected neighbours** (0–4), then removing it +If a removed PU has $k$**selected neighbours** (0–4), then removing it changes perimeter by: -``` math -\Delta \text{perimeter} = -4 + 2k -``` +$$\Delta\text{perimeter} = -4 + 2k$$ -So perimeter **increases** only when $`k \ge 3`$ (i.e., the PU was +So perimeter **increases** only when $k \geq 3$ (i.e., the PU was “shielding” three selected neighbours). ------------------------------------------------------------------------ @@ -174,12 +164,12 @@ because it touches `.` above, below, and right. Compute the **total perimeter**: -- Two adjacent cells have perimeter =6 km\ +- Two adjacent cells have perimeter =6 km (Each cell has 4 edges → 8 total, minus 2 for the shared edge → 6) So: -- $`P{\text{before}}`$= 6 km +- $P\text{before}$= 6 km **After removing U** @@ -193,9 +183,9 @@ So: So: -- $`P{\text{after}}`$ = 4 km +- $P\text{after}$ = 4 km -- $`\Delta \text{perimeter}`$ = 4 - 6 =−2 km +- $\Delta\text{perimeter}$ = 4 - 6 =−2 km Now apply the Stage 3 boundary check: @@ -205,13 +195,11 @@ Assume: - `unit_cost = 5` -``` math -\Delta \text{Objective} = (\text{boundary_penalty} \times \Delta \text{perimeter}) - \text{unit_cost}\ \text{= 10}\ \times \ (-2) - 5 = -2 -``` +$$\Delta\text{Objective} = \left( \text{boundary\_penalty} \times \Delta\text{perimeter} \right) - \text{unit\_cost}\ \text{= 10}\ \times \ (-2) - 5 = -2$$ Decision: -- $`\Delta \text{Objective} \le 0`$ → objective decreased → **allow +- $\Delta\text{Objective} \leq 0$ → objective decreased → **allow removal** (if other constraints pass). ------------------------------------------------------------------------ @@ -219,7 +207,7 @@ Decision: ### Example B — removing an edge PU increases total perimeter (blocked), but patch stays connected Here we use a 3×2 rectangle. Let `U` be the **middle PU on the bottom -row**.\ +row**. `U` is an **edge unit** because it touches `.` below (outside the rectangle). @@ -234,7 +222,7 @@ Compute the **total perimeter**: A 3×2 rectangle has perimeter: -- $`P{\text{before}}`$= 2(3+2)=10 km +- $P\text{before}$= 2(3+2)=10 km **After removing U** @@ -250,19 +238,17 @@ Now compute the **total perimeter after**. We can use the neighbour rule: -- `U` had $`k=3`$ selected neighbours (left, right, and above are +- `U` had $k = 3$ selected neighbours (left, right, and above are selected; below is not). - Therefore: -``` math -\Delta \text{perimeter} = -4 + 2k = -4 + 2(3) = +2 -``` +$$\Delta\text{perimeter} = -4 + 2k = -4 + 2(3) = +2$$ So: -- $`P_{\text{after}} = 10 + 2 = 12`$ km\ -- $`\Delta \text{perimeter} = +2`$ km +- $P_{\text{after}} = 10 + 2 = 12$ km +- $\Delta\text{perimeter} = +2$ km Now apply the boundary check: @@ -272,16 +258,13 @@ Assume: - `unit_cost = 5` -``` math -\Delta \text{Objective} = 10 \times (+2) - 5 = +15 -``` +$$\Delta\text{Objective} = 10 \times (+2) - 5 = +15$$ Decision: -- $`\Delta \text{Objective} > 0`$ → objective increased → **block - removal** +- $\Delta\text{Objective} > 0$ → objective increased → **block removal** -**Interpretation:**\ +**Interpretation:** Removing `U` saves cost, but it *exposes new edge* on its three neighbours, increasing total perimeter enough that the boundary-penalised objective gets worse. @@ -292,15 +275,15 @@ There isn’t one universal “correct” value because it depends on the scale and units of your costs and boundary lengths. A practical workflow: -1. **Start with `boundary_penalty = 0`**\ +1. **Start with `boundary_penalty = 0`** This turns off boundary blocking. Whittling then only uses targets + patch-size + split viability rules. -2. **Increase gradually** and observe how solutions change\ +2. **Increase gradually** and observe how solutions change As you increase it, removals that create extra edge become more likely to be blocked, producing smoother patches. -3. **Do a small sensitivity check**\ +3. **Do a small sensitivity check** Try a few values spanning a small range (e.g., 0, low, medium, high) and compare: \`\`\` @@ -318,22 +301,22 @@ boundary term too much. ## FAQ -**Does Stage 3 re-run the optimiser (prioritizr)?**\ +**Does Stage 3 re-run the optimiser (prioritizr)?** No. Stage 3 does local, one-unit-at-a-time removal tests. It never resolves a new optimisation problem. -**Are we comparing costs to the Stage 2 solution?**\ +**Are we comparing costs to the Stage 2 solution?** Not directly. Stage 3 compares the objective **before vs after removing -one candidate unit**. It uses $`Δ objective`$ (local change), not a full -re-optimisation. +one candidate unit**. It uses $\Delta objective$ (local change), not a +full re-optimisation. -**Is it “per patch” or “whole solution”?**\ +**Is it “per patch” or “whole solution”?** Conceptually the objective is for the whole solution (sum of PU costs + boundary penalty term). In code, the change is computed locally using the candidate’s neighbour relationships, because only local boundary edges change when you remove one unit. -**What if my costs are not area?**\ +**What if my costs are not area?** That’s fine—`boundary_penalty` still converts perimeter into the same units as your chosen cost layer. The interpretation becomes: “how much cost am I willing to pay to avoid 1 km of extra edge?” diff --git a/docs/articles/index.md b/docs/articles/index.md index febad78..8021201 100644 --- a/docs/articles/index.md +++ b/docs/articles/index.md @@ -3,7 +3,7 @@ ### All vignettes - [Boundary penalty in MinPatch](boundary-penalty.md): -- [Using minpatch to reduce fragmentation in a marine planning region - (Seychelles)](minpatch-oceandatr-Seychelles.md): +- [Reducing protected area fragmentation in the Seychelles: A Case + Study](minpatch-oceandatr-Seychelles.md): - [MinPatch with prioritizr](minpatch.md): - [MinPatch in Tasmania](minpatchTasmania.md): diff --git a/docs/articles/minpatch-oceandatr-Seychelles.html b/docs/articles/minpatch-oceandatr-Seychelles.html index cbd6f9d..cc4a4e4 100644 --- a/docs/articles/minpatch-oceandatr-Seychelles.html +++ b/docs/articles/minpatch-oceandatr-Seychelles.html @@ -5,12 +5,12 @@ -Using minpatch to reduce fragmentation in a marine planning region (Seychelles) • minpatch +Reducing protected area fragmentation in the Seychelles: A Case Study • minpatch - + Skip to contents @@ -35,7 +35,7 @@

@@ -58,7 +58,7 @@

2.2 Seychelles EEZ as the planning region @@ -218,13 +217,12 @@

3. Building marine features wit

We will use a set of features available on oceandatr:

    -
  • bathymetric depth zones

  • -
  • geomorphology - seafloor features (banks, ridges, etc.)

  • -
  • knolls

  • -
  • seamounts

  • -
  • coral habitat

  • -
  • environmental zones - clusters of environmental -conditions

  • +
  • bathymetric depth zones
  • +
  • geomorphology - seafloor features (banks, ridges, etc.)
  • +
  • knolls
  • +
  • seamounts
  • +
  • coral habitat
  • +
  • environmental zones - clusters of environmental conditions

3.1 Prepare feature stack @@ -237,7 +235,9 @@

3.1 Prepare feature stack feature_set <- get_features(spatial_grid = Seychelles_grid) %>% remove_empty_layers() - + +saveRDS(feature_set, file = file.path(build_dir, "feature_set.rds")) + # tidy up feature data names for nicer mapping names(feature_set) <- gsub("_", " ", names(feature_set)) %>% stringr::str_to_sentence()

@@ -319,12 +319,10 @@

4. Build and solve a priorit of 30% for each feature.

 # build the problem using sf planning units + feature columns
-p_base <-
-  prioritizr::problem(
-    x              = Seychelles_sf,
-    features       = feature_set,
-    cost_column    = "cost"
-  ) %>%
+p_base <- prioritizr::problem(
+  x              = Seychelles_sf,
+  features       = feature_set,
+  cost_column    = "cost") %>%
   add_min_set_objective() %>%
   add_relative_targets(0.30) %>% # 30% of each feature
   add_binary_decisions() %>%
@@ -332,7 +330,7 @@ 

4. Build and solve a priorit p_base

#> A conservation problem (<ConservationProblem>)
 #> ├•data
-#> │├•features:    "Continental shelf", "Upper bathyal", "Lower bathyal", "Abyssal", … (28 total)
+#> │├•features:    "Epipelagic", "Mesopelagic", "Bathypelagic", "Abyssopelagic", … (28 total)
 #> │└•planning units:
 #>  ├•data:       <sf> (1500 total)
 #>  ├•costs:      continuous values (between 900.2126 and 900.2126)
@@ -456,28 +454,28 @@ 

6. Run MinPatch for diff for (i in seq_along(patch_sizes_m2)) { -cat("\n============================================\n") -cat("Running MinPatch with min patch area ~", - round(patch_sizes_km2[i], 2), "km^2 (", - multipliers[i], "x median PU)\n") -cat("============================================\n") + cat("\n============================================\n") + cat("Running MinPatch with min patch area ~", + round(patch_sizes_km2[i], 2), "km^2 (", + multipliers[i], "x median PU)\n") + cat("============================================\n") # time the MinPatch run t_mp <- system.time({ - minpatch_results[[i]] <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = patch_sizes_m2[i], - patch_radius = patch_radius, - boundary_penalty = 0, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE - ) + minpatch_results[[i]] <- run_minpatch( + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = patch_sizes_m2[i], + patch_radius = patch_radius, + boundary_penalty = 0, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) - + # store elapsed time (seconds) minpatch_times[i] <- t_mp[["elapsed"]] } @@ -487,9 +485,8 @@

6. Run MinPatch for diff #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -509,59 +506,64 @@

6. Run MinPatch for diff #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Removed unit 418 at iteration 1 -#> Edge units found: 167 -#> Keystone units: 12 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Removed unit 229 at iteration 1 +#> Edge units found: 204 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 167 -#> Removed unit 383 at iteration 2 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 204 +#> Removed unit 198 at iteration 2 +#> Edge units found: 206 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 419 at iteration 3 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 206 +#> Removed unit 168 at iteration 3 +#> Edge units found: 208 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 420 at iteration 4 -#> Edge units found: 170 -#> Keystone units: 12 +#> Scoreable units: 208 +#> Removed unit 139 at iteration 4 +#> Edge units found: 210 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 170 -#> Removed unit 385 at iteration 5 -#> Removed unit 350 at iteration 6 -#> Unit 349 cannot be removed - adding to keystone set -#> Removed unit 351 at iteration 8 -#> Removed unit 317 at iteration 9 -#> Removed unit 283 at iteration 10 +#> Scoreable units: 210 +#> Removed unit 140 at iteration 5 +#> Removed unit 113 at iteration 6 +#> Removed unit 167 at iteration 7 +#> Removed unit 197 at iteration 8 +#> Removed unit 228 at iteration 9 +#> Removed unit 383 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 +#> Whittling iteration 400 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! @@ -571,9 +573,8 @@

6. Run MinPatch for diff #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -593,62 +594,63 @@

6. Run MinPatch for diff #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 24 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 24 -#> Found 1369 potential patches with scores -#> Best score: 0.00009068137 for unit 1456 +#> Initial unmet targets: 25 +#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 25 +#> Found 1306 potential patches with scores +#> Best score: 0.0001083861 for unit 1456 #> Added patch centered on unit 1456 #> Iteration 2 - Unmet targets: 16 -#> Found 1188 potential patches with scores -#> Best score: 0.00008346697 for unit 1035 +#> Found 1152 potential patches with scores +#> Best score: 0.0000878979 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 3 - Unmet targets: 8 -#> Found 1102 potential patches with scores -#> Best score: 0.00005543891 for unit 916 -#> Added patch centered on unit 916 -#> Iteration 4 - Unmet targets: 6 -#> Found 1025 potential patches with scores -#> Best score: 0.00004289114 for unit 1 -#> Added patch centered on unit 1 -#> Iteration 5 - Unmet targets: 1 -#> Found 480 potential patches with scores -#> Best score: 0.0000104797 for unit 484 -#> Added patch centered on unit 484 +#> Iteration 3 - Unmet targets: 10 +#> Found 1065 potential patches with scores +#> Best score: 0.00006552192 for unit 857 +#> Added patch centered on unit 857 +#> Iteration 4 - Unmet targets: 7 +#> Found 994 potential patches with scores +#> Best score: 0.00004788141 for unit 519 +#> Added patch centered on unit 519 +#> Iteration 5 - Unmet targets: 2 +#> Found 864 potential patches with scores +#> Best score: 0.00001882794 for unit 1435 +#> Added patch centered on unit 1435 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 151 +#> Edge units found: 178 #> Keystone units: 0 -#> New keystone units: 1 -#> Scoreable units: 150 -#> Removed unit 172 at iteration 1 -#> Edge units found: 151 -#> Keystone units: 1 +#> New keystone units: 10 +#> Scoreable units: 168 +#> Removed unit 1171 at iteration 1 +#> Edge units found: 169 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 151 -#> Removed unit 143 at iteration 2 -#> Edge units found: 153 -#> Keystone units: 1 +#> Scoreable units: 169 +#> Removed unit 1172 at iteration 2 +#> Edge units found: 169 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 153 -#> Removed unit 142 at iteration 3 -#> Edge units found: 154 -#> Keystone units: 1 +#> Scoreable units: 169 +#> Removed unit 1215 at iteration 3 +#> Edge units found: 170 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 154 -#> Removed unit 115 at iteration 4 -#> Edge units found: 155 -#> Keystone units: 1 +#> Scoreable units: 170 +#> Removed unit 1217 at iteration 4 +#> Edge units found: 170 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 155 -#> Removed unit 114 at iteration 5 -#> Removed unit 171 at iteration 6 -#> Removed unit 173 at iteration 7 -#> Removed unit 181 at iteration 8 -#> Removed unit 182 at iteration 9 -#> Removed unit 183 at iteration 10 +#> Scoreable units: 170 +#> Removed unit 1253 at iteration 5 +#> Removed unit 1289 at iteration 6 +#> Removed unit 1290 at iteration 7 +#> Removed unit 1291 at iteration 8 +#> Removed unit 1292 at iteration 9 +#> Removed unit 1199 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 +#> Whittling iteration 300 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! @@ -658,9 +660,8 @@

6. Run MinPatch for diff #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -681,71 +682,73 @@

6. Run MinPatch for diff #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... #> Initial unmet targets: 26 -#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28 +#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28 #> Iteration 1 - Unmet targets: 26 -#> Found 1433 potential patches with scores -#> Best score: 0.00008005606 for unit 1467 -#> Added patch centered on unit 1467 -#> Iteration 2 - Unmet targets: 21 -#> Found 1266 potential patches with scores -#> Best score: 0.00006988945 for unit 684 +#> Found 1398 potential patches with scores +#> Best score: 0.00009160525 for unit 1456 +#> Added patch centered on unit 1456 +#> Iteration 2 - Unmet targets: 18 +#> Found 1218 potential patches with scores +#> Best score: 0.00006776194 for unit 684 #> Added patch centered on unit 684 -#> Iteration 3 - Unmet targets: 11 -#> Found 1103 potential patches with scores -#> Best score: 0.00005433364 for unit 916 -#> Added patch centered on unit 916 -#> Iteration 4 - Unmet targets: 8 -#> Found 1026 potential patches with scores -#> Best score: 0.00004598478 for unit 965 -#> Added patch centered on unit 965 -#> Iteration 5 - Unmet targets: 3 -#> Found 906 potential patches with scores -#> Best score: 0.00001719904 for unit 749 -#> Added patch centered on unit 749 +#> Iteration 3 - Unmet targets: 7 +#> Found 1055 potential patches with scores +#> Best score: 0.00005717078 for unit 857 +#> Added patch centered on unit 857 +#> Iteration 4 - Unmet targets: 4 +#> Found 984 potential patches with scores +#> Best score: 0.00002360005 for unit 1086 +#> Added patch centered on unit 1086 +#> Iteration 5 - Unmet targets: 2 +#> Found 886 potential patches with scores +#> Best score: 0.00001501147 for unit 593 +#> Added patch centered on unit 593 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 105 +#> Edge units found: 108 #> Keystone units: 0 -#> New keystone units: 3 +#> New keystone units: 6 #> Scoreable units: 102 -#> Removed unit 171 at iteration 1 +#> Removed unit 173 at iteration 1 #> Edge units found: 102 -#> Keystone units: 3 +#> Keystone units: 6 #> New keystone units: 0 #> Scoreable units: 102 -#> Removed unit 172 at iteration 2 +#> Removed unit 174 at iteration 2 #> Edge units found: 103 -#> Keystone units: 3 +#> Keystone units: 6 #> New keystone units: 0 #> Scoreable units: 103 -#> Removed unit 173 at iteration 3 -#> Edge units found: 104 -#> Keystone units: 3 +#> Removed unit 175 at iteration 3 +#> Edge units found: 105 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 104 -#> Removed unit 174 at iteration 4 -#> Edge units found: 106 -#> Keystone units: 3 +#> Scoreable units: 105 +#> Removed unit 176 at iteration 4 +#> Edge units found: 107 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 106 -#> Removed unit 175 at iteration 5 -#> Removed unit 176 at iteration 6 -#> Removed unit 177 at iteration 7 -#> Removed unit 178 at iteration 8 -#> Removed unit 149 at iteration 9 -#> Removed unit 150 at iteration 10 +#> Scoreable units: 107 +#> Removed unit 177 at iteration 5 +#> Removed unit 178 at iteration 6 +#> Removed unit 149 at iteration 7 +#> Removed unit 150 at iteration 8 +#> Removed unit 123 at iteration 9 +#> Removed unit 124 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 #> Whittling iteration 400 -#> Whittling iteration 500 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! # name the outputs names(minpatch_results) <- paste0("minpatch_", multipliers, "x") -names(minpatch_times) <- paste0("minpatch_", multipliers, "x")

+names(minpatch_times) <- paste0("minpatch_", multipliers, "x") + +saveRDS(minpatch_results, file = file.path(build_dir, "minpatch_results.rds")) +saveRDS(minpatch_times, file = file.path(build_dir, "minpatch_times.rds"))

7. Interpreting MinPatch outcomes @@ -759,17 +762,18 @@

7.1 Selected planning

We start by showing the selected planning units for the baseline and each MinPatch run.

