{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Optimal control of the noisy Wilson-Cowan odel\n", "This notebook shows how to compute the optimal control (OC) signal for the noisy WC model for a simple example task." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import os\n", "\n", "while os.getcwd().split(os.sep)[-1] != \"neurolib\":\n", " os.chdir('..')\n", "\n", "# We import the model, stimuli, and the optimal control package\n", "from neurolib.models.wc import WCModel\n", "from neurolib.utils.stimulus import ZeroInput\n", "from neurolib.control.optimal_control import oc_wc\n", "from neurolib.utils.plot_oc import plot_oc_singlenode, plot_oc_network\n", "\n", "# This will reload all imports as soon as the code changes\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "We stimulate the system with a known control signal, define the resulting activity as target, and compute the optimal control for this target. We define weights such that precision is penalized only (w_p=1, w_2=0). Hence, the optimal control signal should converge to the input signal." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We import the model\n", "model = WCModel()\n", "\n", "# Set noise strength to zero to define target state\n", "model.params.sigma_ou = 0.\n", "\n", "# Some parameters to define stimulation signals\n", "dt = model.params[\"dt\"]\n", "duration = 40.\n", "amplitude = 1.\n", "period = duration / 4.\n", "\n", "# We define a \"zero-input\", and a sine-input\n", "zero_input = ZeroInput().generate_input(duration=duration+dt, dt=dt)\n", "input = np.copy(zero_input)\n", "input[0,1:-1] = amplitude * np.sin(2.*np.pi*np.arange(0,duration-0.1, dt)/period) # other functions or random values can be used as well\n", "\n", "# We set the duration of the simulation and the initial values\n", "model.params[\"duration\"] = duration\n", "x_init = 0.011225367461896877\n", "y_init = 0.013126741089502588\n", "model.params[\"exc_init\"] = np.array([[x_init]])\n", "model.params[\"inh_init\"] = np.array([[y_init]])\n", "\n", "# We set the stimulus in x and y variables, and run the simulation\n", "model.params[\"exc_ext\"] = input\n", "model.params[\"inh_ext\"] = zero_input\n", "model.run()\n", "\n", "# Define the result of the stimulation as target\n", "target = np.concatenate((np.concatenate( (model.params[\"exc_init\"], model.params[\"inh_init\"]), axis=1)[:,:, np.newaxis],\n", " np.stack( (model.exc, model.inh), axis=1)), axis=2)\n", "target_input = np.concatenate( (input,zero_input), axis=0)[np.newaxis,:,:]\n", "\n", "# Remove stimuli and re-run the simulation\n", "# Change sigma_ou_parameter to adjust the noise strength\n", "model.params['sigma_ou'] = 0.1\n", "model.params['tau_ou'] = 1.\n", "model.params[\"exc_ext\"] = zero_input\n", "model.params[\"inh_ext\"] = zero_input\n", "control = np.concatenate( (zero_input,zero_input), axis=0)[np.newaxis,:,:]\n", "model.run()\n", "\n", "# combine initial value and simulation result to one array\n", "state = np.concatenate((np.concatenate( (model.params[\"exc_init\"], model.params[\"inh_init\"]), axis=1)[:,:, np.newaxis],\n", " np.stack( (model.exc, model.inh), axis=1)), axis=2)\n", "\n", "plot_oc_singlenode(duration, dt, state, target, control, target_input)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The target is a periodic oscillation of x and y variable (computed in deterministic, noise-free system).\n", "\n", "The noisy, undistrubed system fluctuates around zero.\n", "\n", "For the optimization, you can now set several new parameters:\n", "- M: the number of noise realizations that the algorithm averages over. Default=1\n", "- M_validation: the number of noise realization the final cost is computed from. Default=1000\n", "- validate_per_step: If True, the cost for each step is computed averaging over M_validation instead of M realizations, this takes much longer. Default=False\n", "- method: determines, how the noise averages are computed. Results may vary for different methods depending on the specific task. Choose from ['3']. Default='3'\n", "\n", "Please note:\n", "- higher number of iterations does not promise better results for computations in noisy systems. The cost will level off at some iteration number, and start increasing again afterwards. Make sure not to perform too many iterations.