{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimal control\n", "\n", "This tutorial will be more comprehensive than the others, bringing together all of `cleo`'s main capabilities—electrode recording, optogenetics, and latency modeling—as well as introducing more sophisticated model-based optimal feedback control.\n", "To achieve the latter, we will use the Python bindings to the [`ldsCtrlEst` C++ library](https://cloctools.github.io/lds-ctrl-est/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First some boilerplate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from brian2 import ms, mm, um, second, mV, Hz, np\n", "import brian2.only as b2\n", "import matplotlib.pyplot as plt\n", "import cleo\n", "\n", "cleo.utilities.style_plots_for_docs()\n", "\n", "# numpy faster than cython for lightweight example\n", "b2.prefs.codegen.target = \"numpy\"\n", "np.random.seed(17320222)\n", "b2.seed(17870917)\n", "cleo.utilities.set_seed(17991214)\n", "\n", "cy1 = \"#C500CC\"\n", "cy2 = \"#df87e1\"\n", "cu1 = cleo.utilities.wavelength_to_rgb(463 * b2.nmeter)\n", "cu2 = cleo.utilities.wavelength_to_rgb(483 * b2.nmeter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network setup\n", "\n", "For the network model we adapt an E/I network implementation [from the Neuronal Dynamics textbook](https://neuronaldynamics-exercises.readthedocs.io/en/latest/_modules/neurodynex3/brunel_model/LIF_spiking_network.html#simulate_brunel_network).\n", "Let's run it and plot the spiking output:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'neurongroup', using method 'euler' (took 0.01s, trying other methods took 0.00s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "b2.defaultclock.dt = 0.5 * b2.ms\n", "\n", "n_exc = 80\n", "n_inh = int(n_exc / 4)\n", "connection_probability = 0.1\n", "n_ext = int(n_exc * connection_probability)\n", "w0 = 0.1 * b2.mV # 0.2\n", "g = 4\n", "w_inh = -g * w0\n", "synaptic_delay = 1.5 * b2.ms\n", "w_external = w0\n", "v_rest = -70 * b2.mV\n", "v_reset = -60 * b2.mV\n", "firing_threshold = -50 * b2.mV\n", "tau_m = 20 * b2.ms\n", "Rm = 100 * b2.Mohm\n", "abs_refractory_period = 2 * b2.ms\n", "thresh_rate = (firing_threshold - v_rest) / (w_external * n_ext * tau_m)\n", "poisson_input_rate = 1 * thresh_rate\n", "bias_current = 11 * b2.pA\n", "\n", "bias_ng = b2.NeuronGroup(\n", " 1, \"dI_bias/dt = -I_bias / second + bias_current*xi/sqrt(tau_m) : amp\"\n", ")\n", "\n", "lif_dynamics = \"\"\"\n", "dv/dt = (-(v-v_rest) + Rm * (I + I_bias)) / tau_m : volt (unless refractory)\n", "I : amp\n", "I_bias : amp (linked)\n", "\"\"\"\n", "\n", "ng = b2.NeuronGroup(\n", " n_exc + n_inh,\n", " model=lif_dynamics,\n", " threshold=\"v>firing_threshold\",\n", " reset=\"v=v_reset\",\n", " refractory=abs_refractory_period,\n", " method=\"linear\",\n", ")\n", "ng.I_bias = b2.linked_var(bias_ng, \"I_bias\")\n", "\n", "# random v init\n", "ng.v = (\n", " np.random.uniform(\n", " v_rest / b2.mV, high=firing_threshold / b2.mV, size=(n_exc + n_inh)\n", " )\n", " * b2.mV\n", ")\n", "ng_exc = ng[:n_exc]\n", "ng_inh = ng[n_exc:]\n", "\n", "syn = b2.Synapses(\n", " ng,\n", " model=\"w : volt\",\n", " on_pre=\"v += w\",\n", " delay=synaptic_delay,\n", ")\n", "syn.connect(p=connection_probability)\n", "syn[f\"i < {n_exc}\"].w = w0\n", "syn[f\"i >= {n_exc}\"].w = w_inh\n", "\n", "external_poisson_input = b2.PoissonInput(\n", " target=ng,\n", " target_var=\"v\",\n", " N=n_ext,\n", " rate=poisson_input_rate,\n", " weight=w_external,\n", ")\n", "\n", "rate_monitor = b2.PopulationRateMonitor(ng)\n", "spike_monitor = b2.SpikeMonitor(ng, record=True)\n", "\n", "net = b2.Network(\n", " ng,\n", " bias_ng,\n", " syn,\n", " external_poisson_input,\n", " rate_monitor,\n", " spike_monitor,\n", ")\n", "\n", "runtime = 1 * b2.second\n", "net.store()\n", "net.run(runtime)\n", "\n", "plt.scatter(spike_monitor.t / b2.ms, spike_monitor.i, s=1)\n", "net.restore()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spiking looks like we want: relatively stable with random fluctuations in global activity from the bias current we added.