- plot_solution_grid(
-   results = minpatch_results,
-   get_solution_fun = get_solution_with_solution1,
-   subtitle_values = multipliers,
-   title_prefix = "MinPatch: ",
-   value_label_fun = function(x) paste0(x, "× median PU area"),
-   include_baseline = TRUE,
-   baseline_solution = s_base,
-   baseline_title = "Baseline (prioritizr)",
-   ncol = 2
- )
+patchwork::wrap_plots( + plot_prioritizr(s_base, col = "solution_1", title = "Baseline (prioritizr)"), + plot_prioritizr(minpatch_results[[1]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[1], "× median PU area")), + plot_prioritizr(minpatch_results[[2]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[2], "× median PU area")), + plot_prioritizr(minpatch_results[[3]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[3], "× median PU area")), + guides = "collect", + ncol = 2 +) & + theme(legend.position = "bottom")

On the plot, we can see that the baseline solution is highly fragmented, with many small and isolated selected planning units. As the @@ -835,34 +839,34 @@

7.2 Group summary table (all runs) -453 +452 -407796.3 +406896.1 -33767.14 +32136.10 -146 +129 -22 +21 -1800.43 +900.21 -407796.3 +406896.1 0 -407796.3 +406896.1 -0.2 +0.9 @@ -876,34 +880,34 @@

7.2 Group summary table (all runs) -456 +452 -410496.9 +406896.1 -17458.62 +18403.20 -23 +28 -23 +28 5401.28 -410496.9 +406896.1 0 -410496.9 +406896.1 -77.6 +768.8 @@ -917,34 +921,34 @@

7.2 Group summary table (all runs) -466 +476 -419499.1 +428501.2 -14992.65 +16438.91 -11 +15 -11 +15 9902.34 -419499.1 +428501.2 0 -419499.1 +428501.2 -90.0 +706.5 @@ -958,34 +962,34 @@

7.2 Group summary table (all runs) -491 +465 -442004.4 +418598.8 -18895.37 +14642.11 -11 +8 -11 +8 -22505.31 +32857.76 -442004.4 +418598.8 0 -442004.4 +418598.8 -128.4 +767.5 @@ -1007,9 +1011,9 @@

7.3 Change maps (Added / R minpatch_results, multipliers, ~ plot_minpatch( - .x, - title = paste0("Patch size x", .y) - ) + .x, + title = paste0("Patch size x", .y) + ) ) patchwork::wrap_plots( plotlist = plot_list, @@ -1043,11 +1047,11 @@

7.4 Patch-labelled maps do_snap = FALSE )) } -#> MinPatch 5x: 23 patches | 23 valid | 0 invalid (threshold = 4501.063 km²) | snap = FALSE +#> MinPatch 5x: 28 patches | 28 valid | 0 invalid (threshold = 4501.063 km²) | snap = FALSE

-
#> MinPatch 10x: 11 patches | 11 valid | 0 invalid (threshold = 9002.126 km²) | snap = FALSE
+
#> MinPatch 10x: 15 patches | 15 valid | 0 invalid (threshold = 9002.126 km²) | snap = FALSE

-
#> MinPatch 20x: 11 patches | 11 valid | 0 invalid (threshold = 18004.25 km²) | snap = FALSE
+
#> MinPatch 20x: 8 patches | 8 valid | 0 invalid (threshold = 18004.25 km²) | snap = FALSE

@@ -1060,27 +1064,27 @@

7.5 Individual summaries (per run)
 for (i in seq_along(minpatch_results)) {
-
+  
   result <- minpatch_results[[i]]
   factor_val <- multipliers[i]
-
+  
   cat("\n\n## Scenario: MinPatch with min patch size = ",
       factor_val, " × median PU area\n\n", sep = "")
-
+  
   # MinPatch summary (if it prints text)
   cat("**MinPatch processing summary**\n\n")
   print_minpatch_summary(result)
-
+  
   comparison <- compare_solutions(result)
-
+  
   cat("\n**Overall solution comparison**\n\n")
-print(comparison$overall)
-
+  print(comparison$overall)
+  
   cat("\n**Feature-level area comparison**\n\n")
-print(comparison$features)
-
+  print(comparison$features)
+  
   cat("\n**Feature change summary**\n\n")
-print(comparison$summary)
+  print(comparison$summary)
 }
 #> 
 #> 
@@ -1091,21 +1095,21 @@ 

7.5 Individual summaries (per run)#> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 23 (valid: 23) -#> Area change: 2700637750.93 (0.7%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 28 (valid: 28) +#> Area change: 0.00 (0.0%) #> #> Cost Breakdown: -#> Planning unit cost: 410496.94 +#> Planning unit cost: 406896.09 #> Boundary cost: 0.00 -#> Total cost: 410496.94 -#> Selected units: 456 +#> Total cost: 406896.09 +#> Selected units: 452 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.376 +#> Mean proportion: 0.395 #> Total shortfall: 0.00 #> #> @@ -1114,118 +1118,118 @@

7.5 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 456.0 3 -#> 2 Total Area 407796300391.2 410496938142.2 2700637751 -#> 3 Number of Patches 146.0 23.0 -123 -#> 4 Valid Patches (>= min size) 22.0 23.0 1 -#> 5 Median Patch Size 1800425167.3 5401275501.9 3600850335 -#> 6 Planning Unit Cost 410496.9 410496.9 0 +#> 1 Selected Planning Units 452.0 452.0 0 +#> 2 Total Area 406896087807.6 406896087807.6 0 +#> 3 Number of Patches 129.0 28.0 -101 +#> 4 Valid Patches (>= min size) 21.0 28.0 7 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 406896.1 406896.1 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 410496.9 410496.9 0 +#> 8 Total Cost 406896.1 406896.1 0 #> Percent_Change -#> 1 0.6622517 -#> 2 0.6622517 -#> 3 -84.2465753 -#> 4 4.5454545 -#> 5 200.0000000 -#> 6 0.0000000 +#> 1 0.00000 +#> 2 0.00000 +#> 3 -78.29457 +#> 4 33.33333 +#> 5 500.00000 +#> 6 0.00000 #> 7 NA -#> 8 0.0000000 +#> 8 0.00000 #> #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 7 2 40.0000000 -#> 3 3 110.1 111 112 1 0.9009009 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 59 13 28.2608696 -#> 7 7 163.2 175 178 3 1.7142857 -#> 8 8 116.1 125 123 -2 -1.6000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 8 0 0.0000000 +#> 3 3 180.3 181 181 0 0.0000000 +#> 4 4 251.7 252 252 0 0.0000000 +#> 5 5 86.1 112 89 -23 -20.5357143 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 178 11 6.5868263 +#> 8 8 116.1 122 120 -2 -1.6393443 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 1 0 0.0000000 -#> 11 11 23.1 30 28 -2 -6.6666667 -#> 12 12 2.1 4 3 -1 -25.0000000 -#> 13 13 3.3 5 4 -1 -20.0000000 -#> 14 14 158.7 179 171 -8 -4.4692737 -#> 15 15 64.5 67 80 13 19.4029851 -#> 16 16 20.7 25 22 -3 -12.0000000 +#> 10 10 0.6 1 2 1 100.0000000 +#> 11 11 23.1 34 27 -7 -20.5882353 +#> 12 12 2.1 5 4 -1 -20.0000000 +#> 13 13 3.3 7 7 0 0.0000000 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 69 3 4.5454545 +#> 16 16 20.7 28 27 -1 -3.5714286 #> 17 17 2.1 3 3 0 0.0000000 -#> 18 18 22.5 42 34 -8 -19.0476190 +#> 18 18 22.5 41 32 -9 -21.9512195 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 17 -2 -10.5263158 -#> 21 21 3.9 6 6 0 0.0000000 -#> 22 22 63.9 75 91 16 21.3333333 -#> 23 23 6.3 7 8 1 14.2857143 -#> 24 24 51.3 53 67 14 26.4150943 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 25 3 13.6363636 +#> 21 21 3.9 5 4 -1 -20.0000000 +#> 22 22 63.9 72 80 8 11.1111111 +#> 23 23 6.3 9 8 -1 -11.1111111 +#> 24 24 51.3 52 54 2 3.8461538 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 92 4 4.5454545 +#> 28 28 87.9 88 89 1 1.1363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.555556 -#> 3 1.017257 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.285403 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.003882 +#> 4 1.001192 +#> 5 1.033682 +#> 6 1.132898 #> 7 1.090686 -#> 8 1.059432 +#> 8 1.033592 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.212121 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.077505 -#> 15 1.240310 -#> 16 1.062802 +#> 10 3.333333 +#> 11 1.168831 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.304348 #> 17 1.428571 -#> 18 1.511111 +#> 18 1.422222 #> 19 1.666667 -#> 20 1.180556 -#> 21 1.538462 -#> 22 1.424100 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.251956 #> 23 1.269841 -#> 24 1.306043 -#> 25 1.009441 +#> 24 1.052632 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.046644 +#> 28 1.012514 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 10 10 8 0 +#> 1 8 10 10 0 #> targets_lost #> 1 0 #> @@ -1237,21 +1241,21 @@

7.5 Individual summaries (per run)#> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 8) -#> Final patches: 11 (valid: 11) -#> Area change: 11702763587.39 (2.9%) +#> Initial patches: 129 (valid: 10) +#> Final patches: 15 (valid: 15) +#> Area change: 21605102007.48 (5.3%) #> #> Cost Breakdown: -#> Planning unit cost: 419499.06 +#> Planning unit cost: 428501.19 #> Boundary cost: 0.00 -#> Total cost: 419499.06 -#> Selected units: 466 +#> Total cost: 428501.19 +#> Selected units: 476 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.439 +#> Mean proportion: 0.409 #> Total shortfall: 0.00 #> #> @@ -1260,20 +1264,20 @@

7.5 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 466.0 13 -#> 2 Total Area 407796300391.2 419499063978.6 11702763587 -#> 3 Number of Patches 146.0 11.0 -135 -#> 4 Valid Patches (>= min size) 8.0 11.0 3 -#> 5 Median Patch Size 1800425167.3 9902338420.1 8101913253 -#> 6 Planning Unit Cost 419499.1 419499.1 0 +#> 1 Selected Planning Units 452.0 476.0 24 +#> 2 Total Area 406896087807.6 428501189815.1 21605102007 +#> 3 Number of Patches 129.0 15.0 -114 +#> 4 Valid Patches (>= min size) 10.0 15.0 5 +#> 5 Median Patch Size 900212583.6 9902338420.1 9002125836 +#> 6 Planning Unit Cost 428501.2 428501.2 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 419499.1 419499.1 0 +#> 8 Total Cost 428501.2 428501.2 0 #> Percent_Change -#> 1 2.869757 -#> 2 2.869757 -#> 3 -92.465753 -#> 4 37.500000 -#> 5 450.000000 +#> 1 5.309735 +#> 2 5.309735 +#> 3 -88.372093 +#> 4 50.000000 +#> 5 1000.000000 #> 6 0.000000 #> 7 NA #> 8 0.000000 @@ -1281,97 +1285,97 @@

7.5 Individual summaries (per run)#> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 6 1 20.0000000 -#> 3 3 110.1 111 123 12 10.8108108 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 49 3 6.5217391 -#> 7 7 163.2 175 169 -6 -3.4285714 -#> 8 8 116.1 125 146 21 16.8000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 9 1 12.5000000 +#> 3 3 180.3 181 203 22 12.1546961 +#> 4 4 251.7 252 253 1 0.3968254 +#> 5 5 86.1 112 100 -12 -10.7142857 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 172 5 2.9940120 +#> 8 8 116.1 122 127 5 4.0983607 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 2 1 100.0000000 -#> 11 11 23.1 30 24 -6 -20.0000000 -#> 12 12 2.1 4 5 1 25.0000000 -#> 13 13 3.3 5 5 0 0.0000000 -#> 14 14 158.7 179 160 -19 -10.6145251 -#> 15 15 64.5 67 70 3 4.4776119 -#> 16 16 20.7 25 21 -4 -16.0000000 -#> 17 17 2.1 3 4 1 33.3333333 -#> 18 18 22.5 42 66 24 57.1428571 +#> 10 10 0.6 1 1 0 0.0000000 +#> 11 11 23.1 34 29 -5 -14.7058824 +#> 12 12 2.1 5 5 0 0.0000000 +#> 13 13 3.3 7 4 -3 -42.8571429 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 84 18 27.2727273 +#> 16 16 20.7 28 26 -2 -7.1428571 +#> 17 17 2.1 3 3 0 0.0000000 +#> 18 18 22.5 41 42 1 2.4390244 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 23 4 21.0526316 -#> 21 21 3.9 6 9 3 50.0000000 -#> 22 22 63.9 75 84 9 12.0000000 -#> 23 23 6.3 7 12 5 71.4285714 -#> 24 24 51.3 53 62 9 16.9811321 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 27 5 22.7272727 +#> 21 21 3.9 5 7 2 40.0000000 +#> 22 22 63.9 72 95 23 31.9444444 +#> 23 23 6.3 9 11 2 22.2222222 +#> 24 24 51.3 52 72 20 38.4615385 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 102 14 15.9090909 +#> 28 28 87.9 88 113 25 28.4090909 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.333333 -#> 3 1.117166 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.067538 -#> 7 1.035539 -#> 8 1.257537 +#> 1 1.018519 +#> 2 1.250000 +#> 3 1.125901 +#> 4 1.005165 +#> 5 1.161440 +#> 6 1.132898 +#> 7 1.053922 +#> 8 1.093885 #> 9 1.666667 -#> 10 3.333333 -#> 11 1.038961 +#> 10 1.666667 +#> 11 1.255411 #> 12 2.380952 -#> 13 1.515152 -#> 14 1.008192 -#> 15 1.085271 -#> 16 1.014493 -#> 17 1.904762 -#> 18 2.933333 +#> 13 1.212121 +#> 14 1.001890 +#> 15 1.302326 +#> 16 1.256039 +#> 17 1.428571 +#> 18 1.866667 #> 19 1.666667 -#> 20 1.597222 -#> 21 2.307692 -#> 22 1.314554 -#> 23 1.904762 -#> 24 1.208577 -#> 25 1.009441 +#> 20 1.875000 +#> 21 1.794872 +#> 22 1.486698 +#> 23 1.746032 +#> 24 1.403509 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.160410 +#> 28 1.285552 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 16 6 6 0 +#> 1 14 6 8 0 #> targets_lost #> 1 0 #> @@ -1383,21 +1387,21 @@

7.5 Individual summaries (per run)#> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 3) -#> Final patches: 11 (valid: 11) -#> Area change: 34208078178.51 (8.4%) +#> Initial patches: 129 (valid: 3) +#> Final patches: 8 (valid: 8) +#> Area change: 11702763587.39 (2.9%) #> #> Cost Breakdown: -#> Planning unit cost: 442004.38 +#> Planning unit cost: 418598.85 #> Boundary cost: 0.00 -#> Total cost: 442004.38 -#> Selected units: 491 +#> Total cost: 418598.85 +#> Selected units: 465 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.465 +#> Mean proportion: 0.408 #> Total shortfall: 0.00 #> #> @@ -1406,20 +1410,20 @@

7.5 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 491.0 38 -#> 2 Total Area 407796300391.2 442004378569.8 34208078179 -#> 3 Number of Patches 146.0 11.0 -135 -#> 4 Valid Patches (>= min size) 3.0 11.0 8 -#> 5 Median Patch Size 1800425167.3 22505314591.1 20704889424 -#> 6 Planning Unit Cost 442004.4 442004.4 0 +#> 1 Selected Planning Units 452.0 465.0 13 +#> 2 Total Area 406896087807.6 418598851395.0 11702763587 +#> 3 Number of Patches 129.0 8.0 -121 +#> 4 Valid Patches (>= min size) 3.0 8.0 5 +#> 5 Median Patch Size 900212583.6 32857759303.0 31957546719 +#> 6 Planning Unit Cost 418598.9 418598.9 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 442004.4 442004.4 0 +#> 8 Total Cost 418598.9 418598.9 0 #> Percent_Change -#> 1 8.388521 -#> 2 8.388521 -#> 3 -92.465753 -#> 4 266.666667 -#> 5 1150.000000 +#> 1 2.876106 +#> 2 2.876106 +#> 3 -93.798450 +#> 4 166.666667 +#> 5 3550.000000 #> 6 0.000000 #> 7 NA #> 8 0.000000 @@ -1427,97 +1431,97 @@