\n", "- M, M_validation should increase with sigma_ou model parameter\n", "- validate_per_step does not impact the control result\n", "\n", "Let's first optimize with the following parameters: M=20, iterations=100" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute control for a noisy system\n", "Mean cost in iteration 0: 0.0486299027821106\n", "Mean cost in iteration 10: 0.02795683316984877\n", "Mean cost in iteration 20: 0.027101411958439722\n", "Mean cost in iteration 30: 0.026543919519260453\n", "Mean cost in iteration 40: 0.026707819124178123\n", "Mean cost in iteration 50: 0.026786489900410732\n", "Mean cost in iteration 60: 0.026412584686262147\n", "Mean cost in iteration 70: 0.026425089398826186\n", "Mean cost in iteration 80: 0.026760368474147204\n", "Mean cost in iteration 90: 0.026954163211574594\n", "Mean cost in iteration 100: 0.027106734179733114\n", "Minimal cost found at iteration 36\n", "Final cost validated with 500 noise realizations : 0.02719992592343364\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We set the external stimulation to zero. This is the \"initial guess\" for the OC algorithm\n", "model.params[\"exc_ext\"] = zero_input\n", "model.params[\"inh_ext\"] = zero_input\n", "\n", "# We load the optimal control class\n", "# print array (optional parameter) defines, for which iterations intermediate results will be printed\n", "# Parameters will be taken from the input model\n", "model_controlled = oc_wc.OcWc(model, target, print_array=np.arange(0,101,10),\n", " M=20, M_validation=500, validate_per_step=True)\n", "\n", "# We run 100 iterations of the optimal control gradient descent algorithm\n", "model_controlled.optimize(100)\n", "\n", "state = model_controlled.get_xs()\n", "control = model_controlled.control\n", "\n", "plot_oc_singlenode(duration, dt, state, target, control, target_input, model_controlled.cost_history)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's do the same thing with different parameters: M=100, iterations=30" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute control for a noisy system\n", "Mean cost in iteration 0: 0.044519683319845585\n", "Mean cost in iteration 5: 0.049139417017223554\n", "Mean cost in iteration 10: 0.050857609671347954\n", "Mean cost in iteration 15: 0.04663531486878592\n", "Mean cost in iteration 20: 0.046747345271133535\n", "Mean cost in iteration 25: 0.05112611753258763\n", "Mean cost in iteration 30: 0.04785865829049892\n", "Minimal cost found at iteration 27\n", "Final cost validated with 500 noise realizations : 0.045416281905513174\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We set the external stimulation to zero. This is the \"initial guess\" for the OC algorithm\n", "model.params[\"exc_ext\"] = zero_input\n", "model.params[\"inh_ext\"] = zero_input\n", "\n", "# We load the optimal control class\n", "# print array (optional parameter) defines, for which iterations intermediate results will be printed\n", "# Parameters will be taken from the input model\n", "model_controlled = oc_wc.OcWc(model, target,print_array=np.arange(0,31,5),\n", " M=100, M_validation=500, validate_per_step=True)\n", "\n", "# We run 30 iterations of the optimal control gradient descent algorithm\n", "model_controlled.optimize(30)\n", "\n", "state = model_controlled.get_xs()\n", "control = model_controlled.control\n", "\n", "plot_oc_singlenode(duration, dt, state, target, control, target_input, model_controlled.cost_history)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "### Network case" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "Let us know study a simple 2-node network of model oscillators. We first need to define the coupling matrix and the delay matrix. We can then initialize the model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmat = np.array( [[0., 0.5], [1.0, 0.]] ) # diagonal elements are zero, connection strength is 1 (0.5) from node 0 to node 1 (from node 1 to node 0)\n", "dmat = np.array( [[0., 0.], [0., 0.]] ) # no delay\n", "\n", "model = WCModel(Cmat=cmat, Dmat=dmat)\n", "\n", "# we define the control input matrix to enable or disable certain channels and nodes\n", "control_mat = np.zeros( (model.params.N, len(model.state_vars)) )\n", "control_mat[0,0] = 1. # only allow inputs in x-channel in node 0\n", "\n", "model.params.K_gl = 10.\n", "\n", "# Set noise strength to zero to define target state\n", "model.params['sigma_ou'] = 0.\n", "\n", "model.params[\"duration\"] = duration\n", "zero_input = ZeroInput().generate_input(duration=duration+dt, dt=dt)\n", "input = np.copy(zero_input)\n", "input[0,1:-1] = amplitude * np.sin(2.*np.pi*np.arange(0,duration-0.1, dt)/period) # other functions or random values can be used as well\n", "model.params[\"exc_init\"] = np.vstack( [0.01255381969006173, 0.01190300495001282] )\n", "model.params[\"inh_init\"] = np.vstack( [0.013492631513639169, 0.013312224583806076] )\n", "\n", "\n", "# We set the stimulus in x and y variables, and run the simulation\n", "input_nw = np.concatenate( (np.vstack( [control_mat[0,0] * input, control_mat[0,1] * input] )[np.newaxis,:,:],\n", " np.vstack( [control_mat[1,0] * input, control_mat[1,1] * input] )[np.newaxis,:,:]), axis=0)\n", "zero_input_nw = np.concatenate( (np.vstack( [zero_input, zero_input] )[np.newaxis,:,:],\n", " np.vstack( [zero_input, zero_input] )[np.newaxis,:,:]), axis=0)\n", "\n", "model.params[\"exc_ext\"] = input_nw[:,0,:]\n", "model.params[\"inh_ext\"] = input_nw[:,1,:]\n", "\n", "model.run()\n", "\n", "# Define the result of the stimulation as target\n", "target = np.concatenate( (np.concatenate( (model.params[\"exc_init\"], model.params[\"inh_init\"]), axis=1)[:,:, np.newaxis], np.stack( (model.exc, model.inh), axis=1)), axis=2)\n", "\n", "# Remove stimuli and re-run the simulation\n", "model.params['sigma_ou'] = 0.03\n", "model.params['tau_ou'] = 1.