https://github.com/NikVard/memstim-hh
Tip revision: 3db0e522a6c40a756534723c3f127da7b7d19860 authored by NikVard on 09 June 2022, 17:36:36 UTC
[RESULTS] opt inp EC fin
[RESULTS] opt inp EC fin
Tip revision: 3db0e52
feedforward.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "491fa373-2239-483d-831d-37f806209e31",
"metadata": {},
"source": [
"# Linking it all together\n",
"\n",
"I will link the Kuramoto oscillators group with a HH group of neurons. This mixes the examples tried so far to make sure the linked variables work as expected."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "4e470219-6fb8-4303-80ff-a7e62c76d987",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO Cache size for target \"cython\": 13525 MB.\n",
"You can call \"clear_cache('cython')\" to delete all files from the cache or manually delete files in the \"/home/nikos/.cython/brian_extensions\" directory. [brian2]\n"
]
}
],
"source": [
"from brian2 import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "76bf15c6-2f16-4c97-93de-b7c67d6e79eb",
"metadata": {},
"outputs": [],
"source": [
"# Kuramoto oscillators\n",
"kuramoto_eqs_stim = '''\n",
" dTheta/dt = ((omega + (kN * PIF) - I_stim*X*sin(Theta)) * second**-1) : 1\n",
" PIF = .5 * (sin(ThetaPreInput - Theta)) : 1\n",
" Vm = sin(Theta)*mV : volt\n",
" ThetaPreInput : 1\n",
" omega : 1\n",
" kN : 1\n",
" I_stim : amp\n",
" X = pulse_train(t) : amp**-1\n",
"'''\n",
"\n",
"# synapses\n",
"syn_kuramoto_eqs = '''\n",
" ThetaPreInput_post = Theta_pre\n",
"'''\n",
"\n",
"# Order parameter calculation equations\n",
"pop_avg_eqs = '''\n",
" x : 1\n",
" y : 1\n",
" coherence = sqrt(x**2 + y**2) : 1\n",
" phase = arctan(y/x) + int(x<0 and y>0)*pi - int(x<0 and y<0)*pi: 1\n",
" rhythm = coherence * sin(phase) : 1\n",
" rhythm_test = coherence * (sin(phase)+1)/2 : 1\n",
" rhythm_simple = rhythm*nA : amp\n",
" rhythm_abs = abs(rhythm)*nA : amp\n",
" rhythm_rect = rhythm_test*nA : amp\n",
"'''\n",
"\n",
"syn_avg_eqs = '''\n",
" x_post = cos(Theta_pre)/N_incoming : 1 (summed)\n",
" y_post = sin(Theta_pre)/N_incoming : 1 (summed)\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c704852e-4c01-4a59-9586-ec0f8556bc0d",
"metadata": {},
"outputs": [],
"source": [
"# Parameters\n",
"duration = 1*second\n",
"\n",
"# Oscillators\n",
"seed(42)\n",
"N = 50\n",
"f0 = 4 # center freq [Hz]\n",
"sigma = 0.5 # normal std\n",
"\n",
"# Inputs setup\n",
"dt_stim = 1*ms\n",
"I0 = 15*amp\n",
"tv = linspace(0, duration/second, int(duration/(dt_stim))+1)\n",
"xstim = 1. * logical_and(tv>0.75, tv<0.76)\n",
"pulse_train = TimedArray(xstim*amp**-1, dt=dt_stim)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fbc328ac-b2ff-4950-92bb-84dd3677993f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING Came across an abstract code block that may not be well-defined: the outcome may depend on the order of execution. You can ignore this warning if you are sure that the order of operations does not matter. Abstract code: \"ThetaPreInput_post = Theta_pre\"\n",