7.5 Individual summaries (per run)#> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 14 2 16.666667 -#> 2 2 4.5 5 9 4 80.000000 -#> 3 3 110.1 111 143 32 28.828829 -#> 4 4 324.3 325 325 0 0.000000 -#> 5 5 86.1 93 98 5 5.376344 -#> 6 6 45.9 46 66 20 43.478261 -#> 7 7 163.2 175 181 6 3.428571 -#> 8 8 116.1 125 133 8 6.400000 +#> 1 1 10.8 11 11 0 0.000000 +#> 2 2 7.2 8 8 0 0.000000 +#> 3 3 180.3 181 194 13 7.182320 +#> 4 4 251.7 252 252 0 0.000000 +#> 5 5 86.1 112 92 -20 -17.857143 +#> 6 6 45.9 46 56 10 21.739130 +#> 7 7 163.2 167 173 6 3.592814 +#> 8 8 116.1 122 122 0 0.000000 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 2 1 100.000000 -#> 11 11 23.1 30 29 -1 -3.333333 -#> 12 12 2.1 4 6 2 50.000000 -#> 13 13 3.3 5 5 0 0.000000 -#> 14 14 158.7 179 160 -19 -10.614525 -#> 15 15 64.5 67 82 15 22.388060 -#> 16 16 20.7 25 29 4 16.000000 +#> 10 10 0.6 1 1 0 0.000000 +#> 11 11 23.1 34 27 -7 -20.588235 +#> 12 12 2.1 5 5 0 0.000000 +#> 13 13 3.3 7 4 -3 -42.857143 +#> 14 14 158.7 178 159 -19 -10.674157 +#> 15 15 64.5 66 69 3 4.545455 +#> 16 16 20.7 28 34 6 21.428571 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 47 5 11.904762 +#> 18 18 22.5 41 34 -7 -17.073171 #> 19 19 0.6 1 2 1 100.000000 -#> 20 20 14.4 19 17 -2 -10.526316 -#> 21 21 3.9 6 5 -1 -16.666667 -#> 22 22 63.9 75 95 20 26.666667 -#> 23 23 6.3 7 12 5 71.428571 -#> 24 24 51.3 53 80 27 50.943396 -#> 25 25 137.7 138 152 14 10.144928 -#> 26 26 150.0 152 150 -2 -1.315789 -#> 27 27 74.4 75 76 1 1.333333 -#> 28 28 87.9 88 113 25 28.409091 +#> 20 20 14.4 22 27 5 22.727273 +#> 21 21 3.9 5 6 1 20.000000 +#> 22 22 63.9 72 78 6 8.333333 +#> 23 23 6.3 9 9 0 0.000000 +#> 24 24 51.3 52 58 6 11.538462 +#> 25 25 137.7 139 142 3 2.158273 +#> 26 26 150.0 150 150 0 0.000000 +#> 27 27 74.4 75 75 0 0.000000 +#> 28 28 87.9 88 98 10 11.363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.261261 -#> 2 2.000000 -#> 3 1.298819 -#> 4 1.002158 -#> 5 1.138211 -#> 6 1.437908 -#> 7 1.109069 -#> 8 1.145564 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.075984 +#> 4 1.001192 +#> 5 1.068525 +#> 6 1.220044 +#> 7 1.060049 +#> 8 1.050818 #> 9 1.666667 -#> 10 3.333333 -#> 11 1.255411 -#> 12 2.857143 -#> 13 1.515152 -#> 14 1.008192 -#> 15 1.271318 -#> 16 1.400966 +#> 10 1.666667 +#> 11 1.168831 +#> 12 2.380952 +#> 13 1.212121 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.642512 #> 17 1.428571 -#> 18 2.088889 +#> 18 1.511111 #> 19 3.333333 -#> 20 1.180556 -#> 21 1.282051 -#> 22 1.486698 -#> 23 1.904762 -#> 24 1.559454 -#> 25 1.103849 +#> 20 1.875000 +#> 21 1.538462 +#> 22 1.220657 +#> 23 1.428571 +#> 24 1.130604 +#> 25 1.031227 #> 26 1.000000 -#> 27 1.021505 -#> 28 1.285552 +#> 27 1.008065 +#> 28 1.114903 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 19 5 4 0 +#> 1 12 5 11 0 #> targets_lost #> 1 0

@@ -1549,23 +1553,22 @@

8. Run different boundary penalties bp3 = 0 t3 <- system.time({ - result3 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp3, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + result3 <- run_minpatch( + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp3, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1585,84 +1588,88 @@

8. Run different boundary penalties#> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Removed unit 418 at iteration 1 -#> Edge units found: 167 -#> Keystone units: 12 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Removed unit 229 at iteration 1 +#> Edge units found: 204 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 167 -#> Removed unit 383 at iteration 2 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 204 +#> Removed unit 198 at iteration 2 +#> Edge units found: 206 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 419 at iteration 3 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 206 +#> Removed unit 168 at iteration 3 +#> Edge units found: 208 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 420 at iteration 4 -#> Edge units found: 170 -#> Keystone units: 12 +#> Scoreable units: 208 +#> Removed unit 139 at iteration 4 +#> Edge units found: 210 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 170 -#> Removed unit 385 at iteration 5 -#> Removed unit 350 at iteration 6 -#> Unit 349 cannot be removed - adding to keystone set -#> Removed unit 351 at iteration 8 -#> Removed unit 317 at iteration 9 -#> Removed unit 283 at iteration 10 +#> Scoreable units: 210 +#> Removed unit 140 at iteration 5 +#> Removed unit 113 at iteration 6 +#> Removed unit 167 at iteration 7 +#> Removed unit 197 at iteration 8 +#> Removed unit 228 at iteration 9 +#> Removed unit 383 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 +#> Whittling iteration 400 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result3 runtime (sec):", t3[["elapsed"]], "\n") -#> result3 runtime (sec): 77.635 +#> result3 runtime (sec): 739.76 bp4 = 0.01 t4 <- system.time({ result4 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp4, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp4, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1682,82 +1689,86 @@

8. Run different boundary penalties#> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Unit 418 cannot be removed - adding to keystone set -#> Edge units found: 165 -#> Keystone units: 13 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Unit 229 cannot be removed - adding to keystone set +#> Edge units found: 202 +#> Keystone units: 5 #> New keystone units: 0 -#> Scoreable units: 165 -#> Unit 452 cannot be removed - adding to keystone set -#> Edge units found: 164 -#> Keystone units: 14 +#> Scoreable units: 202 +#> Unit 383 cannot be removed - adding to keystone set +#> Edge units found: 201 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 164 -#> Unit 453 cannot be removed - adding to keystone set -#> Edge units found: 163 -#> Keystone units: 15 +#> Scoreable units: 201 +#> Unit 385 cannot be removed - adding to keystone set +#> Edge units found: 200 +#> Keystone units: 7 #> New keystone units: 0 -#> Scoreable units: 163 -#> Unit 455 cannot be removed - adding to keystone set -#> Edge units found: 162 -#> Keystone units: 16 +#> Scoreable units: 200 +#> Unit 389 cannot be removed - adding to keystone set +#> Edge units found: 199 +#> Keystone units: 8 #> New keystone units: 0 -#> Scoreable units: 162 -#> Unit 456 cannot be removed - adding to keystone set -#> Removed unit 488 at iteration 6 -#> Unit 493 cannot be removed - adding to keystone set -#> Unit 494 cannot be removed - adding to keystone set -#> Unit 495 cannot be removed - adding to keystone set -#> Unit 528 cannot be removed - adding to keystone set +#> Scoreable units: 199 +#> Unit 421 cannot be removed - adding to keystone set +#> Unit 422 cannot be removed - adding to keystone set +#> Unit 423 cannot be removed - adding to keystone set +#> Removed unit 502 at iteration 8 +#> Unit 563 cannot be removed - adding to keystone set +#> Unit 605 cannot be removed - adding to keystone set #> Whittling iteration 100 -#> No more edge units to consider - terminating +#> Whittling iteration 200 +#> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result4 runtime (sec):", t4[["elapsed"]], "\n") -#> result4 runtime (sec): 64.826 +#> result4 runtime (sec): 661.92 bp5 = 1 t5 <- system.time({ result5 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp5, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp5, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1777,62 +1788,67 @@

8. Run different boundary penalties#> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Unit 418 cannot be removed - adding to keystone set -#> Edge units found: 165 -#> Keystone units: 13 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Unit 229 cannot be removed - adding to keystone set +#> Edge units found: 202 +#> Keystone units: 5 #> New keystone units: 0 -#> Scoreable units: 165 -#> Unit 452 cannot be removed - adding to keystone set -#> Edge units found: 164 -#> Keystone units: 14 +#> Scoreable units: 202 +#> Unit 383 cannot be removed - adding to keystone set +#> Edge units found: 201 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 164 -#> Unit 453 cannot be removed - adding to keystone set -#> Edge units found: 163 -#> Keystone units: 15 +#> Scoreable units: 201 +#> Unit 385 cannot be removed - adding to keystone set +#> Edge units found: 200 +#> Keystone units: 7 #> New keystone units: 0 -#> Scoreable units: 163 -#> Unit 455 cannot be removed - adding to keystone set -#> Edge units found: 162 -#> Keystone units: 16 +#> Scoreable units: 200 +#> Unit 389 cannot be removed - adding to keystone set +#> Edge units found: 199 +#> Keystone units: 8 #> New keystone units: 0 -#> Scoreable units: 162 -#> Unit 456 cannot be removed - adding to keystone set -#> Unit 488 cannot be removed - adding to keystone set -#> Unit 493 cannot be removed - adding to keystone set -#> Unit 494 cannot be removed - adding to keystone set -#> Unit 495 cannot be removed - adding to keystone set -#> Unit 528 cannot be removed - adding to keystone set +#> Scoreable units: 199 +#> Unit 421 cannot be removed - adding to keystone set +#> Unit 422 cannot be removed - adding to keystone set +#> Unit 423 cannot be removed - adding to keystone set +#> Unit 502 cannot be removed - adding to keystone set +#> Unit 563 cannot be removed - adding to keystone set +#> Unit 605 cannot be removed - adding to keystone set #> Whittling iteration 100 +#> Whittling iteration 200 #> No more edge units to consider - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result5 runtime (sec):", t5[["elapsed"]], "\n") -#> result5 runtime (sec): 69.494 +#> result5 runtime (sec): 672

9. Interpreting MinPatch with boundary penalties outcomes @@ -1844,20 +1860,18 @@

9.1 Selected planni with the baseline solution. All runs used a minimum patch size of 5× the median PU area.

-boundary_penalties <- c(bp3, bp4, bp5)
-boundary_results <- list(result3, result4, result5)
-
-plot_solution_grid(
-  results = boundary_results,
-  get_solution_fun = get_solution_with_solution1,
-  subtitle_values = boundary_penalties,
-  title_prefix = "Boundary penalty = ",
-  value_label_fun = function(x) format(x, scientific = FALSE, trim = TRUE),
-  include_baseline = TRUE,
-  baseline_solution = s_base,
-  baseline_title = "Baseline (prioritizr)",
+patchwork::wrap_plots(
+  plot_prioritizr(s_base, col = "solution_1", title = "Baseline (prioritizr)"),
+  plot_prioritizr(result3$solution, col = "minpatch",
+                  title = paste0("Boundary penalty: ", bp3)),
+  plot_prioritizr(result4$solution, col = "minpatch",
+                  title = paste0("Boundary penalty: ", bp4)),
+  plot_prioritizr(result5$solution, col = "minpatch",
+                  title = paste0("Boundary penalty: ", bp5)),
+  guides = "collect",
   ncol = 2
-)
+) & + theme(legend.position = "bottom")

@@ -1939,34 +1953,34 @@

9.2 Groups summary table (all runs) -453 +452 -407796.3 +406896.1 -33767.14 +32136.10 -146 +129 -22 +21 -1800.43 +900.21 -407796.3 +406896.1 0.0 -407796.3 +406896.1 -0.2 +0.9 @@ -1980,34 +1994,34 @@

9.2 Groups summary table (all runs) -456 +452 -410496.9 +406896.1 -17458.62 +18403.20 -23 +28 -23 +28 5401.28 -410496.9 +406896.1 0.0 -410496.9 +406896.1 -77.6 +739.8 @@ -2021,34 +2035,34 @@

9.2 Groups summary table (all runs) -680 +771 -612144.6 +694063.9 -11338.61 +13790.75 -12 +13 -12 +13 -7651.81 +5401.28 -612144.6 +694063.9 -95679.2 +114657.4 -707823.8 +808721.2 -64.8 +661.9 @@ -2062,34 +2076,34 @@

9.2 Groups summary table (all runs) -703 +792 -632849.4 +712968.4 -12717.51 +15047.04 -12 +13 -12 +13 8101.91 -632849.4 +712968.4 -10931927.1 +12722025.3 -11564776.6 +13434993.7 -69.5 +672.0 @@ -2128,28 +2142,28 @@

9.4 Individual summaries (per run)minpatch_runtimes <- c(t3[["elapsed"]], t4[["elapsed"]], t5[["elapsed"]]) for (i in seq_along(minpatch_results_bp)) { - + result <- minpatch_results_bp[[i]] bp <- boundary_penalties[i] runtime_sec <- minpatch_runtimes[i] - + cat("\n\n## Scenario: MinPatch with boundary penalty = ", format(bp, scientific = TRUE), "\n\n", sep = "") - + if (!is.na(runtime_sec)) { cat("**Runtime:** ", sprintf("%.2f", runtime_sec), " seconds\n\n", sep = "") } - + cat("**MinPatch processing summary**\n\n") print_minpatch_summary(result) - + comparison <- compare_solutions(result) - + cat("\n**Overall solution comparison**\n\n") print(comparison$overall) - + cat("\n**Feature-level area comparison**\n\n") print(comparison$features) - + cat("\n**Feature change summary**\n\n") print(comparison$summary) } @@ -2157,28 +2171,28 @@

9.4 Individual summaries (per run)#> #> ## Scenario: MinPatch with boundary penalty = 0e+00 #> -#> **Runtime:** 77.63 seconds +#> **Runtime:** 739.76 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 23 (valid: 23) -#> Area change: 2700637750.93 (0.7%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 28 (valid: 28) +#> Area change: 0.00 (0.0%) #> #> Cost Breakdown: -#> Planning unit cost: 410496.94 +#> Planning unit cost: 406896.09 #> Boundary cost: 0.00 -#> Total cost: 410496.94 -#> Selected units: 456 +#> Total cost: 406896.09 +#> Selected units: 452 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.376 +#> Mean proportion: 0.395 #> Total shortfall: 0.00 #> #> @@ -2187,146 +2201,146 @@

9.4 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 456.0 3 -#> 2 Total Area 407796300391.2 410496938142.2 2700637751 -#> 3 Number of Patches 146.0 23.0 -123 -#> 4 Valid Patches (>= min size) 22.0 23.0 1 -#> 5 Median Patch Size 1800425167.3 5401275501.9 3600850335 -#> 6 Planning Unit Cost 410496.9 410496.9 0 +#> 1 Selected Planning Units 452.0 452.0 0 +#> 2 Total Area 406896087807.6 406896087807.6 0 +#> 3 Number of Patches 129.0 28.0 -101 +#> 4 Valid Patches (>= min size) 21.0 28.0 7 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 406896.1 406896.1 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 410496.9 410496.9 0 +#> 8 Total Cost 406896.1 406896.1 0 #> Percent_Change -#> 1 0.6622517 -#> 2 0.6622517 -#> 3 -84.2465753 -#> 4 4.5454545 -#> 5 200.0000000 -#> 6 0.0000000 +#> 1 0.00000 +#> 2 0.00000 +#> 3 -78.29457 +#> 4 33.33333 +#> 5 500.00000 +#> 6 0.00000 #> 7 NA -#> 8 0.0000000 +#> 8 0.00000 #> #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 7 2 40.0000000 -#> 3 3 110.1 111 112 1 0.9009009 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 59 13 28.2608696 -#> 7 7 163.2 175 178 3 1.7142857 -#> 8 8 116.1 125 123 -2 -1.6000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 8 0 0.0000000 +#> 3 3 180.3 181 181 0 0.0000000 +#> 4 4 251.7 252 252 0 0.0000000 +#> 5 5 86.1 112 89 -23 -20.5357143 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 178 11 6.5868263 +#> 8 8 116.1 122 120 -2 -1.6393443 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 1 0 0.0000000 -#> 11 11 23.1 30 28 -2 -6.6666667 -#> 12 12 2.1 4 3 -1 -25.0000000 -#> 13 13 3.3 5 4 -1 -20.0000000 -#> 14 14 158.7 179 171 -8 -4.4692737 -#> 15 15 64.5 67 80 13 19.4029851 -#> 16 16 20.7 25 22 -3 -12.0000000 +#> 10 10 0.6 1 2 1 100.0000000 +#> 11 11 23.1 34 27 -7 -20.5882353 +#> 12 12 2.1 5 4 -1 -20.0000000 +#> 13 13 3.3 7 7 0 0.0000000 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 69 3 4.5454545 +#> 16 16 20.7 28 27 -1 -3.5714286 #> 17 17 2.1 3 3 0 0.0000000 -#> 18 18 22.5 42 34 -8 -19.0476190 +#> 18 18 22.5 41 32 -9 -21.9512195 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 17 -2 -10.5263158 -#> 21 21 3.9 6 6 0 0.0000000 -#> 22 22 63.9 75 91 16 21.3333333 -#> 23 23 6.3 7 8 1 14.2857143 -#> 24 24 51.3 53 67 14 26.4150943 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 25 3 13.6363636 +#> 21 21 3.9 5 4 -1 -20.0000000 +#> 22 22 63.9 72 80 8 11.1111111 +#> 23 23 6.3 9 8 -1 -11.1111111 +#> 24 24 51.3 52 54 2 3.8461538 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 92 4 4.5454545 +#> 28 28 87.9 88 89 1 1.1363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.555556 -#> 3 1.017257 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.285403 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.003882 +#> 4 1.001192 +#> 5 1.033682 +#> 6 1.132898 #> 7 1.090686 -#> 8 1.059432 +#> 8 1.033592 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.212121 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.077505 -#> 15 1.240310 -#> 16 1.062802 +#> 10 3.333333 +#> 11 1.168831 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.304348 #> 17 1.428571 -#> 18 1.511111 +#> 18 1.422222 #> 19 1.666667 -#> 20 1.180556 -#> 21 1.538462 -#> 22 1.424100 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.251956 #> 23 1.269841 -#> 24 1.306043 -#> 25 1.009441 +#> 24 1.052632 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.046644 +#> 28 1.012514 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 10 10 8 0 +#> 1 8 10 10 0 #> targets_lost #> 1 0 #> #> #> ## Scenario: MinPatch with boundary penalty = 1e-02 #> -#> **Runtime:** 64.83 seconds +#> **Runtime:** 661.92 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 12 (valid: 12) -#> Area change: 204348256487.44 (50.1%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 13 (valid: 13) +#> Area change: 287167814182.79 (70.6%) #> #> Cost Breakdown: -#> Planning unit cost: 612144.56 -#> Boundary cost: 95679.20 -#> Total cost: 707823.75 -#> Selected units: 680 +#> Planning unit cost: 694063.90 +#> Boundary cost: 114657.35 +#> Total cost: 808721.25 +#> Selected units: 771 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.452 +#> Mean proportion: 0.516 #> Total shortfall: 0.00 #> #> @@ -2335,20 +2349,20 @@

