diff --git a/spectrome/forward/network_transfer.py b/spectrome/forward/network_transfer.py index 95aa3cf..4edf322 100644 --- a/spectrome/forward/network_transfer.py +++ b/spectrome/forward/network_transfer.py @@ -3,7 +3,9 @@ coupling alpha (in laplacian) and the local coupling alpha = 1. """ import numpy as np - +import sys +import matplotlib.pyplot as plt +from scipy.fft import fft, ifft def network_transfer_function(brain, parameters, w, use_smalleigs=True): """Network Transfer Function for spectral graph model. @@ -45,7 +47,7 @@ def network_transfer_function(brain, parameters, w, use_smalleigs=True): # Defining some other parameters used: zero_thr = 0.05 a = 0.5 # fraction of signal at a node that is recurrent excitatory - + # define sum of degrees for rows and columns for laplacian normalization rowdegree = np.transpose(np.sum(C, axis=1)) coldegree = np.sum(C, axis=0) @@ -81,7 +83,7 @@ def network_transfer_function(brain, parameters, w, use_smalleigs=True): Fi = np.divide(gii * 1 / tau_i ** 2, (1j * w + 1 / tau_i) ** 2) # Hed = 1/tau_e/(1j*w + 1/tau_e*He) - Hed = local_alpha / tau_e / (1j * w + local_alpha / tau_e * Fe) + Hed = local_alpha / tau_e / (1j * w + local_alpha / tau_e * Fe) # Hid = 1/tau_i/(1j*w + 1/tau_i*Hi) Hid = local_alpha / tau_i / (1j * w + local_alpha / tau_i * Fi) @@ -143,7 +145,7 @@ def network_transfer_local_alpha(brain, parameters, w, use_smalleigs=True): ] # inhibitory-inhibitory synaptic conductance as ratio of E-E syn tauC = parameters["tauC"] # tauC = 0.5*tau_e alpha = parameters["alpha"] - # local_alpha = 1 + local_alpha = 1 # Not being used: Pin = 1 and tau_syn = 0.002 # Defining some other parameters used: @@ -181,37 +183,42 @@ def network_transfer_local_alpha(brain, parameters, w, use_smalleigs=True): eigenvalues = np.transpose(eig_val) eigenvectors = eig_vec[:, 0:K] - # Cortical model +# # Corrected Cortical model Fe = np.divide(1 / tau_e ** 2, (1j * w + 1 / tau_e) ** 2) - Fi = np.divide(gii * 1 / tau_i ** 2, (1j * w + 1 / tau_i) ** 2) - - # Hed = 1/tau_e/(1j*w + 1/tau_e*He) - Hed = alpha / tau_e / (1j * w + alpha / tau_e * Fe) - # Hid = 1/tau_i/(1j*w + 1/tau_i*Hi) - Hid = alpha / tau_i / (1j * w + alpha / tau_i * Fi) + Fi = np.divide(1 / tau_i ** 2, (1j * w + 1 / tau_i) ** 2) - Heid = gei * Fe * Fi / (1 + gei * Fe * Fi) - Htotal = a * Hed + (1 - a) / 2 * Hid + (1 - a) / 2 * Heid +# Corrected transfer functions without any local_alpha + Hed = 1 / (1j * w + 1 / tau_e * Fe) + Hid = 1 / (1j * w + gii / tau_i * Fi) - q1 = 1 / alpha * tauC * (1j * w + alpha / tauC * Fe * eigenvalues) +# Corrected transfer function for alternate populations to match exactly what is mentioned in the paper. + Heid = Hed * Hid / (1 + gei * Hed * Hid) +# Htotal = a * Hed + (1 - a) / 2 * Hid + (1 - a) / 2 * Heid +# Will add a later. We don't know what the value of "a" should be + Htotal = Hed + Hid + Heid + +# Corrected q1 to remove alpha's + q1 = (1j * w + 1 / tauC * Fe * eigenvalues) # q1 = tauC*(1j*w + 1/tauC*He*ev) qthr = zero_thr * np.abs(q1[:]).max() magq1 = np.maximum(np.abs(q1), qthr) angq1 = np.angle(q1) q1 = np.multiply(magq1, np.exp(1j * angq1)) frequency_response = np.divide(Htotal, q1) - + model_out = 0 + ## Changed model_out to take into account P(w) which is a vector of ones. for k in range(1, K): - model_out += frequency_response[k] * eigenvectors[:, k] + model_out += (frequency_response[k]) * eigenvectors[:, k] * sum(np.conjugate(eigenvectors[:, k])) FCmodel = np.matmul( np.matmul(eigenvectors[:, 1:K], np.diag(frequency_response[1:K] ** 2)), np.transpose(eigenvectors[:, 1:K]), ) - + den = np.sqrt(np.abs(model_out)) FCmodel = np.matmul(np.matmul(np.diag(1 / den), FCmodel), np.diag(1 / den)) + return frequency_response, eigenvalues, eigenvectors, model_out, FCmodel @@ -324,3 +331,13 @@ def network_transfer_HM(brain, parameters, w, use_smalleigs=True): return frequency_response, eigenvalues, eigenvectors, model_out, Htotal # Look at Htotal only, see if it's similar to HOrig. + + + + + + + + + + diff --git a/spectrome/notebooks/run_model_example.ipynb b/spectrome/notebooks/run_model_example.ipynb index 28caac1..cfdfec1 100644 --- a/spectrome/notebooks/run_model_example.ipynb +++ b/spectrome/notebooks/run_model_example.ipynb @@ -251,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -294,13 +294,13 @@ "Text(0, 0.5, 'Magnitude (dB)')" ] }, - "execution_count": 8, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -312,7 +312,7 @@ } ], "source": [ - "fig = plt.figure(num=5, figsize = (6,4))\n", + "Fig = plt.figure(num=5, figsize = (6,4))\n", "for g in range(len(model_spectrum)):\n", " spectrum = np.abs(model_spectrum[g,:])\n", " filtered = np.convolve(spectrum, lpf, 'same')\n", @@ -320,8 +320,7 @@ "\n", "plt.grid(True)\n", "plt.xlabel('Frequency (Hz)')\n", - "plt.ylabel('Magnitude (dB)')\n", - "#mpl.plot(fvec,mag2db(np.abs(freq_model)))" + "plt.ylabel('Magnitude (dB)')" ] }, { @@ -334,9 +333,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python (Spectral)", + "display_name": "spectrome", "language": "python", - "name": "spectral" + "name": "spectrome" }, "language_info": { "codemirror_mode": { @@ -348,7 +347,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.6" } }, "nbformat": 4,