" [brian2.codegen.generators.base]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting simulation at t=0. s for a duration of 1. s\n",
"1. s (100%) simulated in < 1s\n",
"Simulation done\n"
]
}
],
"source": [
"# Kuramoto oscillators group\n",
"net_kur = Network()\n",
"oscillators = NeuronGroup(N, kuramoto_eqs_stim, threshold='True', method='euler', name='Kuramoto_N_%d' %N)\n",
"oscillators.Theta = '2*pi*rand()' # uniform U~[0,2π]\n",
"oscillators.omega = '2*pi*(f0+sigma*randn())' # normal N~(f0,σ)\n",
"oscillators.kN = 10\n",
"oscillators.I_stim = I0\n",
"osc_synapses = Synapses(oscillators, oscillators, on_pre=syn_kuramoto_eqs)\n",
"osc_synapses.connect(condition='i!=j')\n",
"\n",
"# mean phase output\n",
"population = NeuronGroup(1, pop_avg_eqs)\n",
"r0 = 1/N * sum(exp(1j*oscillators.Theta))\n",
"population.x = real(r0) # avoid division by zero\n",
"population.y = imag(r0)\n",
"average = Synapses(oscillators, population, syn_avg_eqs)\n",
"average.connect()\n",
"\n",
"# monitors\n",
"mon_osc = StateMonitor(oscillators, 'Theta', True)\n",
"mon_avg = StateMonitor(population, ['coherence', 'phase', 'rhythm'], record=True)\n",
"\n",
"# add all of the above to the network\n",
"net_kur.add(oscillators)\n",
"net_kur.add(population)\n",
"net_kur.add(average)\n",
"net_kur.add(mon_osc)\n",
"net_kur.add(mon_avg)\n",
"net_kur.add(osc_synapses)\n",
"\n",
"# run the simulation\n",
"net_kur.run(duration, report='text', report_period=10*second, profile=True)\n",
"print(\"Simulation done\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bb84daf3-781d-4fd5-bc66-edc6b0f0da1d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2abd8e84-d677-4ddc-b090-797dbf49b47a",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot the results\n",
"fig, axs = subplots(3,1)\n",
"fig.set_figheight(8)\n",
"fig.set_figwidth(16)\n",
"axs[0].plot(mon_osc.t/second, mean(sin(mon_osc.Theta), axis=0), label='Mean Phase')\n",
"#axs[0].plot(mon_avg.t/second, mon_avg.coherence[0]*sin(mon_avg.phase[0]), '--', label='Order Param')\n",
"axs[0].plot(mon_avg.t/second, mon_avg.rhythm[0], '--', label='Order Param')\n",
"axs[1].plot(mon_avg.t/second, mon_avg.phase[0], '-', label='Avg. phase of N=%d oscillators'%N)\n",
"axs[2].plot(mon_avg.t/second, mon_avg.coherence[0], '-', label='Coherence (|r|)')\n",
"\n",
"# labels\n",
"axs[0].set_ylabel(\"Ensemble Theta Rhythm\")\n",
"axs[1].set_ylabel(\"Kuramoto Phase\")\n",
"axs[2].set_ylabel(\"Order Parameter\")\n",
"axs[2].set_xlabel(\"Time [s]\")\n",
"axs[0].set_ylim([-1,1])\n",
"axs[1].set_ylim([-pi,pi])\n",
"axs[2].set_ylim([0,1])\n",
"axs[0].axvline(x=0.75, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[1].axvline(x=0.75, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[2].axvline(x=0.75, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=True)\n",
"\n",
"# make things pretty\n",
"axs[0].legend()\n",
"axs[0].grid()\n",
"axs[1].legend()\n",
"axs[1].grid()\n",
