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
Stimberg_Oscillators.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "1888d3e2-34fb-40a6-bd21-45e0412355e6",
"metadata": {
"tags": []
},
"source": [
"# Stimberg's Code for Oscillators\n",
"\n",
"This is M. Stimberg's code that he provided for oscillators in Brian2. I quote his reply here:\n",
"\n",
"> I was writing a reply and got interrupted, only to get scooped by @adam :laughing:\n",
"He’s completely right: network_operation is your solution if there’s anything that you cannot express with equations (e.g. a somewhat artificial measure of firing rate that just looks at the last x timesteps), and using a filter this way to get a firing rate is exactly what I’d have recommended. \n",
"He’s also right about extracting average phase (and overall phase coherence, if needed): you can do this by interpreting each oscillators phase as a vector, and summing up these vectors to get the average. We do not support complex numbers in Brian, but instead you can use the cartesian representation with x and y coordinates. After summing/averaging these vectors, you can then transform it back to an angle with arctan (it would be a bit easier with arctan2, but we don’t support this at the moment – we should, though!). See below for an example showing this approach in practice. Let me know if there’s anything unclear.\n",
"\n",
"The code is as follows:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "738aba99-951e-4163-8881-1af083bed7d2",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO Cache size for target \"cython\": 13416 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",
"INFO No numerical integration method specified for group 'neurongroup', using method 'euler' (took 0.01s, trying other methods took 0.08s). [brian2.stateupdaters.base.method_choice]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from brian2 import *\n",
"\n",
"oscillators = NeuronGroup(5, '''\n",
"omega : Hz (constant)\n",
"dtheta/dt = omega : 1''')\n",
"# Random frequency, random initial phase\n",
"oscillators.omega = '100*Hz + rand()*200*Hz'\n",
"oscillators.theta = 'rand()*2*pi'\n",
"\n",
"population = NeuronGroup(1, '''\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",
"''')\n",
"population.x = 1e-9 # avoid division by zero\n",
"\n",
"average = Synapses(oscillators, population,\n",
" '''\n",
" x_post = cos(theta_pre)/N_incoming : 1 (summed)\n",
" y_post = sin(theta_pre)/N_incoming : 1 (summed)\n",
" ''')\n",
"average.connect()\n",
"\n",
"mon_osc = StateMonitor(oscillators, 'theta', True)\n",
"mon_avg = StateMonitor(population, ['coherence', 'phase'], record=True)\n",
"\n",
"run(100*ms)\n",
"\n",
"fig, axs = plt.subplots(3, 1, sharex=True)\n",
"axs[0].plot((mon_osc.theta.T + pi) % (2*pi) - pi) # Transform to [-π, π]\n",
"axs[0].set_ylabel('oscillator phase')\n",
"axs[1].plot(mon_avg.coherence[0])\n",
"axs[1].set_ylabel('phase coherence')\n",
"axs[2].plot(mon_avg.phase[0])\n",
"axs[2].set_ylabel('average phase')\n",
"axs[2].set_xlabel('time (ms)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f0f202ad-66f1-4558-9bf3-4dd9fb25f0ee",
"metadata": {},
"source": [
"# Adaptation to Kuramoto Oscillators\n",
"\n",
"Below I adapt M. Stimberg's code to the Kuramoto oscillator formalism (no PRC curve yet).\n",
"\n",
"**NOTE:** To calculate the order parameter $re^{j\\psi} := \\frac{1}{N} \\sum_{j=1}^{N} e^{j\\theta}$, we calculate the _phase coherence_ `r` and the _average phase_ '$\\psi$'. The output rhythm is then given by $r sin(\\theta)$."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5c9825aa-a709-4921-9b9d-3951945814eb",
"metadata": {},
"outputs": [],
"source": [
"# Kuramoto oscillators\n",
"kuramoto_eqs = '''\n",
" dTheta/dt = ((omega + (kN * PIF)) * 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",
"'''\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",
"'''\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": "9102870e-9c0a-4bbe-a531-5709ad910b1d",
"metadata": {},
"outputs": [],
"source": [
"# Parameters\n",
"duration = 5*second\n",
"\n",
"# Oscillators\n",
"seed(42)\n",
"N = 50\n",
"f0 = 4 # center freq [Hz]\n",
"sigma = 0.5 # normal std"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8f34b851-7732-49e7-a6f0-c6fda283e792",
"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 5. s\n",
"5. s (100%) simulated in 2s\n",
"Simulation done\n"
]
}
],
"source": [
"# Kuramoto oscillators group\n",
"net_kur = Network()\n",
"oscillators = NeuronGroup(N, kuramoto_eqs, 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",
"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": 5,
"id": "56f94902-b50e-4b70-af21-62d6164a8251",
"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 Order Parameter\")\n",
"axs[2].set_ylabel(\"Phase Coherence\")\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=3, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[1].axvline(x=3, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[2].axvline(x=3, 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": "759ec127-2a0a-4d5d-8a25-f451509fc8cd",
"metadata": {},
"source": [
"Having done all of the above (it works!) let's include stimulation in the Kuramoto equations:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7a2bbd38-2192-42d0-b626-eb77df85c511",
"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",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cc742569-357d-40f6-ae5a-e2eaa0f675d2",
"metadata": {},
"outputs": [],
"source": [
"# parameters\n",
"\n",
"# Oscillators\n",
"seed(42)\n",
"\n",
"# Inputs setup\n",
"dt_stim = 1*ms\n",
"I0 = 10*amp\n",
"tv = linspace(0, duration/second, int(duration/(dt_stim))+1)\n",
"xstim = 1. * logical_and(tv>3, tv<3.1)\n",
"pulse_train = TimedArray(xstim*amp**-1, dt=dt_stim)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7d1b19d2-e623-4d35-acbd-d26e75e4a854",
"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 5. s\n",
"5. s (100%) simulated in 2s\n",
"Simulation done\n"
]
}
],
"source": [
"# Kuramoto oscillators group\n",
"net_kur_stim = 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 = 10*amp\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_stim.add(oscillators)\n",
"net_kur_stim.add(population)\n",
"net_kur_stim.add(average)\n",
"net_kur_stim.add(mon_osc)\n",
"net_kur_stim.add(mon_avg)\n",
"net_kur_stim.add(osc_synapses)\n",
"\n",
"# run the simulation\n",
"net_kur_stim.run(duration, report='text', report_period=10*second, profile=True)\n",
"print(\"Simulation done\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "449c1890-8583-4fa6-8517-0efbe22b2fb7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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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 Order Parameter\")\n",
"axs[2].set_ylabel(\"Phase Coherence\")\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=3, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[1].axvline(x=3, ymin=-1, ymax=1, c=\"red\", linewidth=2, zorder=0, clip_on=False)\n",
"axs[2].axvline(x=3, 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": "c33bb173-93dd-47e1-953f-f9d683f11384",
"metadata": {},
"source": [
"# print(r0)\n",
"print(real(r0))\n",
"print(imag(r0))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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
}