9.4 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 680.0 227 -#> 2 Total Area 407796300391.2 612144556878.7 204348256487 -#> 3 Number of Patches 146.0 12.0 -134 -#> 4 Valid Patches (>= min size) 22.0 12.0 -10 -#> 5 Median Patch Size 1800425167.3 7651806961.0 5851381794 -#> 6 Planning Unit Cost 612144.6 612144.6 0 -#> 7 Boundary Cost 95679.2 95679.2 0 -#> 8 Total Cost 707823.8 707823.8 0 +#> 1 Selected Planning Units 452.0 771.0 319 +#> 2 Total Area 406896087807.6 694063901990.4 287167814183 +#> 3 Number of Patches 129.0 13.0 -116 +#> 4 Valid Patches (>= min size) 21.0 13.0 -8 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 694063.9 694063.9 0 +#> 7 Boundary Cost 114657.4 114657.4 0 +#> 8 Total Cost 808721.3 808721.3 0 #> Percent_Change -#> 1 50.11038 -#> 2 50.11038 -#> 3 -91.78082 -#> 4 -45.45455 -#> 5 325.00000 +#> 1 70.57522 +#> 2 70.57522 +#> 3 -89.92248 +#> 4 -38.09524 +#> 5 500.00000 #> 6 0.00000 #> 7 0.00000 #> 8 0.00000 @@ -2356,125 +2370,125 @@

9.4 Individual summaries (per run)#> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.000000 -#> 2 2 4.5 5 8 3 60.000000 -#> 3 3 110.1 111 183 72 64.864865 -#> 4 4 324.3 325 477 152 46.769231 -#> 5 5 86.1 93 124 31 33.333333 -#> 6 6 45.9 46 72 26 56.521739 -#> 7 7 163.2 175 293 118 67.428571 -#> 8 8 116.1 125 160 35 28.000000 +#> 1 1 10.8 11 11 0 0.000000 +#> 2 2 7.2 8 9 1 12.500000 +#> 3 3 180.3 181 293 112 61.878453 +#> 4 4 251.7 252 458 206 81.746032 +#> 5 5 86.1 112 167 55 49.107143 +#> 6 6 45.9 46 77 31 67.391304 +#> 7 7 163.2 167 324 157 94.011976 +#> 8 8 116.1 122 179 57 46.721311 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 1 0 0.000000 -#> 11 11 23.1 30 37 7 23.333333 -#> 12 12 2.1 4 3 -1 -25.000000 -#> 13 13 3.3 5 4 -1 -20.000000 -#> 14 14 158.7 179 287 108 60.335196 -#> 15 15 64.5 67 87 20 29.850746 -#> 16 16 20.7 25 24 -1 -4.000000 +#> 10 10 0.6 1 2 1 100.000000 +#> 11 11 23.1 34 38 4 11.764706 +#> 12 12 2.1 5 4 -1 -20.000000 +#> 13 13 3.3 7 7 0 0.000000 +#> 14 14 158.7 178 280 102 57.303371 +#> 15 15 64.5 66 91 25 37.878788 +#> 16 16 20.7 28 30 2 7.142857 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 35 -7 -16.666667 +#> 18 18 22.5 41 38 -3 -7.317073 #> 19 19 0.6 1 1 0 0.000000 -#> 20 20 14.4 19 16 -3 -15.789474 -#> 21 21 3.9 6 6 0 0.000000 -#> 22 22 63.9 75 109 34 45.333333 -#> 23 23 6.3 7 9 2 28.571429 -#> 24 24 51.3 53 84 31 58.490566 -#> 25 25 137.7 138 146 8 5.797101 -#> 26 26 150.0 152 270 118 77.631579 -#> 27 27 74.4 75 105 30 40.000000 -#> 28 28 87.9 88 159 71 80.681818 +#> 20 20 14.4 22 23 1 4.545455 +#> 21 21 3.9 5 4 -1 -20.000000 +#> 22 22 63.9 72 109 37 51.388889 +#> 23 23 6.3 9 12 3 33.333333 +#> 24 24 51.3 52 89 37 71.153846 +#> 25 25 137.7 139 165 26 18.705036 +#> 26 26 150.0 150 255 105 70.000000 +#> 27 27 74.4 75 177 102 136.000000 +#> 28 28 87.9 88 174 86 97.727273 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.777778 -#> 3 1.662125 -#> 4 1.470860 -#> 5 1.440186 -#> 6 1.568627 -#> 7 1.795343 -#> 8 1.378122 +#> 1 1.018519 +#> 2 1.250000 +#> 3 1.625069 +#> 4 1.819627 +#> 5 1.939605 +#> 6 1.677560 +#> 7 1.985294 +#> 8 1.541774 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.601732 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.808444 -#> 15 1.348837 -#> 16 1.159420 +#> 10 3.333333 +#> 11 1.645022 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.764335 +#> 15 1.410853 +#> 16 1.449275 #> 17 1.428571 -#> 18 1.555556 +#> 18 1.688889 #> 19 1.666667 -#> 20 1.111111 -#> 21 1.538462 +#> 20 1.597222 +#> 21 1.025641 #> 22 1.705790 -#> 23 1.428571 -#> 24 1.637427 -#> 25 1.060276 -#> 26 1.800000 -#> 27 1.411290 -#> 28 1.808874 +#> 23 1.904762 +#> 24 1.734893 +#> 25 1.198257 +#> 26 1.700000 +#> 27 2.379032 +#> 28 1.979522 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 17 5 6 0 +#> 1 20 3 5 0 #> targets_lost #> 1 0 #> #> #> ## Scenario: MinPatch with boundary penalty = 1e+00 #> -#> **Runtime:** 69.49 seconds +#> **Runtime:** 672.00 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 12 (valid: 12) -#> Area change: 225053145911.28 (55.2%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 13 (valid: 13) +#> Area change: 306072278439.34 (75.2%) #> #> Cost Breakdown: -#> Planning unit cost: 632849.45 -#> Boundary cost: 10931927.12 -#> Total cost: 11564776.56 -#> Selected units: 703 +#> Planning unit cost: 712968.37 +#> Boundary cost: 12722025.33 +#> Total cost: 13434993.69 +#> Selected units: 792 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.468 +#> Mean proportion: 0.537 #> Total shortfall: 0.00 #> #> @@ -2483,20 +2497,20 @@

9.4 Individual summaries (per run)#> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 703.0 250 -#> 2 Total Area 407796300391.2 632849446302.5 225053145911 -#> 3 Number of Patches 146.0 12.0 -134 -#> 4 Valid Patches (>= min size) 22.0 12.0 -10 -#> 5 Median Patch Size 1800425167.3 8101913252.8 6301488086 -#> 6 Planning Unit Cost 632849.4 632849.4 0 -#> 7 Boundary Cost 10931927.1 10931927.1 0 -#> 8 Total Cost 11564776.6 11564776.6 0 +#> 1 Selected Planning Units 452.0 792.0 340 +#> 2 Total Area 406896087807.6 712968366246.9 306072278439 +#> 3 Number of Patches 129.0 13.0 -116 +#> 4 Valid Patches (>= min size) 21.0 13.0 -8 +#> 5 Median Patch Size 900212583.6 8101913252.8 7201700669 +#> 6 Planning Unit Cost 712968.4 712968.4 0 +#> 7 Boundary Cost 12722025.3 12722025.3 0 +#> 8 Total Cost 13434993.7 13434993.7 0 #> Percent_Change -#> 1 55.18764 -#> 2 55.18764 -#> 3 -91.78082 -#> 4 -45.45455 -#> 5 350.00000 +#> 1 75.22124 +#> 2 75.22124 +#> 3 -89.92248 +#> 4 -38.09524 +#> 5 800.00000 #> 6 0.00000 #> 7 0.00000 #> 8 0.00000 @@ -2504,97 +2518,97 @@

9.4 Individual summaries (per run)#> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 13 1 8.333333 -#> 2 2 4.5 5 9 4 80.000000 -#> 3 3 110.1 111 183 72 64.864865 -#> 4 4 324.3 325 498 173 53.230769 -#> 5 5 86.1 93 127 34 36.559140 -#> 6 6 45.9 46 74 28 60.869565 -#> 7 7 163.2 175 302 127 72.571429 -#> 8 8 116.1 125 169 44 35.200000 +#> 1 1 10.8 11 12 1 9.090909 +#> 2 2 7.2 8 13 5 62.500000 +#> 3 3 180.3 181 301 120 66.298343 +#> 4 4 251.7 252 466 214 84.920635 +#> 5 5 86.1 112 171 59 52.678571 +#> 6 6 45.9 46 79 33 71.739130 +#> 7 7 163.2 167 333 166 99.401198 +#> 8 8 116.1 122 181 59 48.360656 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 1 0 0.000000 -#> 11 11 23.1 30 37 7 23.333333 -#> 12 12 2.1 4 3 -1 -25.000000 -#> 13 13 3.3 5 4 -1 -20.000000 -#> 14 14 158.7 179 296 117 65.363128 -#> 15 15 64.5 67 90 23 34.328358 -#> 16 16 20.7 25 25 0 0.000000 +#> 10 10 0.6 1 2 1 100.000000 +#> 11 11 23.1 34 40 6 17.647059 +#> 12 12 2.1 5 4 -1 -20.000000 +#> 13 13 3.3 7 7 0 0.000000 +#> 14 14 158.7 178 284 106 59.550562 +#> 15 15 64.5 66 96 30 45.454545 +#> 16 16 20.7 28 32 4 14.285714 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 38 -4 -9.523810 +#> 18 18 22.5 41 38 -3 -7.317073 #> 19 19 0.6 1 1 0 0.000000 -#> 20 20 14.4 19 18 -1 -5.263158 -#> 21 21 3.9 6 6 0 0.000000 -#> 22 22 63.9 75 111 36 48.000000 -#> 23 23 6.3 7 10 3 42.857143 -#> 24 24 51.3 53 85 32 60.377358 -#> 25 25 137.7 138 154 16 11.594203 -#> 26 26 150.0 152 276 124 81.578947 -#> 27 27 74.4 75 110 35 46.666667 -#> 28 28 87.9 88 163 75 85.227273 +#> 20 20 14.4 22 25 3 13.636364 +#> 21 21 3.9 5 4 -1 -20.000000 +#> 22 22 63.9 72 117 45 62.500000 +#> 23 23 6.3 9 14 5 55.555556 +#> 24 24 51.3 52 93 41 78.846154 +#> 25 25 137.7 139 170 31 22.302158 +#> 26 26 150.0 150 267 117 78.000000 +#> 27 27 74.4 75 179 104 138.666667 +#> 28 28 87.9 88 176 88 100.000000 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.171171 -#> 2 2.000000 -#> 3 1.662125 -#> 4 1.535615 -#> 5 1.475029 -#> 6 1.612200 -#> 7 1.850490 -#> 8 1.455642 +#> 1 1.111111 +#> 2 1.805556 +#> 3 1.669440 +#> 4 1.851410 +#> 5 1.986063 +#> 6 1.721133 +#> 7 2.040441 +#> 8 1.559001 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.601732 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.865154 -#> 15 1.395349 -#> 16 1.207729 +#> 10 3.333333 +#> 11 1.731602 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.789540 +#> 15 1.488372 +#> 16 1.545894 #> 17 1.428571 #> 18 1.688889 #> 19 1.666667 -#> 20 1.250000 -#> 21 1.538462 -#> 22 1.737089 -#> 23 1.587302 -#> 24 1.656920 -#> 25 1.118373 -#> 26 1.840000 -#> 27 1.478495 -#> 28 1.854380 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.830986 +#> 23 2.222222 +#> 24 1.812865 +#> 25 1.234568 +#> 26 1.780000 +#> 27 2.405914 +#> 28 2.002275 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 18 4 6 0 +#> 1 21 3 4 0 #> targets_lost #> 1 0