"axs[2].legend()\n",
"axs[2].grid()\n",
"\n",
"# show\n",
"fig.savefig('sample.png', facecolor='white', transparent=False)\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "7c53d744-ee07-4525-8393-10a5f51983e4",
"metadata": {},
"source": [
"# Connect to a spiking HH network template\n",
"\n",
"Now that we have an ensemble theta rhythm, we can use that to drive a population of spiking neurons:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "45b30fd9-7599-4428-b6cb-125189dce3d7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING Came across an abstract code block that may not be well-defined: the outcome may depend on the order of execution. You can ignore this warning if you are sure that the order of operations does not matter. Abstract code: \"ThetaPreInput_post = Theta_pre\"\n",
" [brian2.codegen.generators.base]\n"
]
}
],
"source": [
"start_scope()\n",
"\n",
"# Parameters\n",
"area = 20000*umetre**2\n",
"Cm = 1*ufarad*cm**-2 * area\n",
"gl = 5e-5*siemens*cm**-2 * area\n",
"El = -65*mV\n",
"EK = -90*mV\n",
"ENa = 50*mV\n",
"g_na = 100*msiemens*cm**-2 * area\n",
"g_kd = 30*msiemens*cm**-2 * area\n",
"VT = -63*mV\n",
"N = 1e3\n",
"\n",
"# The model\n",
"eqs_HH = '''\n",
"dv/dt = (gl*(El-v) - g_na*(m*m*m)*h*(v-ENa) - g_kd*(n*n*n*n)*(v-EK) + I_ext)/Cm : volt\n",
"dm/dt = 0.32*(mV**-1)*(13.*mV-v+VT)/\n",
" (exp((13.*mV-v+VT)/(4.*mV))-1.)/ms*(1-m)-0.28*(mV**-1)*(v-VT-40.*mV)/\n",
" (exp((v-VT-40.*mV)/(5.*mV))-1.)/ms*m : 1\n",
"dn/dt = 0.032*(mV**-1)*(15.*mV-v+VT)/\n",
" (exp((15.*mV-v+VT)/(5.*mV))-1.)/ms*(1.-n)-.5*exp((10.*mV-v+VT)/(40.*mV))/ms*n : 1\n",
"dh/dt = 0.128*exp((17.*mV-v+VT)/(18.*mV))/ms*(1.-h)-4./(1+exp((40.*mV-v+VT)/(5.*mV)))/ms*h : 1\n",
"I_ext : amp (linked)\n",
"'''\n",
"\n",
"neurons_HH = NeuronGroup(N, eqs_HH, threshold='v > -40*mV', refractory='v > -40*mV', method='exponential_euler')\n",
"neurons_HH.v = 'El+10*randn()*mV'\n",
"\n",
"# linked variable I_ext\n",
"neurons_HH.I_ext = linked_var(population, 'rhythm_rect')\n",
"\n",
"# add a few monitors\n",
"mon_spikes_HH = SpikeMonitor(neurons_HH)\n",
"mon_v_HH = StateMonitor(neurons_HH, ['I_ext', 'v'], record=True)\n",
"\n",
"net_kur.add(neurons_HH)\n",
"net_kur.add(mon_spikes_HH)\n",
"net_kur.add(mon_v_HH)\n",
"\n",
"net_kur.run(500*ms)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0d0d9a1c-badd-43a5-8e4c-50d5b084bfac",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raster_fig, raster_ax = plt.subplots(nrows=2, ncols=1)\n",
"raster_fig.set_figheight(8)\n",
"raster_fig.set_figwidth(16)\n",
"\n",
"title('raster plot')\n",
"raster_ax[0].plot(mon_spikes_HH.t/msecond, mon_spikes_HH.i, '.g', markersize=.5,alpha=0.5)\n",
"#raster_ax[0].set_xlim(])\n",
"raster_ax[0].set_ylabel('Neuron index')\n",
"raster_ax[0].grid()\n",
"\n",
"\n",
"raster_ax[1].plot(mon_v_HH.t/msecond, mon_v_HH.I_ext[0])\n",
"raster_ax[1].set_xlabel('Time (ms)')\n",
"#raster_ax[1].set_ylim([-1,1])\n",
"raster_ax[1].grid()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