\n", "This will make things more interesting for the controller." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coordinates, stimulation, and recording\n", "\n", "Here we assign coordinates to the neurons and configure the optogenetic intervention and recording setup:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hor_lim = 0.1\n", "cleo.coords.assign_coords_rand_rect_prism(\n", " ng, xlim=(-hor_lim, hor_lim), ylim=(-hor_lim, hor_lim), zlim=(0.4, 0.6)\n", ")\n", "\n", "fibers = cleo.light.Light(\n", " name=\"fiber\",\n", " light_model=cleo.light.fiber473nm(R0=50 * um),\n", " coords=[(-0.1, 0, 0.3), (0.1, 0, 0.3)] * mm,\n", ")\n", "\n", "opsin = cleo.opto.chr2_4s()\n", "\n", "spikes = cleo.ephys.SortedSpiking(name=\"spikes\")\n", "probe = cleo.ephys.Probe(\n", " coords=[[0, 0, 0.4], [0, 0, 0.6]] * mm,\n", " signals=[spikes],\n", " save_history=True,\n", ")\n", "\n", "cleo.viz.plot(\n", " ng,\n", " colors=[\"xkcd:fuchsia\"],\n", " xlim=(-0.2, 0.2),\n", " ylim=(-0.2, 0.2),\n", " zlim=(0.3, 0.8),\n", " devices=[probe, fibers],\n", " scatterargs={\"alpha\": 1},\n", " axis_scale_unit=mm,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks right. Let's set up the simulation and inject the devices:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim = cleo.CLSimulator(net)\n", "sim.inject(fibers, ng)\n", "sim.inject(opsin, ng, Iopto_var_name=\"I\")\n", "sim.inject(probe, ng)\n", "assert spikes.n_sorted >= 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Collect training data\n", "Our goal will be to control two neuron's firing rates simultaneously.\n", "To do this, we will use the LQR technique explained in [Bolus et al., 2021 (\"State-space optimal feedback control of optogenetically driven neural activity)\"](https://iopscience.iop.org/article/10.1088/1741-2552/abb89c/meta).\n", "LQR is a model-based technique, and to fit a model of the system's dynamics, we first need training data.\n", "We will generate training data using Gaussian random walk inputs, modulo'ed to a normal stimulation range (0-75 mW/mm²).\n", "Here we structure our data into trials, as `ldsCtrlEst` is designed for.\n", "$u$ represents the input and $z$ the spike output." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "n_trials = 5\n", "n_samp = 500\n", "u = []\n", "z = []\n", "n_u = 2 # 1-dimensional input (just one optogenetic actuator)\n", "n_z = 2 # we'll be controlling two neurons\n", "for trial in range(n_trials):\n", " u_trial = 10 * np.cumsum(np.random.randn(n_u, n_samp), axis=1) % 75\n", " u.append(u_trial)\n", " z.append(np.zeros((n_z, n_samp)))\n", "# add some zeros to get right baseline\n", "u[-1][:, (n_samp // 2) :] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We configure the {class}`~cleo.ioproc.LatencyIOProcessor` to deliver our pre-computed stimulus and record the results, resetting after each trial:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_ChR2_neurongroup_1', using method 'euler' (took 0.03s, trying other methods took 0.04s). [brian2.stateupdaters.base.method_choice]\n", "WARNING 'dt' is an internal variable of group 'syn_ChR2_neurongroup_1', but also exists in the run namespace with the value 5. * msecond. The