diff --git a/docs/articles/minpatch-oceandatr-Seychelles.md b/docs/articles/minpatch-oceandatr-Seychelles.md index 3886493..66c14e3 100644 --- a/docs/articles/minpatch-oceandatr-Seychelles.md +++ b/docs/articles/minpatch-oceandatr-Seychelles.md @@ -1,4 +1,4 @@ -# Using minpatch to reduce fragmentation in a marine planning region (Seychelles) +# Reducing protected area fragmentation in the Seychelles: A Case Study ## 1. Introduction @@ -42,25 +42,23 @@ solutions. ### 2.1 Load packages ``` r - +library(minpatch) library(oceandatr) library(terra) library(sf) library(dplyr) library(ggplot2) -library(patchwork) -library(prioritizr) -#library(minpatch) -devtools::load_all() library(purrr) +library(stringr) library(tibble) +library(patchwork) +library(prioritizr) library(kableExtra) library(tmap) -library(stringr) set.seed(123) -# Note: oceandatr requires an up-to-date version of curl for data downloads -# install.packages("curl") -# packageVersion("curl") + +build_dir <- file.path(getwd(), "_build") +dir.create(build_dir, showWarnings = FALSE, recursive = TRUE) ``` ### 2.2 Seychelles EEZ as the planning region @@ -71,7 +69,6 @@ from `oceandatr` to obtain the Seychelles Exclusive Economic zone (EEZ). This defines our marine planning domain. ``` r - Seychelles_eez <- get_boundary(name = "Seychelles") # plot to check we have Seychelles' EEZ @@ -89,7 +86,6 @@ We reproject the planning region into an equal-area projection to ensure that area- and distance-based calculations are meaningful. ``` r - # use sf::st_bbox to get the bounding box coordinates (in lon/lat) #sf::st_bbox(Seychelles_eez) @@ -108,7 +104,6 @@ We now create a grid over the EEZ. To keep runtime moderate, we use a fairly coarse resolution. Our units will be in meters. ``` r - # check which units to use # sf::st_crs(projection_Seychelles, # parameters = TRUE)$units_gdal @@ -143,7 +138,6 @@ Each *cell* of `Seychelles_grid` is a planning unit. To build a grid: ``` r - # convert grid to sf polygons as minpatch only works with sf Seychelles_pu <- Seychelles_grid %>% stars::st_as_stars() %>% @@ -160,15 +154,10 @@ Seychelles_pu <- Seychelles_grid %>% We will use a set of features available on `oceandatr`: - bathymetric depth zones - - geomorphology - seafloor features (banks, ridges, etc.) - - knolls - - seamounts - - coral habitat - - environmental zones - clusters of environmental conditions ### 3.1 Prepare feature stack @@ -176,13 +165,14 @@ We will use a set of features available on `oceandatr`: These layers can easily be obtained using the `get_features` function. ``` r - # set seed for reproducibility in the get_enviro_zones() sampling to find optimal cluster number set.seed(500) feature_set <- get_features(spatial_grid = Seychelles_grid) %>% remove_empty_layers() - + +saveRDS(feature_set, file = file.path(build_dir, "feature_set.rds")) + # tidy up feature data names for nicer mapping names(feature_set) <- gsub("_", " ", names(feature_set)) %>% stringr::str_to_sentence() ``` @@ -193,7 +183,6 @@ Features are visualised with **tmap**. Planning units are coloured *blue* where a feature is present and *grey* where it is absent. ``` r - names(feature_set) <- names(feature_set) %>% gsub("_", " ", .) %>% stringr::str_to_sentence() @@ -239,7 +228,6 @@ stack into sf. Afterwards, we put features and the grid as one data table. ``` r - # features to sf features <- feature_set %>% stars::st_as_stars() %>% # convert data to sf @@ -265,14 +253,11 @@ We now build a simple minimum-set problem using `prioritizr`, with equal-weight features and a uniform target of 30% for each feature. ``` r - # build the problem using sf planning units + feature columns -p_base <- - prioritizr::problem( - x = Seychelles_sf, - features = feature_set, - cost_column = "cost" - ) %>% +p_base <- prioritizr::problem( + x = Seychelles_sf, + features = feature_set, + cost_column = "cost") %>% add_min_set_objective() %>% add_relative_targets(0.30) %>% # 30% of each feature add_binary_decisions() %>% @@ -282,7 +267,7 @@ p_base #> A conservation problem () #> ├•data - #> │├•features: "Continental shelf", "Upper bathyal", "Lower bathyal", "Abyssal", … (28 total) + #> │├•features: "Epipelagic", "Mesopelagic", "Bathypelagic", "Abyssopelagic", … (28 total) #> │└•planning units: #> │ ├•data: (1500 total) #> │ ├•costs: continuous values (between 900.2126 and 900.2126) @@ -305,7 +290,6 @@ We then solve this baseline problem without any fragmentation controls and use it as a reference for the MinPatch experiments. ``` r - # solve the baseline problem t_base <- system.time({ s_base <- solve(p_base) @@ -334,7 +318,6 @@ defines the spatial search distance used by MinPatch to identify neighbouring planning units when forming, expanding, or merging patches. ``` r - # median planning-unit area (m² and km²) median_pu_area_m2 <- median(st_area(Seychelles_sf)) median_pu_area_km2 <- median_pu_area_m2 / 1e6 @@ -407,34 +390,33 @@ different multipliers. Each run starts from the same `prioritizr` solution but applies different constraints on minimum patch size. ``` r - minpatch_results <- vector("list", length(patch_sizes_m2)) minpatch_times <- numeric(length(patch_sizes_m2)) for (i in seq_along(patch_sizes_m2)) { -cat("\n============================================\n") -cat("Running MinPatch with min patch area ~", - round(patch_sizes_km2[i], 2), "km^2 (", - multipliers[i], "x median PU)\n") -cat("============================================\n") + cat("\n============================================\n") + cat("Running MinPatch with min patch area ~", + round(patch_sizes_km2[i], 2), "km^2 (", + multipliers[i], "x median PU)\n") + cat("============================================\n") # time the MinPatch run t_mp <- system.time({ - minpatch_results[[i]] <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = patch_sizes_m2[i], - patch_radius = patch_radius, - boundary_penalty = 0, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE - ) + minpatch_results[[i]] <- run_minpatch( + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = patch_sizes_m2[i], + patch_radius = patch_radius, + boundary_penalty = 0, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) - + # store elapsed time (seconds) minpatch_times[i] <- t_mp[["elapsed"]] } @@ -444,9 +426,8 @@ cat("============================================\n") #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -466,59 +447,64 @@ cat("============================================\n") #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Removed unit 418 at iteration 1 -#> Edge units found: 167 -#> Keystone units: 12 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Removed unit 229 at iteration 1 +#> Edge units found: 204 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 167 -#> Removed unit 383 at iteration 2 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 204 +#> Removed unit 198 at iteration 2 +#> Edge units found: 206 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 419 at iteration 3 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 206 +#> Removed unit 168 at iteration 3 +#> Edge units found: 208 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 420 at iteration 4 -#> Edge units found: 170 -#> Keystone units: 12 +#> Scoreable units: 208 +#> Removed unit 139 at iteration 4 +#> Edge units found: 210 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 170 -#> Removed unit 385 at iteration 5 -#> Removed unit 350 at iteration 6 -#> Unit 349 cannot be removed - adding to keystone set -#> Removed unit 351 at iteration 8 -#> Removed unit 317 at iteration 9 -#> Removed unit 283 at iteration 10 +#> Scoreable units: 210 +#> Removed unit 140 at iteration 5 +#> Removed unit 113 at iteration 6 +#> Removed unit 167 at iteration 7 +#> Removed unit 197 at iteration 8 +#> Removed unit 228 at iteration 9 +#> Removed unit 383 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 +#> Whittling iteration 400 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! @@ -528,9 +514,8 @@ cat("============================================\n") #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -550,62 +535,63 @@ cat("============================================\n") #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 24 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 24 -#> Found 1369 potential patches with scores -#> Best score: 0.00009068137 for unit 1456 +#> Initial unmet targets: 25 +#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 25 +#> Found 1306 potential patches with scores +#> Best score: 0.0001083861 for unit 1456 #> Added patch centered on unit 1456 #> Iteration 2 - Unmet targets: 16 -#> Found 1188 potential patches with scores -#> Best score: 0.00008346697 for unit 1035 +#> Found 1152 potential patches with scores +#> Best score: 0.0000878979 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 3 - Unmet targets: 8 -#> Found 1102 potential patches with scores -#> Best score: 0.00005543891 for unit 916 -#> Added patch centered on unit 916 -#> Iteration 4 - Unmet targets: 6 -#> Found 1025 potential patches with scores -#> Best score: 0.00004289114 for unit 1 -#> Added patch centered on unit 1 -#> Iteration 5 - Unmet targets: 1 -#> Found 480 potential patches with scores -#> Best score: 0.0000104797 for unit 484 -#> Added patch centered on unit 484 +#> Iteration 3 - Unmet targets: 10 +#> Found 1065 potential patches with scores +#> Best score: 0.00006552192 for unit 857 +#> Added patch centered on unit 857 +#> Iteration 4 - Unmet targets: 7 +#> Found 994 potential patches with scores +#> Best score: 0.00004788141 for unit 519 +#> Added patch centered on unit 519 +#> Iteration 5 - Unmet targets: 2 +#> Found 864 potential patches with scores +#> Best score: 0.00001882794 for unit 1435 +#> Added patch centered on unit 1435 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 151 +#> Edge units found: 178 #> Keystone units: 0 -#> New keystone units: 1 -#> Scoreable units: 150 -#> Removed unit 172 at iteration 1 -#> Edge units found: 151 -#> Keystone units: 1 +#> New keystone units: 10 +#> Scoreable units: 168 +#> Removed unit 1171 at iteration 1 +#> Edge units found: 169 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 151 -#> Removed unit 143 at iteration 2 -#> Edge units found: 153 -#> Keystone units: 1 +#> Scoreable units: 169 +#> Removed unit 1172 at iteration 2 +#> Edge units found: 169 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 153 -#> Removed unit 142 at iteration 3 -#> Edge units found: 154 -#> Keystone units: 1 +#> Scoreable units: 169 +#> Removed unit 1215 at iteration 3 +#> Edge units found: 170 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 154 -#> Removed unit 115 at iteration 4 -#> Edge units found: 155 -#> Keystone units: 1 +#> Scoreable units: 170 +#> Removed unit 1217 at iteration 4 +#> Edge units found: 170 +#> Keystone units: 10 #> New keystone units: 0 -#> Scoreable units: 155 -#> Removed unit 114 at iteration 5 -#> Removed unit 171 at iteration 6 -#> Removed unit 173 at iteration 7 -#> Removed unit 181 at iteration 8 -#> Removed unit 182 at iteration 9 -#> Removed unit 183 at iteration 10 +#> Scoreable units: 170 +#> Removed unit 1253 at iteration 5 +#> Removed unit 1289 at iteration 6 +#> Removed unit 1290 at iteration 7 +#> Removed unit 1291 at iteration 8 +#> Removed unit 1292 at iteration 9 +#> Removed unit 1199 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 +#> Whittling iteration 300 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! @@ -615,9 +601,8 @@ cat("============================================\n") #> ============================================ #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -638,64 +623,63 @@ cat("============================================\n") #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... #> Initial unmet targets: 26 -#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28 +#> Unmet feature IDs: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28 #> Iteration 1 - Unmet targets: 26 -#> Found 1433 potential patches with scores -#> Best score: 0.00008005606 for unit 1467 -#> Added patch centered on unit 1467 -#> Iteration 2 - Unmet targets: 21 -#> Found 1266 potential patches with scores -#> Best score: 0.00006988945 for unit 684 +#> Found 1398 potential patches with scores +#> Best score: 0.00009160525 for unit 1456 +#> Added patch centered on unit 1456 +#> Iteration 2 - Unmet targets: 18 +#> Found 1218 potential patches with scores +#> Best score: 0.00006776194 for unit 684 #> Added patch centered on unit 684 -#> Iteration 3 - Unmet targets: 11 -#> Found 1103 potential patches with scores -#> Best score: 0.00005433364 for unit 916 -#> Added patch centered on unit 916 -#> Iteration 4 - Unmet targets: 8 -#> Found 1026 potential patches with scores -#> Best score: 0.00004598478 for unit 965 -#> Added patch centered on unit 965 -#> Iteration 5 - Unmet targets: 3 -#> Found 906 potential patches with scores -#> Best score: 0.00001719904 for unit 749 -#> Added patch centered on unit 749 +#> Iteration 3 - Unmet targets: 7 +#> Found 1055 potential patches with scores +#> Best score: 0.00005717078 for unit 857 +#> Added patch centered on unit 857 +#> Iteration 4 - Unmet targets: 4 +#> Found 984 potential patches with scores +#> Best score: 0.00002360005 for unit 1086 +#> Added patch centered on unit 1086 +#> Iteration 5 - Unmet targets: 2 +#> Found 886 potential patches with scores +#> Best score: 0.00001501147 for unit 593 +#> Added patch centered on unit 593 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 105 +#> Edge units found: 108 #> Keystone units: 0 -#> New keystone units: 3 +#> New keystone units: 6 #> Scoreable units: 102 -#> Removed unit 171 at iteration 1 +#> Removed unit 173 at iteration 1 #> Edge units found: 102 -#> Keystone units: 3 +#> Keystone units: 6 #> New keystone units: 0 #> Scoreable units: 102 -#> Removed unit 172 at iteration 2 +#> Removed unit 174 at iteration 2 #> Edge units found: 103 -#> Keystone units: 3 +#> Keystone units: 6 #> New keystone units: 0 #> Scoreable units: 103 -#> Removed unit 173 at iteration 3 -#> Edge units found: 104 -#> Keystone units: 3 +#> Removed unit 175 at iteration 3 +#> Edge units found: 105 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 104 -#> Removed unit 174 at iteration 4 -#> Edge units found: 106 -#> Keystone units: 3 +#> Scoreable units: 105 +#> Removed unit 176 at iteration 4 +#> Edge units found: 107 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 106 -#> Removed unit 175 at iteration 5 -#> Removed unit 176 at iteration 6 -#> Removed unit 177 at iteration 7 -#> Removed unit 178 at iteration 8 -#> Removed unit 149 at iteration 9 -#> Removed unit 150 at iteration 10 +#> Scoreable units: 107 +#> Removed unit 177 at iteration 5 +#> Removed unit 178 at iteration 6 +#> Removed unit 149 at iteration 7 +#> Removed unit 150 at iteration 8 +#> Removed unit 123 at iteration 9 +#> Removed unit 124 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 #> Whittling iteration 400 -#> Whittling iteration 500 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! @@ -703,6 +687,9 @@ cat("============================================\n") # name the outputs names(minpatch_results) <- paste0("minpatch_", multipliers, "x") names(minpatch_times) <- paste0("minpatch_", multipliers, "x") + +saveRDS(minpatch_results, file = file.path(build_dir, "minpatch_results.rds")) +saveRDS(minpatch_times, file = file.path(build_dir, "minpatch_times.rds")) ``` ## 7. Interpreting MinPatch outcomes @@ -717,18 +704,18 @@ We start by showing the selected planning units for the baseline and each MinPatch run. ``` r - - plot_solution_grid( - results = minpatch_results, - get_solution_fun = get_solution_with_solution1, - subtitle_values = multipliers, - title_prefix = "MinPatch: ", - value_label_fun = function(x) paste0(x, "× median PU area"), - include_baseline = TRUE, - baseline_solution = s_base, - baseline_title = "Baseline (prioritizr)", - ncol = 2 - ) +patchwork::wrap_plots( + plot_prioritizr(s_base, col = "solution_1", title = "Baseline (prioritizr)"), + plot_prioritizr(minpatch_results[[1]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[1], "× median PU area")), + plot_prioritizr(minpatch_results[[2]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[2], "× median PU area")), + plot_prioritizr(minpatch_results[[3]]$solution, col = "minpatch", + title = paste0("MinPatch: ", multipliers[3], "× median PU area")), + guides = "collect", + ncol = 2 +) & + theme(legend.position = "bottom") ``` ![](minpatch-oceandatr-Seychelles_files/figure-html/minpatch-2x2-1.png) @@ -745,10 +732,10 @@ table to compare outcomes across different metrics. | scenario | Multiplier | Minimum patch size (km²) | Selected PUs | Total area (km²) | Total perimeter (km) | \# patches | Valid patches (\>= min size) | Median patch size (km²) | Total PU cost | Boundary cost | Overall cost | Runtime (s) | |:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---| -| Baseline | NA | NA | 453 | 407796.3 | 33767.14 | 146 | 22 | 1800.43 | 407796.3 | 0 | 407796.3 | 0.2 | -| MinPatch ×5 | 5 | 4501.06 | 456 | 410496.9 | 17458.62 | 23 | 23 | 5401.28 | 410496.9 | 0 | 410496.9 | 77.6 | -| MinPatch ×10 | 10 | 9002.13 | 466 | 419499.1 | 14992.65 | 11 | 11 | 9902.34 | 419499.1 | 0 | 419499.1 | 90.0 | -| MinPatch ×20 | 20 | 18004.25 | 491 | 442004.4 | 18895.37 | 11 | 11 | 22505.31 | 442004.4 | 0 | 442004.4 | 128.4 | +| Baseline | NA | NA | 452 | 406896.1 | 32136.10 | 129 | 21 | 900.21 | 406896.1 | 0 | 406896.1 | 0.9 | +| MinPatch ×5 | 5 | 4501.06 | 452 | 406896.1 | 18403.20 | 28 | 28 | 5401.28 | 406896.1 | 0 | 406896.1 | 768.8 | +| MinPatch ×10 | 10 | 9002.13 | 476 | 428501.2 | 16438.91 | 15 | 15 | 9902.34 | 428501.2 | 0 | 428501.2 | 706.5 | +| MinPatch ×20 | 20 | 18004.25 | 465 | 418598.8 | 14642.11 | 8 | 8 | 32857.76 | 418598.8 | 0 | 418598.8 | 767.5 | Once MinPatch is applied, the solution becomes less fragmented: as the multiplier increases, the number of patches decreases and the remaining @@ -762,15 +749,14 @@ MinPatch reshapes the solution to meet minimum patch sizes and cut fragmentation. ``` r - # Create plots for each minpatch run and arrange them with patchwork plot_list <- purrr::map2( minpatch_results, multipliers, ~ plot_minpatch( - .x, - title = paste0("Patch size x", .y) - ) + .x, + title = paste0("Patch size x", .y) + ) ) patchwork::wrap_plots( plotlist = plot_list, @@ -798,7 +784,6 @@ truly contiguous area, avoid corner-only links, and tend to form more compact patch units. ``` r - for (m in c(5, 10, 20)) { print(minpatch::plot_patch_validity( multiplier = m, @@ -808,16 +793,16 @@ for (m in c(5, 10, 20)) { do_snap = FALSE )) } -#> MinPatch 5x: 23 patches | 23 valid | 0 invalid (threshold = 4501.063 km²) | snap = FALSE +#> MinPatch 5x: 28 patches | 28 valid | 0 invalid (threshold = 4501.063 km²) | snap = FALSE ``` ![](minpatch-oceandatr-Seychelles_files/figure-html/patch-labelled-maps-1.png) - #> MinPatch 10x: 11 patches | 11 valid | 0 invalid (threshold = 9002.126 km²) | snap = FALSE + #> MinPatch 10x: 15 patches | 15 valid | 0 invalid (threshold = 9002.126 km²) | snap = FALSE ![](minpatch-oceandatr-Seychelles_files/figure-html/patch-labelled-maps-2.png) - #> MinPatch 20x: 11 patches | 11 valid | 0 invalid (threshold = 18004.25 km²) | snap = FALSE + #> MinPatch 20x: 8 patches | 8 valid | 0 invalid (threshold = 18004.25 km²) | snap = FALSE ![](minpatch-oceandatr-Seychelles_files/figure-html/patch-labelled-maps-3.png) @@ -830,29 +815,28 @@ information such as feature level area comparison and feature change summaries. ``` r - for (i in seq_along(minpatch_results)) { - + result <- minpatch_results[[i]] factor_val <- multipliers[i] - + cat("\n\n## Scenario: MinPatch with min patch size = ", factor_val, " × median PU area\n\n", sep = "") - + # MinPatch summary (if it prints text) cat("**MinPatch processing summary**\n\n") print_minpatch_summary(result) - + comparison <- compare_solutions(result) - + cat("\n**Overall solution comparison**\n\n") -print(comparison$overall) - + print(comparison$overall) + cat("\n**Feature-level area comparison**\n\n") -print(comparison$features) - + print(comparison$features) + cat("\n**Feature change summary**\n\n") -print(comparison$summary) + print(comparison$summary) } #> #> @@ -863,21 +847,21 @@ print(comparison$summary) #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 23 (valid: 23) -#> Area change: 2700637750.93 (0.7%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 28 (valid: 28) +#> Area change: 0.00 (0.0%) #> #> Cost Breakdown: -#> Planning unit cost: 410496.94 +#> Planning unit cost: 406896.09 #> Boundary cost: 0.00 -#> Total cost: 410496.94 -#> Selected units: 456 +#> Total cost: 406896.09 +#> Selected units: 452 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.376 +#> Mean proportion: 0.395 #> Total shortfall: 0.00 #> #> @@ -886,118 +870,118 @@ print(comparison$summary) #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 456.0 3 -#> 2 Total Area 407796300391.2 410496938142.2 2700637751 -#> 3 Number of Patches 146.0 23.0 -123 -#> 4 Valid Patches (>= min size) 22.0 23.0 1 -#> 5 Median Patch Size 1800425167.3 5401275501.9 3600850335 -#> 6 Planning Unit Cost 410496.9 410496.9 0 +#> 1 Selected Planning Units 452.0 452.0 0 +#> 2 Total Area 406896087807.6 406896087807.6 0 +#> 3 Number of Patches 129.0 28.0 -101 +#> 4 Valid Patches (>= min size) 21.0 28.0 7 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 406896.1 406896.1 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 410496.9 410496.9 0 +#> 8 Total Cost 406896.1 406896.1 0 #> Percent_Change -#> 1 0.6622517 -#> 2 0.6622517 -#> 3 -84.2465753 -#> 4 4.5454545 -#> 5 200.0000000 -#> 6 0.0000000 +#> 1 0.00000 +#> 2 0.00000 +#> 3 -78.29457 +#> 4 33.33333 +#> 5 500.00000 +#> 6 0.00000 #> 7 NA -#> 8 0.0000000 +#> 8 0.00000 #> #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 7 2 40.0000000 -#> 3 3 110.1 111 112 1 0.9009009 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 59 13 28.2608696 -#> 7 7 163.2 175 178 3 1.7142857 -#> 8 8 116.1 125 123 -2 -1.6000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 8 0 0.0000000 +#> 3 3 180.3 181 181 0 0.0000000 +#> 4 4 251.7 252 252 0 0.0000000 +#> 5 5 86.1 112 89 -23 -20.5357143 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 178 11 6.5868263 +#> 8 8 116.1 122 120 -2 -1.6393443 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 1 0 0.0000000 -#> 11 11 23.1 30 28 -2 -6.6666667 -#> 12 12 2.1 4 3 -1 -25.0000000 -#> 13 13 3.3 5 4 -1 -20.0000000 -#> 14 14 158.7 179 171 -8 -4.4692737 -#> 15 15 64.5 67 80 13 19.4029851 -#> 16 16 20.7 25 22 -3 -12.0000000 +#> 10 10 0.6 1 2 1 100.0000000 +#> 11 11 23.1 34 27 -7 -20.5882353 +#> 12 12 2.1 5 4 -1 -20.0000000 +#> 13 13 3.3 7 7 0 0.0000000 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 69 3 4.5454545 +#> 16 16 20.7 28 27 -1 -3.5714286 #> 17 17 2.1 3 3 0 0.0000000 -#> 18 18 22.5 42 34 -8 -19.0476190 +#> 18 18 22.5 41 32 -9 -21.9512195 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 17 -2 -10.5263158 -#> 21 21 3.9 6 6 0 0.0000000 -#> 22 22 63.9 75 91 16 21.3333333 -#> 23 23 6.3 7 8 1 14.2857143 -#> 24 24 51.3 53 67 14 26.4150943 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 25 3 13.6363636 +#> 21 21 3.9 5 4 -1 -20.0000000 +#> 22 22 63.9 72 80 8 11.1111111 +#> 23 23 6.3 9 8 -1 -11.1111111 +#> 24 24 51.3 52 54 2 3.8461538 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 92 4 4.5454545 +#> 28 28 87.9 88 89 1 1.1363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.555556 -#> 3 1.017257 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.285403 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.003882 +#> 4 1.001192 +#> 5 1.033682 +#> 6 1.132898 #> 7 1.090686 -#> 8 1.059432 +#> 8 1.033592 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.212121 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.077505 -#> 15 1.240310 -#> 16 1.062802 +#> 10 3.333333 +#> 11 1.168831 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.304348 #> 17 1.428571 -#> 18 1.511111 +#> 18 1.422222 #> 19 1.666667 -#> 20 1.180556 -#> 21 1.538462 -#> 22 1.424100 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.251956 #> 23 1.269841 -#> 24 1.306043 -#> 25 1.009441 +#> 24 1.052632 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.046644 +#> 28 1.012514 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 10 10 8 0 +#> 1 8 10 10 0 #> targets_lost #> 1 0 #> @@ -1009,21 +993,21 @@ print(comparison$summary) #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 8) -#> Final patches: 11 (valid: 11) -#> Area change: 11702763587.39 (2.9%) +#> Initial patches: 129 (valid: 10) +#> Final patches: 15 (valid: 15) +#> Area change: 21605102007.48 (5.3%) #> #> Cost Breakdown: -#> Planning unit cost: 419499.06 +#> Planning unit cost: 428501.19 #> Boundary cost: 0.00 -#> Total cost: 419499.06 -#> Selected units: 466 +#> Total cost: 428501.19 +#> Selected units: 476 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.439 +#> Mean proportion: 0.409 #> Total shortfall: 0.00 #> #> @@ -1032,20 +1016,20 @@ print(comparison$summary) #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 466.0 13 -#> 2 Total Area 407796300391.2 419499063978.6 11702763587 -#> 3 Number of Patches 146.0 11.0 -135 -#> 4 Valid Patches (>= min size) 8.0 11.0 3 -#> 5 Median Patch Size 1800425167.3 9902338420.1 8101913253 -#> 6 Planning Unit Cost 419499.1 419499.1 0 +#> 1 Selected Planning Units 452.0 476.0 24 +#> 2 Total Area 406896087807.6 428501189815.1 21605102007 +#> 3 Number of Patches 129.0 15.0 -114 +#> 4 Valid Patches (>= min size) 10.0 15.0 5 +#> 5 Median Patch Size 900212583.6 9902338420.1 9002125836 +#> 6 Planning Unit Cost 428501.2 428501.2 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 419499.1 419499.1 0 +#> 8 Total Cost 428501.2 428501.2 0 #> Percent_Change -#> 1 2.869757 -#> 2 2.869757 -#> 3 -92.465753 -#> 4 37.500000 -#> 5 450.000000 +#> 1 5.309735 +#> 2 5.309735 +#> 3 -88.372093 +#> 4 50.000000 +#> 5 1000.000000 #> 6 0.000000 #> 7 NA #> 8 0.000000 @@ -1053,97 +1037,97 @@ print(comparison$summary) #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 6 1 20.0000000 -#> 3 3 110.1 111 123 12 10.8108108 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 49 3 6.5217391 -#> 7 7 163.2 175 169 -6 -3.4285714 -#> 8 8 116.1 125 146 21 16.8000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 9 1 12.5000000 +#> 3 3 180.3 181 203 22 12.1546961 +#> 4 4 251.7 252 253 1 0.3968254 +#> 5 5 86.1 112 100 -12 -10.7142857 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 172 5 2.9940120 +#> 8 8 116.1 122 127 5 4.0983607 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 2 1 100.0000000 -#> 11 11 23.1 30 24 -6 -20.0000000 -#> 12 12 2.1 4 5 1 25.0000000 -#> 13 13 3.3 5 5 0 0.0000000 -#> 14 14 158.7 179 160 -19 -10.6145251 -#> 15 15 64.5 67 70 3 4.4776119 -#> 16 16 20.7 25 21 -4 -16.0000000 -#> 17 17 2.1 3 4 1 33.3333333 -#> 18 18 22.5 42 66 24 57.1428571 +#> 10 10 0.6 1 1 0 0.0000000 +#> 11 11 23.1 34 29 -5 -14.7058824 +#> 12 12 2.1 5 5 0 0.0000000 +#> 13 13 3.3 7 4 -3 -42.8571429 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 84 18 27.2727273 +#> 16 16 20.7 28 26 -2 -7.1428571 +#> 17 17 2.1 3 3 0 0.0000000 +#> 18 18 22.5 41 42 1 2.4390244 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 23 4 21.0526316 -#> 21 21 3.9 6 9 3 50.0000000 -#> 22 22 63.9 75 84 9 12.0000000 -#> 23 23 6.3 7 12 5 71.4285714 -#> 24 24 51.3 53 62 9 16.9811321 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 27 5 22.7272727 +#> 21 21 3.9 5 7 2 40.0000000 +#> 22 22 63.9 72 95 23 31.9444444 +#> 23 23 6.3 9 11 2 22.2222222 +#> 24 24 51.3 52 72 20 38.4615385 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 102 14 15.9090909 +#> 28 28 87.9 88 113 25 28.4090909 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.333333 -#> 3 1.117166 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.067538 -#> 7 1.035539 -#> 8 1.257537 +#> 1 1.018519 +#> 2 1.250000 +#> 3 1.125901 +#> 4 1.005165 +#> 5 1.161440 +#> 6 1.132898 +#> 7 1.053922 +#> 8 1.093885 #> 9 1.666667 -#> 10 3.333333 -#> 11 1.038961 +#> 10 1.666667 +#> 11 1.255411 #> 12 2.380952 -#> 13 1.515152 -#> 14 1.008192 -#> 15 1.085271 -#> 16 1.014493 -#> 17 1.904762 -#> 18 2.933333 +#> 13 1.212121 +#> 14 1.001890 +#> 15 1.302326 +#> 16 1.256039 +#> 17 1.428571 +#> 18 1.866667 #> 19 1.666667 -#> 20 1.597222 -#> 21 2.307692 -#> 22 1.314554 -#> 23 1.904762 -#> 24 1.208577 -#> 25 1.009441 +#> 20 1.875000 +#> 21 1.794872 +#> 22 1.486698 +#> 23 1.746032 +#> 24 1.403509 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.160410 +#> 28 1.285552 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 16 6 6 0 +#> 1 14 6 8 0 #> targets_lost #> 1 0 #> @@ -1155,21 +1139,21 @@ print(comparison$summary) #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 3) -#> Final patches: 11 (valid: 11) -#> Area change: 34208078178.51 (8.4%) +#> Initial patches: 129 (valid: 3) +#> Final patches: 8 (valid: 8) +#> Area change: 11702763587.39 (2.9%) #> #> Cost Breakdown: -#> Planning unit cost: 442004.38 +#> Planning unit cost: 418598.85 #> Boundary cost: 0.00 -#> Total cost: 442004.38 -#> Selected units: 491 +#> Total cost: 418598.85 +#> Selected units: 465 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.465 +#> Mean proportion: 0.408 #> Total shortfall: 0.00 #> #> @@ -1178,20 +1162,20 @@ print(comparison$summary) #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 491.0 38 -#> 2 Total Area 407796300391.2 442004378569.8 34208078179 -#> 3 Number of Patches 146.0 11.0 -135 -#> 4 Valid Patches (>= min size) 3.0 11.0 8 -#> 5 Median Patch Size 1800425167.3 22505314591.1 20704889424 -#> 6 Planning Unit Cost 442004.4 442004.4 0 +#> 1 Selected Planning Units 452.0 465.0 13 +#> 2 Total Area 406896087807.6 418598851395.0 11702763587 +#> 3 Number of Patches 129.0 8.0 -121 +#> 4 Valid Patches (>= min size) 3.0 8.0 5 +#> 5 Median Patch Size 900212583.6 32857759303.0 31957546719 +#> 6 Planning Unit Cost 418598.9 418598.9 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 442004.4 442004.4 0 +#> 8 Total Cost 418598.9 418598.9 0 #> Percent_Change -#> 1 8.388521 -#> 2 8.388521 -#> 3 -92.465753 -#> 4 266.666667 -#> 5 1150.000000 +#> 1 2.876106 +#> 2 2.876106 +#> 3 -93.798450 +#> 4 166.666667 +#> 5 3550.000000 #> 6 0.000000 #> 7 NA #> 8 0.000000 @@ -1199,97 +1183,97 @@ print(comparison$summary) #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 14 2 16.666667 -#> 2 2 4.5 5 9 4 80.000000 -#> 3 3 110.1 111 143 32 28.828829 -#> 4 4 324.3 325 325 0 0.000000 -#> 5 5 86.1 93 98 5 5.376344 -#> 6 6 45.9 46 66 20 43.478261 -#> 7 7 163.2 175 181 6 3.428571 -#> 8 8 116.1 125 133 8 6.400000 +#> 1 1 10.8 11 11 0 0.000000 +#> 2 2 7.2 8 8 0 0.000000 +#> 3 3 180.3 181 194 13 7.182320 +#> 4 4 251.7 252 252 0 0.000000 +#> 5 5 86.1 112 92 -20 -17.857143 +#> 6 6 45.9 46 56 10 21.739130 +#> 7 7 163.2 167 173 6 3.592814 +#> 8 8 116.1 122 122 0 0.000000 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 2 1 100.000000 -#> 11 11 23.1 30 29 -1 -3.333333 -#> 12 12 2.1 4 6 2 50.000000 -#> 13 13 3.3 5 5 0 0.000000 -#> 14 14 158.7 179 160 -19 -10.614525 -#> 15 15 64.5 67 82 15 22.388060 -#> 16 16 20.7 25 29 4 16.000000 +#> 10 10 0.6 1 1 0 0.000000 +#> 11 11 23.1 34 27 -7 -20.588235 +#> 12 12 2.1 5 5 0 0.000000 +#> 13 13 3.3 7 4 -3 -42.857143 +#> 14 14 158.7 178 159 -19 -10.674157 +#> 15 15 64.5 66 69 3 4.545455 +#> 16 16 20.7 28 34 6 21.428571 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 