\n", "model.params[\"exc_ext\"] = zero_input_nw[:,0,:]\n", "model.params[\"inh_ext\"] = zero_input_nw[:,0,:]\n", "model.run()\n", "\n", "# combine initial value and simulation result to one array\n", "state = np.concatenate( (np.concatenate( (model.params[\"exc_init\"], model.params[\"inh_init\"]), axis=1)[:,:, np.newaxis], np.stack( (model.exc, model.inh), axis=1)), axis=2)\n", "\n", "plot_oc_network(model.params.N, duration, dt, state, target, zero_input_nw, input_nw)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's optimize with the following parameters: M=20, iterations=100" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute control for a noisy system\n", "Mean cost in iteration 0: 0.0161042019653286\n", "Mean cost in iteration 10: 0.029701202083900886\n", "Mean cost in iteration 20: 0.02055100392146934\n", "Mean cost in iteration 30: 0.01824138412316584\n", "Mean cost in iteration 40: 0.01774943248604246\n", "Mean cost in iteration 50: 0.00938616563892467\n", "Mean cost in iteration 60: 0.013815979179667275\n", "Mean cost in iteration 70: 0.011677029951767951\n", "Mean cost in iteration 80: 0.03103645422939053\n", "Mean cost in iteration 90: 0.018355469642118635\n", "Mean cost in iteration 100: 0.021407393453975455\n", "Minimal cost found at iteration 67\n", "Final cost validated with 500 noise realizations : 0.02038125379192151\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we define the precision matrix to specify, in which nodes and channels we measure deviations from the target\n", "cost_mat = np.zeros( (model.params.N, len(model.output_vars)) )\n", "cost_mat[1,0] = 1. # only measure in x-channel in node 1\n", "\n", "# We set the external stimulation to zero. This is the \"initial guess\" for the OC algorithm\n", "model.params[\"exc_ext\"] = zero_input_nw[:,0,:]\n", "model.params[\"inh_ext\"] = zero_input_nw[:,0,:]\n", "\n", "# We load the optimal control class\n", "# print array (optinal parameter) defines, for which iterations intermediate results will be printed\n", "# Parameters will be taken from the input model\n", "model_controlled = oc_wc.OcWc(model,\n", " target,\n", " print_array=np.arange(0,101,10),\n", " control_matrix=control_mat,\n", " cost_matrix=cost_mat,\n", " M=20,\n", " M_validation=500,\n", " validate_per_step=True)\n", "\n", "# We run 100 iterations of the optimal control gradient descent algorithm\n", "model_controlled.optimize(100)\n", "\n", "state = model_controlled.get_xs()\n", "control = model_controlled.control\n", "\n", "plot_oc_network(model.params.N, duration, dt, state, target, control, input_nw, model_controlled.cost_history, model_controlled.step_sizes_history)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Let's do the same thing with different parameters: M=100, iterations=30" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute control for a noisy system\n", "Mean cost in iteration 0: 0.01775755329403377\n", "Mean cost in iteration 5: 0.010280452998278504\n", "Mean cost in iteration 10: 0.01594708289308906\n", "Mean cost in iteration 15: 0.028644745813145765\n", "Mean cost in iteration 20: 0.030889247442364865\n", "Mean cost in iteration 25: 0.02629869930972565\n", "Mean cost in iteration 30: 0.017322464091192105\n", "Minimal cost found at iteration 21\n", "Final cost validated with 500 noise realizations : 0.04481574197020663\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We set the external stimulation to zero. This is the \"initial guess\" for the OC algorithm\n", "model.params[\"exc_ext\"] = zero_input_nw[:,0,:]\n", "model.params[\"inh_ext\"] = zero_input_nw[:,0,:]\n", "\n", "# We load the optimal control class\n", "# print array (optinal parameter) defines, for which iterations intermediate results will be printed\n", "# Parameters will be taken from the input model\n", "model_controlled = oc_wc.OcWc(model,\n", " target,\n", " print_array=np.arange(0,31,5),\n", " control_matrix=control_mat,\n", " cost_matrix=cost_mat,\n", " M=100,\n", " M_validation=500,\n", " validate_per_step=True)\n", "\n", "# We run 30 iterations of the optimal control gradient descent algorithm\n", "model_controlled.optimize(30)\n", "\n", "state = model_controlled.get_xs()\n", "control = model_controlled.control\n", "\n", "plot_oc_network(model.params.N, duration, dt, state, target, control, input_nw, model_controlled.cost_history, model_controlled.step_sizes_history)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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" }, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 2 }