47 5 11.904762 +#> 18 18 22.5 41 34 -7 -17.073171 #> 19 19 0.6 1 2 1 100.000000 -#> 20 20 14.4 19 17 -2 -10.526316 -#> 21 21 3.9 6 5 -1 -16.666667 -#> 22 22 63.9 75 95 20 26.666667 -#> 23 23 6.3 7 12 5 71.428571 -#> 24 24 51.3 53 80 27 50.943396 -#> 25 25 137.7 138 152 14 10.144928 -#> 26 26 150.0 152 150 -2 -1.315789 -#> 27 27 74.4 75 76 1 1.333333 -#> 28 28 87.9 88 113 25 28.409091 +#> 20 20 14.4 22 27 5 22.727273 +#> 21 21 3.9 5 6 1 20.000000 +#> 22 22 63.9 72 78 6 8.333333 +#> 23 23 6.3 9 9 0 0.000000 +#> 24 24 51.3 52 58 6 11.538462 +#> 25 25 137.7 139 142 3 2.158273 +#> 26 26 150.0 150 150 0 0.000000 +#> 27 27 74.4 75 75 0 0.000000 +#> 28 28 87.9 88 98 10 11.363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.261261 -#> 2 2.000000 -#> 3 1.298819 -#> 4 1.002158 -#> 5 1.138211 -#> 6 1.437908 -#> 7 1.109069 -#> 8 1.145564 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.075984 +#> 4 1.001192 +#> 5 1.068525 +#> 6 1.220044 +#> 7 1.060049 +#> 8 1.050818 #> 9 1.666667 -#> 10 3.333333 -#> 11 1.255411 -#> 12 2.857143 -#> 13 1.515152 -#> 14 1.008192 -#> 15 1.271318 -#> 16 1.400966 +#> 10 1.666667 +#> 11 1.168831 +#> 12 2.380952 +#> 13 1.212121 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.642512 #> 17 1.428571 -#> 18 2.088889 +#> 18 1.511111 #> 19 3.333333 -#> 20 1.180556 -#> 21 1.282051 -#> 22 1.486698 -#> 23 1.904762 -#> 24 1.559454 -#> 25 1.103849 +#> 20 1.875000 +#> 21 1.538462 +#> 22 1.220657 +#> 23 1.428571 +#> 24 1.130604 +#> 25 1.031227 #> 26 1.000000 -#> 27 1.021505 -#> 28 1.285552 +#> 27 1.008065 +#> 28 1.114903 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 19 5 4 0 +#> 1 12 5 11 0 #> targets_lost #> 1 0 ``` @@ -1311,7 +1295,6 @@ how sensitive the whittling process is to boundary costs under a marine grid with relatively uniform planning-unit areas. ``` r - # calculate reasonable parameters based on planning unit characteristics median_pu_area_m2 <- median(st_area(Seychelles_sf)) @@ -1323,23 +1306,22 @@ patch_radius bp3 = 0 t3 <- system.time({ - result3 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp3, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + result3 <- run_minpatch( + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp3, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1359,84 +1341,88 @@ t3 <- system.time({ #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Removed unit 418 at iteration 1 -#> Edge units found: 167 -#> Keystone units: 12 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Removed unit 229 at iteration 1 +#> Edge units found: 204 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 167 -#> Removed unit 383 at iteration 2 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 204 +#> Removed unit 198 at iteration 2 +#> Edge units found: 206 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 419 at iteration 3 -#> Edge units found: 169 -#> Keystone units: 12 +#> Scoreable units: 206 +#> Removed unit 168 at iteration 3 +#> Edge units found: 208 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 169 -#> Removed unit 420 at iteration 4 -#> Edge units found: 170 -#> Keystone units: 12 +#> Scoreable units: 208 +#> Removed unit 139 at iteration 4 +#> Edge units found: 210 +#> Keystone units: 4 #> New keystone units: 0 -#> Scoreable units: 170 -#> Removed unit 385 at iteration 5 -#> Removed unit 350 at iteration 6 -#> Unit 349 cannot be removed - adding to keystone set -#> Removed unit 351 at iteration 8 -#> Removed unit 317 at iteration 9 -#> Removed unit 283 at iteration 10 +#> Scoreable units: 210 +#> Removed unit 140 at iteration 5 +#> Removed unit 113 at iteration 6 +#> Removed unit 167 at iteration 7 +#> Removed unit 197 at iteration 8 +#> Removed unit 228 at iteration 9 +#> Removed unit 383 at iteration 10 #> Whittling iteration 100 #> Whittling iteration 200 #> Whittling iteration 300 +#> Whittling iteration 400 #> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result3 runtime (sec):", t3[["elapsed"]], "\n") -#> result3 runtime (sec): 77.635 +#> result3 runtime (sec): 739.76 bp4 = 0.01 t4 <- system.time({ result4 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp4, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp4, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1456,82 +1442,86 @@ t4 <- system.time({ #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Unit 418 cannot be removed - adding to keystone set -#> Edge units found: 165 -#> Keystone units: 13 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Unit 229 cannot be removed - adding to keystone set +#> Edge units found: 202 +#> Keystone units: 5 #> New keystone units: 0 -#> Scoreable units: 165 -#> Unit 452 cannot be removed - adding to keystone set -#> Edge units found: 164 -#> Keystone units: 14 +#> Scoreable units: 202 +#> Unit 383 cannot be removed - adding to keystone set +#> Edge units found: 201 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 164 -#> Unit 453 cannot be removed - adding to keystone set -#> Edge units found: 163 -#> Keystone units: 15 +#> Scoreable units: 201 +#> Unit 385 cannot be removed - adding to keystone set +#> Edge units found: 200 +#> Keystone units: 7 #> New keystone units: 0 -#> Scoreable units: 163 -#> Unit 455 cannot be removed - adding to keystone set -#> Edge units found: 162 -#> Keystone units: 16 +#> Scoreable units: 200 +#> Unit 389 cannot be removed - adding to keystone set +#> Edge units found: 199 +#> Keystone units: 8 #> New keystone units: 0 -#> Scoreable units: 162 -#> Unit 456 cannot be removed - adding to keystone set -#> Removed unit 488 at iteration 6 -#> Unit 493 cannot be removed - adding to keystone set -#> Unit 494 cannot be removed - adding to keystone set -#> Unit 495 cannot be removed - adding to keystone set -#> Unit 528 cannot be removed - adding to keystone set +#> Scoreable units: 199 +#> Unit 421 cannot be removed - adding to keystone set +#> Unit 422 cannot be removed - adding to keystone set +#> Unit 423 cannot be removed - adding to keystone set +#> Removed unit 502 at iteration 8 +#> Unit 563 cannot be removed - adding to keystone set +#> Unit 605 cannot be removed - adding to keystone set #> Whittling iteration 100 -#> No more edge units to consider - terminating +#> Whittling iteration 200 +#> No units can be removed - all are keystone - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result4 runtime (sec):", t4[["elapsed"]], "\n") -#> result4 runtime (sec): 64.826 +#> result4 runtime (sec): 661.92 bp5 = 1 t5 <- system.time({ result5 <- run_minpatch( - prioritizr_problem = p_base, - prioritizr_solution = s_base, - min_patch_size = min_patch_size, - patch_radius = patch_radius, - boundary_penalty = bp5, - remove_small_patches = TRUE, - add_patches = TRUE, - whittle_patches = TRUE, - verbose = TRUE -) + prioritizr_problem = p_base, + prioritizr_solution = s_base, + min_patch_size = min_patch_size, + patch_radius = patch_radius, + boundary_penalty = bp5, + remove_small_patches = TRUE, + add_patches = TRUE, + whittle_patches = TRUE, + verbose = TRUE + ) }) #> Validating inputs... #> Initializing data structures... -#> Calculating boundary matrix using 14 cores... -#> Processing chunks in parallel... -#> Combining results... +#> Calculating boundary matrix (optimized version)... +#> Processed 1500 of 1500 planning units #> Creating patch radius dictionary (optimized)... #> Processed 100 of 1500 planning units #> Processed 200 of 1500 planning units @@ -1551,62 +1541,67 @@ t5 <- system.time({ #> Calculating initial patch statistics... #> Stage 1: Removing small patches... #> Stage 2: Adding new patches... -#> Initial unmet targets: 22 -#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 11, 12, 14, 15, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28 -#> Iteration 1 - Unmet targets: 22 -#> Found 1268 potential patches with scores -#> Best score: 0.0001156402 for unit 1035 +#> Initial unmet targets: 23 +#> Unmet feature IDs: 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 21, 22, 24, 25, 26, 27, 28 +#> Iteration 1 - Unmet targets: 23 +#> Found 1227 potential patches with scores +#> Best score: 0.0001291295 for unit 1035 #> Added patch centered on unit 1035 -#> Iteration 2 - Unmet targets: 18 -#> Found 1188 potential patches with scores -#> Best score: 0.00009560689 for unit 1467 -#> Added patch centered on unit 1467 +#> Iteration 2 - Unmet targets: 16 +#> Found 1141 potential patches with scores +#> Best score: 0.0001250827 for unit 1484 +#> Added patch centered on unit 1484 #> Iteration 3 - Unmet targets: 8 -#> Found 1043 potential patches with scores -#> Best score: 0.00005491464 for unit 2 -#> Added patch centered on unit 2 -#> Iteration 4 - Unmet targets: 2 -#> Found 910 potential patches with scores -#> Best score: 0.00001454845 for unit 192 -#> Added patch centered on unit 192 +#> Found 1052 potential patches with scores +#> Best score: 0.00005247631 for unit 1 +#> Added patch centered on unit 1 +#> Iteration 4 - Unmet targets: 4 +#> Found 955 potential patches with scores +#> Best score: 0.00002426124 for unit 103 +#> Added patch centered on unit 103 +#> Iteration 5 - Unmet targets: 2 +#> Found 746 potential patches with scores +#> Best score: 0.00001657983 for unit 1464 +#> Added patch centered on unit 1464 #> All conservation targets are now met! #> Stage 3: Removing unnecessary planning units... -#> Edge units found: 178 +#> Edge units found: 207 #> Keystone units: 0 -#> New keystone units: 12 -#> Scoreable units: 166 -#> Unit 418 cannot be removed - adding to keystone set -#> Edge units found: 165 -#> Keystone units: 13 +#> New keystone units: 4 +#> Scoreable units: 203 +#> Unit 229 cannot be removed - adding to keystone set +#> Edge units found: 202 +#> Keystone units: 5 #> New keystone units: 0 -#> Scoreable units: 165 -#> Unit 452 cannot be removed - adding to keystone set -#> Edge units found: 164 -#> Keystone units: 14 +#> Scoreable units: 202 +#> Unit 383 cannot be removed - adding to keystone set +#> Edge units found: 201 +#> Keystone units: 6 #> New keystone units: 0 -#> Scoreable units: 164 -#> Unit 453 cannot be removed - adding to keystone set -#> Edge units found: 163 -#> Keystone units: 15 +#> Scoreable units: 201 +#> Unit 385 cannot be removed - adding to keystone set +#> Edge units found: 200 +#> Keystone units: 7 #> New keystone units: 0 -#> Scoreable units: 163 -#> Unit 455 cannot be removed - adding to keystone set -#> Edge units found: 162 -#> Keystone units: 16 +#> Scoreable units: 200 +#> Unit 389 cannot be removed - adding to keystone set +#> Edge units found: 199 +#> Keystone units: 8 #> New keystone units: 0 -#> Scoreable units: 162 -#> Unit 456 cannot be removed - adding to keystone set -#> Unit 488 cannot be removed - adding to keystone set -#> Unit 493 cannot be removed - adding to keystone set -#> Unit 494 cannot be removed - adding to keystone set -#> Unit 495 cannot be removed - adding to keystone set -#> Unit 528 cannot be removed - adding to keystone set +#> Scoreable units: 199 +#> Unit 421 cannot be removed - adding to keystone set +#> Unit 422 cannot be removed - adding to keystone set +#> Unit 423 cannot be removed - adding to keystone set +#> Unit 502 cannot be removed - adding to keystone set +#> Unit 563 cannot be removed - adding to keystone set +#> Unit 605 cannot be removed - adding to keystone set #> Whittling iteration 100 +#> Whittling iteration 200 #> No more edge units to consider - terminating #> Calculating final statistics... #> MinPatch processing complete! cat("result5 runtime (sec):", t5[["elapsed"]], "\n") -#> result5 runtime (sec): 69.494 +#> result5 runtime (sec): 672 ``` ## 9. Interpreting MinPatch with boundary penalties outcomes @@ -1618,21 +1613,18 @@ with the baseline solution. All runs used a minimum patch size of **5× the median PU area**. ``` r - -boundary_penalties <- c(bp3, bp4, bp5) -boundary_results <- list(result3, result4, result5) - -plot_solution_grid( - results = boundary_results, - get_solution_fun = get_solution_with_solution1, - subtitle_values = boundary_penalties, - title_prefix = "Boundary penalty = ", - value_label_fun = function(x) format(x, scientific = FALSE, trim = TRUE), - include_baseline = TRUE, - baseline_solution = s_base, - baseline_title = "Baseline (prioritizr)", +patchwork::wrap_plots( + plot_prioritizr(s_base, col = "solution_1", title = "Baseline (prioritizr)"), + plot_prioritizr(result3$solution, col = "minpatch", + title = paste0("Boundary penalty: ", bp3)), + plot_prioritizr(result4$solution, col = "minpatch", + title = paste0("Boundary penalty: ", bp4)), + plot_prioritizr(result5$solution, col = "minpatch", + title = paste0("Boundary penalty: ", bp5)), + guides = "collect", ncol = 2 -) +) & + theme(legend.position = "bottom") ``` ![](minpatch-oceandatr-Seychelles_files/figure-html/minpatch-bp-1.png) @@ -1642,7 +1634,6 @@ plot_solution_grid( We summarise and compare all runs on the table below. ``` r - boundary_penalties <- c(bp3, bp4, bp5) minpatch_results_bp <- list(result3, result4, result5) @@ -1667,10 +1658,10 @@ out_bp$kable | scenario | Boundary penalty | Minimum patch size (km²) | Selected PUs | Total area (km²) | Total perimeter (km) | \# patches | Valid patches (\>= min size) | Median patch size (km²) | Total PU cost | Boundary cost | Overall cost | Runtime (s) | |:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---|:---| -| Baseline | NA | 4501.06 | 453 | 407796.3 | 33767.14 | 146 | 22 | 1800.43 | 407796.3 | 0.0 | 407796.3 | 0.2 | -| MinPatch (bp=0) | 0 | 4501.06 | 456 | 410496.9 | 17458.62 | 23 | 23 | 5401.28 | 410496.9 | 0.0 | 410496.9 | 77.6 | -| MinPatch (bp=0.01) | 0.01 | 4501.06 | 680 | 612144.6 | 11338.61 | 12 | 12 | 7651.81 | 612144.6 | 95679.2 | 707823.8 | 64.8 | -| MinPatch (bp=1) | 1 | 4501.06 | 703 | 632849.4 | 12717.51 | 12 | 12 | 8101.91 | 632849.4 | 10931927.1 | 11564776.6 | 69.5 | +| Baseline | NA | 4501.06 | 452 | 406896.1 | 32136.10 | 129 | 21 | 900.21 | 406896.1 | 0.0 | 406896.1 | 0.9 | +| MinPatch (bp=0) | 0 | 4501.06 | 452 | 406896.1 | 18403.20 | 28 | 28 | 5401.28 | 406896.1 | 0.0 | 406896.1 | 739.8 | +| MinPatch (bp=0.01) | 0.01 | 4501.06 | 771 | 694063.9 | 13790.75 | 13 | 13 | 5401.28 | 694063.9 | 114657.4 | 808721.2 | 661.9 | +| MinPatch (bp=1) | 1 | 4501.06 | 792 | 712968.4 | 15047.04 | 13 | 13 | 8101.91 | 712968.4 | 12722025.3 | 13434993.7 | 672.0 | As the boundary penalty increases, the selected area grows a lot because more planning units are included, but the layout becomes cleaner: the @@ -1684,7 +1675,6 @@ Here, we visualise the MinPatch solutions for different boundary penalty values. ``` r - # Plot change maps patchwork::wrap_plots( plot_minpatch(result3, title = paste0("Boundary Penalty: ", bp3)), @@ -1703,35 +1693,34 @@ patchwork::wrap_plots( We show the individual summaries for every run in detail. ``` r - # Run summaries boundary_penalties <- c(bp3, bp4, bp5) minpatch_results_bp <- list(result3, result4, result5) minpatch_runtimes <- c(t3[["elapsed"]], t4[["elapsed"]], t5[["elapsed"]]) for (i in seq_along(minpatch_results_bp)) { - + result <- minpatch_results_bp[[i]] bp <- boundary_penalties[i] runtime_sec <- minpatch_runtimes[i] - + cat("\n\n## Scenario: MinPatch with boundary penalty = ", format(bp, scientific = TRUE), "\n\n", sep = "") - + if (!is.na(runtime_sec)) { cat("**Runtime:** ", sprintf("%.2f", runtime_sec), " seconds\n\n", sep = "") } - + cat("**MinPatch processing summary**\n\n") print_minpatch_summary(result) - + comparison <- compare_solutions(result) - + cat("\n**Overall solution comparison**\n\n") print(comparison$overall) - + cat("\n**Feature-level area comparison**\n\n") print(comparison$features) - + cat("\n**Feature change summary**\n\n") print(comparison$summary) } @@ -1739,28 +1728,28 @@ for (i in seq_along(minpatch_results_bp)) { #> #> ## Scenario: MinPatch with boundary penalty = 0e+00 #> -#> **Runtime:** 77.63 seconds +#> **Runtime:** 739.76 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 23 (valid: 23) -#> Area change: 2700637750.93 (0.7%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 28 (valid: 28) +#> Area change: 0.00 (0.0%) #> #> Cost Breakdown: -#> Planning unit cost: 410496.94 +#> Planning unit cost: 406896.09 #> Boundary cost: 0.00 -#> Total cost: 410496.94 -#> Selected units: 456 +#> Total cost: 406896.09 +#> Selected units: 452 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.376 +#> Mean proportion: 0.395 #> Total shortfall: 0.00 #> #> @@ -1769,146 +1758,146 @@ for (i in seq_along(minpatch_results_bp)) { #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 456.0 3 -#> 2 Total Area 407796300391.2 410496938142.2 2700637751 -#> 3 Number of Patches 146.0 23.0 -123 -#> 4 Valid Patches (>= min size) 22.0 23.0 1 -#> 5 Median Patch Size 1800425167.3 5401275501.9 3600850335 -#> 6 Planning Unit Cost 410496.9 410496.9 0 +#> 1 Selected Planning Units 452.0 452.0 0 +#> 2 Total Area 406896087807.6 406896087807.6 0 +#> 3 Number of Patches 129.0 28.0 -101 +#> 4 Valid Patches (>= min size) 21.0 28.0 7 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 406896.1 406896.1 0 #> 7 Boundary Cost 0.0 0.0 0 -#> 8 Total Cost 410496.9 410496.9 0 +#> 8 Total Cost 406896.1 406896.1 0 #> Percent_Change -#> 1 0.6622517 -#> 2 0.6622517 -#> 3 -84.2465753 -#> 4 4.5454545 -#> 5 200.0000000 -#> 6 0.0000000 +#> 1 0.00000 +#> 2 0.00000 +#> 3 -78.29457 +#> 4 33.33333 +#> 5 500.00000 +#> 6 0.00000 #> 7 NA -#> 8 0.0000000 +#> 8 0.00000 #> #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.0000000 -#> 2 2 4.5 5 7 2 40.0000000 -#> 3 3 110.1 111 112 1 0.9009009 -#> 4 4 324.3 325 325 0 0.0000000 -#> 5 5 86.1 93 87 -6 -6.4516129 -#> 6 6 45.9 46 59 13 28.2608696 -#> 7 7 163.2 175 178 3 1.7142857 -#> 8 8 116.1 125 123 -2 -1.6000000 +#> 1 1 10.8 11 11 0 0.0000000 +#> 2 2 7.2 8 8 0 0.0000000 +#> 3 3 180.3 181 181 0 0.0000000 +#> 4 4 251.7 252 252 0 0.0000000 +#> 5 5 86.1 112 89 -23 -20.5357143 +#> 6 6 45.9 46 52 6 13.0434783 +#> 7 7 163.2 167 178 11 6.5868263 +#> 8 8 116.1 122 120 -2 -1.6393443 #> 9 9 0.6 1 1 0 0.0000000 -#> 10 10 0.6 1 1 0 0.0000000 -#> 11 11 23.1 30 28 -2 -6.6666667 -#> 12 12 2.1 4 3 -1 -25.0000000 -#> 13 13 3.3 5 4 -1 -20.0000000 -#> 14 14 158.7 179 171 -8 -4.4692737 -#> 15 15 64.5 67 80 13 19.4029851 -#> 16 16 20.7 25 22 -3 -12.0000000 +#> 10 10 0.6 1 2 1 100.0000000 +#> 11 11 23.1 34 27 -7 -20.5882353 +#> 12 12 2.1 5 4 -1 -20.0000000 +#> 13 13 3.3 7 7 0 0.0000000 +#> 14 14 158.7 178 159 -19 -10.6741573 +#> 15 15 64.5 66 69 3 4.5454545 +#> 16 16 20.7 28 27 -1 -3.5714286 #> 17 17 2.1 3 3 0 0.0000000 -#> 18 18 22.5 42 34 -8 -19.0476190 +#> 18 18 22.5 41 32 -9 -21.9512195 #> 19 19 0.6 1 1 0 0.0000000 -#> 20 20 14.4 19 17 -2 -10.5263158 -#> 21 21 3.9 6 6 0 0.0000000 -#> 22 22 63.9 75 91 16 21.3333333 -#> 23 23 6.3 7 8 1 14.2857143 -#> 24 24 51.3 53 67 14 26.4150943 -#> 25 25 137.7 138 139 1 0.7246377 -#> 26 26 150.0 152 150 -2 -1.3157895 +#> 20 20 14.4 22 25 3 13.6363636 +#> 21 21 3.9 5 4 -1 -20.0000000 +#> 22 22 63.9 72 80 8 11.1111111 +#> 23 23 6.3 9 8 -1 -11.1111111 +#> 24 24 51.3 52 54 2 3.8461538 +#> 25 25 137.7 139 138 -1 -0.7194245 +#> 26 26 150.0 150 150 0 0.0000000 #> 27 27 74.4 75 75 0 0.0000000 -#> 28 28 87.9 88 92 4 4.5454545 +#> 28 28 87.9 88 89 1 1.1363636 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.555556 -#> 3 1.017257 -#> 4 1.002158 -#> 5 1.010453 -#> 6 1.285403 +#> 1 1.018519 +#> 2 1.111111 +#> 3 1.003882 +#> 4 1.001192 +#> 5 1.033682 +#> 6 1.132898 #> 7 1.090686 -#> 8 1.059432 +#> 8 1.033592 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.212121 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.077505 -#> 15 1.240310 -#> 16 1.062802 +#> 10 3.333333 +#> 11 1.168831 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.001890 +#> 15 1.069767 +#> 16 1.304348 #> 17 1.428571 -#> 18 1.511111 +#> 18 1.422222 #> 19 1.666667 -#> 20 1.180556 -#> 21 1.538462 -#> 22 1.424100 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.251956 #> 23 1.269841 -#> 24 1.306043 -#> 25 1.009441 +#> 24 1.052632 +#> 25 1.002179 #> 26 1.000000 #> 27 1.008065 -#> 28 1.046644 +#> 28 1.012514 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 10 10 8 0 +#> 1 8 10 10 0 #> targets_lost #> 1 0 #> #> #> ## Scenario: MinPatch with boundary penalty = 1e-02 #> -#> **Runtime:** 64.83 seconds +#> **Runtime:** 661.92 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 12 (valid: 12) -#> Area change: 204348256487.44 (50.1%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 13 (valid: 13) +#> Area change: 287167814182.79 (70.6%) #> #> Cost Breakdown: -#> Planning unit cost: 612144.56 -#> Boundary cost: 95679.20 -#> Total cost: 707823.75 -#> Selected units: 680 +#> Planning unit cost: 694063.90 +#> Boundary cost: 114657.35 +#> Total cost: 808721.25 +#> Selected units: 771 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.452 +#> Mean proportion: 0.516 #> Total shortfall: 0.00 #> #> @@ -1917,20 +1906,20 @@ for (i in seq_along(minpatch_results_bp)) { #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 680.0 227 -#> 2 Total Area 407796300391.2 612144556878.7 204348256487 -#> 3 Number of Patches 146.0 12.0 -134 -#> 4 Valid Patches (>= min size) 22.0 12.0 -10 -#> 5 Median Patch Size 1800425167.3 7651806961.0 5851381794 -#> 6 Planning Unit Cost 612144.6 612144.6 0 -#> 7 Boundary Cost 95679.2 95679.2 0 -#> 8 Total Cost 707823.8 707823.8 0 +#> 1 Selected Planning Units 452.0 771.0 319 +#> 2 Total Area 406896087807.6 694063901990.4 287167814183 +#> 3 Number of Patches 129.0 13.0 -116 +#> 4 Valid Patches (>= min size) 21.0 13.0 -8 +#> 5 Median Patch Size 900212583.6 5401275501.9 4501062918 +#> 6 Planning Unit Cost 694063.9 694063.9 0 +#> 7 Boundary Cost 114657.4 114657.4 0 +#> 8 Total Cost 808721.3 808721.3 0 #> Percent_Change -#> 1 50.11038 -#> 2 50.11038 -#> 3 -91.78082 -#> 4 -45.45455 -#> 5 325.00000 +#> 1 70.57522 +#> 2 70.57522 +#> 3 -89.92248 +#> 4 -38.09524 +#> 5 500.00000 #> 6 0.00000 #> 7 0.00000 #> 8 0.00000 @@ -1938,125 +1927,125 @@ for (i in seq_along(minpatch_results_bp)) { #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 12 0 0.000000 -#> 2 2 4.5 5 8 3 60.000000 -#> 3 3 110.1 111 183 72 64.864865 -#> 4 4 324.3 325 477 152 46.769231 -#> 5 5 86.1 93 124 31 33.333333 -#> 6 6 45.9 46 72 26 56.521739 -#> 7 7 163.2 175 293 118 67.428571 -#> 8 8 116.1 125 160 35 28.000000 +#> 1 1 10.8 11 11 0 0.000000 +#> 2 2 7.2 8 9 1 12.500000 +#> 3 3 180.3 181 293 112 61.878453 +#> 4 4 251.7 252 458 206 81.746032 +#> 5 5 86.1 112 167 55 49.107143 +#> 6 6 45.9 46 77 31 67.391304 +#> 7 7 163.2 167 324 157 94.011976 +#> 8 8 116.1 122 179 57 46.721311 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 1 0 0.000000 -#> 11 11 23.1 30 37 7 23.333333 -#> 12 12 2.1 4 3 -1 -25.000000 -#> 13 13 3.3 5 4 -1 -20.000000 -#> 14 14 158.7 179 287 108 60.335196 -#> 15 15 64.5 67 87 20 29.850746 -#> 16 16 20.7 25 24 -1 -4.000000 +#> 10 10 0.6 1 2 1 100.000000 +#> 11 11 23.1 34 38 4 11.764706 +#> 12 12 2.1 5 4 -1 -20.000000 +#> 13 13 3.3 7 7 0 0.000000 +#> 14 14 158.7 178 280 102 57.303371 +#> 15 15 64.5 66 91 25 37.878788 +#> 16 16 20.7 28 30 2 7.142857 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 35 -7 -16.666667 +#> 18 18 22.5 41 38 -3 -7.317073 #> 19 19 0.6 1 1 0 0.000000 -#> 20 20 14.4 19 16 -3 -15.789474 -#> 21 21 3.9 6 6 0 0.000000 -#> 22 22 63.9 75 109 34 45.333333 -#> 23 23 6.3 7 9 2 28.571429 -#> 24 24 51.3 53 84 31 58.490566 -#> 25 25 137.7 138 146 8 5.797101 -#> 26 26 150.0 152 270 118 77.631579 -#> 27 27 74.4 75 105 30 40.000000 -#> 28 28 87.9 88 159 71 80.681818 +#> 20 20 14.4 22 23 1 4.545455 +#> 21 21 3.9 5 4 -1 -20.000000 +#> 22 22 63.9 72 109 37 51.388889 +#> 23 23 6.3 9 12 3 33.333333 +#> 24 24 51.3 52 89 37 71.153846 +#> 25 25 137.7 139 165 26 18.705036 +#> 26 26 150.0 150 255 105 70.000000 +#> 27 27 74.4 75 177 102 136.000000 +#> 28 28 87.9 88 174 86 97.727273 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.081081 -#> 2 1.777778 -#> 3 1.662125 -#> 4 1.470860 -#> 5 1.440186 -#> 6 1.568627 -#> 7 1.795343 -#> 8 1.378122 +#> 1 1.018519 +#> 2 1.250000 +#> 3 1.625069 +#> 4 1.819627 +#> 5 1.939605 +#> 6 1.677560 +#> 7 1.985294 +#> 8 1.541774 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.601732 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.808444 -#> 15 1.348837 -#> 16 1.159420 +#> 10 3.333333 +#> 11 1.645022 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.764335 +#> 15 1.410853 +#> 16 1.449275 #> 17 1.428571 -#> 18 1.555556 +#> 18 1.688889 #> 19 1.666667 -#> 20 1.111111 -#> 21 1.538462 +#> 20 1.597222 +#> 21 1.025641 #> 22 1.705790 -#> 23 1.428571 -#> 24 1.637427 -#> 25 1.060276 -#> 26 1.800000 -#> 27 1.411290 -#> 28 1.808874 +#> 23 1.904762 +#> 24 1.734893 +#> 25 1.198257 +#> 26 1.700000 +#> 27 2.379032 +#> 28 1.979522 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 17 5 6 0 +#> 1 20 3 5 0 #> targets_lost #> 1 0 #> #> #> ## Scenario: MinPatch with boundary penalty = 1e+00 #> -#> **Runtime:** 69.49 seconds +#> **Runtime:** 672.00 seconds #> #> **MinPatch processing summary** #> #> === MinPatch Processing Summary === #> #> Patch Statistics: -#> Initial patches: 146 (valid: 22) -#> Final patches: 12 (valid: 12) -#> Area change: 225053145911.28 (55.2%) +#> Initial patches: 129 (valid: 21) +#> Final patches: 13 (valid: 13) +#> Area change: 306072278439.34 (75.2%) #> #> Cost Breakdown: -#> Planning unit cost: 632849.45 -#> Boundary cost: 10931927.12 -#> Total cost: 11564776.56 -#> Selected units: 703 +#> Planning unit cost: 712968.37 +#> Boundary cost: 12722025.33 +#> Total cost: 13434993.69 +#> Selected units: 792 #> #> Feature Representation: #> Total features: 28 #> Targets met: 28 #> Targets unmet: 0 -#> Mean proportion: 0.468 +#> Mean proportion: 0.537 #> Total shortfall: 0.00 #> #> @@ -2065,20 +2054,20 @@ for (i in seq_along(minpatch_results_bp)) { #> **Overall solution comparison** #> #> Metric Original MinPatch Change -#> 1 Selected Planning Units 453.0 703.0 250 -#> 2 Total Area 407796300391.2 632849446302.5 225053145911 -#> 3 Number of Patches 146.0 12.0 -134 -#> 4 Valid Patches (>= min size) 22.0 12.0 -10 -#> 5 Median Patch Size 1800425167.3 8101913252.8 6301488086 -#> 6 Planning Unit Cost 632849.4 632849.4 0 -#> 7 Boundary Cost 10931927.1 10931927.1 0 -#> 8 Total Cost 11564776.6 11564776.6 0 +#> 1 Selected Planning Units 452.0 792.0 340 +#> 2 Total Area 406896087807.6 712968366246.9 306072278439 +#> 3 Number of Patches 129.0 13.0 -116 +#> 4 Valid Patches (>= min size) 21.0 13.0 -8 +#> 5 Median Patch Size 900212583.6 8101913252.8 7201700669 +#> 6 Planning Unit Cost 712968.4 712968.4 0 +#> 7 Boundary Cost 12722025.3 12722025.3 0 +#> 8 Total Cost 13434993.7 13434993.7 0 #> Percent_Change -#> 1 55.18764 -#> 2 55.18764 -#> 3 -91.78082 -#> 4 -45.45455 -#> 5 350.00000 +#> 1 75.22124 +#> 2 75.22124 +#> 3 -89.92248 +#> 4 -38.09524 +#> 5 800.00000 #> 6 0.00000 #> 7 0.00000 #> 8 0.00000 @@ -2086,97 +2075,97 @@ for (i in seq_along(minpatch_results_bp)) { #> **Feature-level area comparison** #> #> Feature_ID Target Original_Area MinPatch_Area Area_Change Percent_Change -#> 1 1 11.1 12 13 1 8.333333 -#> 2 2 4.5 5 9 4 80.000000 -#> 3 3 110.1 111 183 72 64.864865 -#> 4 4 324.3 325 498 173 53.230769 -#> 5 5 86.1 93 127 34 36.559140 -#> 6 6 45.9 46 74 28 60.869565 -#> 7 7 163.2 175 302 127 72.571429 -#> 8 8 116.1 125 169 44 35.200000 +#> 1 1 10.8 11 12 1 9.090909 +#> 2 2 7.2 8 13 5 62.500000 +#> 3 3 180.3 181 301 120 66.298343 +#> 4 4 251.7 252 466 214 84.920635 +#> 5 5 86.1 112 171 59 52.678571 +#> 6 6 45.9 46 79 33 71.739130 +#> 7 7 163.2 167 333 166 99.401198 +#> 8 8 116.1 122 181 59 48.360656 #> 9 9 0.6 1 1 0 0.000000 -#> 10 10 0.6 1 1 0 0.000000 -#> 11 11 23.1 30 37 7 23.333333 -#> 12 12 2.1 4 3 -1 -25.000000 -#> 13 13 3.3 5 4 -1 -20.000000 -#> 14 14 158.7 179 296 117 65.363128 -#> 15 15 64.5 67 90 23 34.328358 -#> 16 16 20.7 25 25 0 0.000000 +#> 10 10 0.6 1 2 1 100.000000 +#> 11 11 23.1 34 40 6 17.647059 +#> 12 12 2.1 5 4 -1 -20.000000 +#> 13 13 3.3 7 7 0 0.000000 +#> 14 14 158.7 178 284 106 59.550562 +#> 15 15 64.5 66 96 30 45.454545 +#> 16 16 20.7 28 32 4 14.285714 #> 17 17 2.1 3 3 0 0.000000 -#> 18 18 22.5 42 38 -4 -9.523810 +#> 18 18 22.5 41 38 -3 -7.317073 #> 19 19 0.6 1 1 0 0.000000 -#> 20 20 14.4 19 18 -1 -5.263158 -#> 21 21 3.9 6 6 0 0.000000 -#> 22 22 63.9 75 111 36 48.000000 -#> 23 23 6.3 7 10 3 42.857143 -#> 24 24 51.3 53 85 32 60.377358 -#> 25 25 137.7 138 154 16 11.594203 -#> 26 26 150.0 152 276 124 81.578947 -#> 27 27 74.4 75 110 35 46.666667 -#> 28 28 87.9 88 163 75 85.227273 +#> 20 20 14.4 22 25 3 13.636364 +#> 21 21 3.9 5 4 -1 -20.000000 +#> 22 22 63.9 72 117 45 62.500000 +#> 23 23 6.3 9 14 5 55.555556 +#> 24 24 51.3 52 93 41 78.846154 +#> 25 25 137.7 139 170 31 22.302158 +#> 26 26 150.0 150 267 117 78.000000 +#> 27 27 74.4 75 179 104 138.666667 +#> 28 28 87.9 88 176 88 100.000000 #> Original_Target_Met MinPatch_Target_Met Original_Proportion -#> 1 TRUE TRUE 1.081081 +#> 1 TRUE TRUE 1.018519 #> 2 TRUE TRUE 1.111111 -#> 3 TRUE TRUE 1.008174 -#> 4 TRUE TRUE 1.002158 -#> 5 TRUE TRUE 1.080139 +#> 3 TRUE TRUE 1.003882 +#> 4 TRUE TRUE 1.001192 +#> 5 TRUE TRUE 1.300813 #> 6 TRUE TRUE 1.002179 -#> 7 TRUE TRUE 1.072304 -#> 8 TRUE TRUE 1.076658 +#> 7 TRUE TRUE 1.023284 +#> 8 TRUE TRUE 1.050818 #> 9 TRUE TRUE 1.666667 #> 10 TRUE TRUE 1.666667 -#> 11 TRUE TRUE 1.298701 -#> 12 TRUE TRUE 1.904762 -#> 13 TRUE TRUE 1.515152 -#> 14 TRUE TRUE 1.127914 -#> 15 TRUE TRUE 1.038760 -#> 16 TRUE TRUE 1.207729 +#> 11 TRUE TRUE 1.471861 +#> 12 TRUE TRUE 2.380952 +#> 13 TRUE TRUE 2.121212 +#> 14 TRUE TRUE 1.121613 +#> 15 TRUE TRUE 1.023256 +#> 16 TRUE TRUE 1.352657 #> 17 TRUE TRUE 1.428571 -#> 18 TRUE TRUE 1.866667 +#> 18 TRUE TRUE 1.822222 #> 19 TRUE TRUE 1.666667 -#> 20 TRUE TRUE 1.319444 -#> 21 TRUE TRUE 1.538462 -#> 22 TRUE TRUE 1.173709 -#> 23 TRUE TRUE 1.111111 -#> 24 TRUE TRUE 1.033138 -#> 25 TRUE TRUE 1.002179 -#> 26 TRUE TRUE 1.013333 +#> 20 TRUE TRUE 1.527778 +#> 21 TRUE TRUE 1.282051 +#> 22 TRUE TRUE 1.126761 +#> 23 TRUE TRUE 1.428571 +#> 24 TRUE TRUE 1.013645 +#> 25 TRUE TRUE 1.009441 +#> 26 TRUE TRUE 1.000000 #> 27 TRUE TRUE 1.008065 #> 28 TRUE TRUE 1.001138 #> MinPatch_Proportion -#> 1 1.171171 -#> 2 2.000000 -#> 3 1.662125 -#> 4 1.535615 -#> 5 1.475029 -#> 6 1.612200 -#> 7 1.850490 -#> 8 1.455642 +#> 1 1.111111 +#> 2 1.805556 +#> 3 1.669440 +#> 4 1.851410 +#> 5 1.986063 +#> 6 1.721133 +#> 7 2.040441 +#> 8 1.559001 #> 9 1.666667 -#> 10 1.666667 -#> 11 1.601732 -#> 12 1.428571 -#> 13 1.212121 -#> 14 1.865154 -#> 15 1.395349 -#> 16 1.207729 +#> 10 3.333333 +#> 11 1.731602 +#> 12 1.904762 +#> 13 2.121212 +#> 14 1.789540 +#> 15 1.488372 +#> 16 1.545894 #> 17 1.428571 #> 18 1.688889 #> 19 1.666667 -#> 20 1.250000 -#> 21 1.538462 -#> 22 1.737089 -#> 23 1.587302 -#> 24 1.656920 -#> 25 1.118373 -#> 26 1.840000 -#> 27 1.478495 -#> 28 1.854380 +#> 20 1.736111 +#> 21 1.025641 +#> 22 1.830986 +#> 23 2.222222 +#> 24 1.812865 +#> 25 1.234568 +#> 26 1.780000 +#> 27 2.405914 +#> 28 2.002275 #> #> **Feature change summary** #> #> features_improved features_reduced features_unchanged targets_gained -#> 1 18 4 6 0 +#> 1 21 3 4 0 #> targets_lost #> 1 0 ``` diff --git a/docs/articles/minpatch-oceandatr-Seychelles_files/figure-html/boundary-change-maps-1.png b/docs/articles/minpatch-oceandatr-Seychelles_files/figure-html/boundary-change-maps-1.png index 582de634516d65063e38c4b391de432e7d007300..295259597cc8ae8a108bd7630ee15846d7840dde 100644 GIT binary patch literal 134485 zcmeFYcU03`xGfqsTTu}ZL5eg%QIIBG2t@@&x}r!2B}gwKC3JKvy@T{7ARwL4YvPs? 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