internal variable will be used. [brian2.groups.group.Group.resolve.resolution_conflict]\n", "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:594: RuntimeWarning: overflow encountered in exp\n", " collision_prob_fn: Callable[[Quantity], float] = lambda t: 0.2 * np.exp(\n", " [py.warnings]\n", "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:465: RuntimeWarning: invalid value encountered in multiply\n", " collision_prob = self.collision_prob_fn(t_diff) * same_chan\n", " [py.warnings]\n", "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/ephys/spiking.py:469: RuntimeWarning: invalid value encountered in multiply\n", " collision_prob *= t_diff >= 0\n", " [py.warnings]\n" ] } ], "source": [ "class TrainingStimIOP(cleo.LatencyIOProcessor):\n", " i_samp = 0\n", " i_trial = 0\n", "\n", " # here we just feed in the training inputs and record the outputs\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z[self.i_trial][:, self.i_samp] = z_t[:n_z] # just first two neurons\n", " out = {\"fiber\": u[self.i_trial][:, self.i_samp] * b2.mwatt / b2.mm2}\n", " self.i_samp += 1\n", " return out, t_samp\n", "\n", " # gets called with sim.reset()\n", " def reset(self):\n", " self.i_samp = 0\n", "\n", "\n", "dt = 5 * ms\n", "training_stim_iop = TrainingStimIOP(sample_period=dt)\n", "sim.set_io_processor(training_stim_iop)\n", "\n", "for i_trial in range(n_trials):\n", " training_stim_iop.i_trial = i_trial\n", " sim.run(n_samp * dt)\n", " sim.reset()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot our training data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(\n", " n_trials, 2, figsize=(12, 6), layout=\"compressed\", sharex=True, sharey=\"col\"\n", ")\n", "\n", "for i, (utrial, ztrial) in enumerate(zip(u, z)):\n", " # Plot spiking data\n", " ax_spike = axs[i, 0]\n", " ax_spike.imshow(\n", " ztrial,\n", " aspect=\"auto\",\n", " cmap=\"gray\",\n", " extent=[0, (n_samp * dt) / ms, *np.arange(n_z + 1)],\n", " interpolation=\"nearest\",\n", " zorder=0,\n", " )\n", " ax_spike.set(ylabel=\"channel #\", yticks=range(n_z))\n", " if i == n_trials - 1:\n", " ax_spike.set(xlabel=\"t [ms]\")\n", "\n", " # Plot input data\n", " ax_input = axs[i, 1]\n", " lines = ax_input.plot(\n", " np.arange(n_samp) * dt / ms,\n", " utrial.T,\n", " alpha=0.8,\n", " lw=1,\n", " )\n", " for i, ln, c in zip(range(n_u), lines, [cu1, cu2]):\n", " ln.set(color=c, label=f\"fiber {i + 1}\")\n", " ax_input.set(ylabel=\"u [mW/mm²]\")\n", " if i == n_trials - 1:\n", " ax_input.set(xlabel=\"t [ms]\")\n", "\n", "axs[0, 1].legend()\n", "axs[0, 0].set(title=\"spikes\")\n", "axs[0, 1].set(title=\"light inputs\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model fitting\n", "\n", "Now we have `u` and `z` in the form we need for `ldsctrlest`'s fitting functions: `n_trial`-length lists of `n` by `n_samp` arrays. We will now fit Gaussian linear dynamical systems using the SSID algorithm. See [the documentation](https://cloctools.github.io/lds-ctrl-est/) for more detailed explanations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import ldsctrlest as lds\n", "import ldsctrlest.gaussian as glds\n", "\n", "n_x_fit = 3 # latent dimensionality of system\n", "n_h = 100 # size of block Hankel data matrix\n", "u_train = lds.UniformMatrixList(u, free_dim=2)\n", "z_train = lds.UniformMatrixList(z, free_dim=2)\n", "ssid = glds.FitSSID(n_x_fit, n_h, dt / second, u_train, z_train)\n", "fit, sing_vals = ssid.Run(lds.SSIDWt.kMOESP)\n", "fit_sys_ssid = glds.System(fit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot the singular values of the data matrix—we should see a drop at or before our chosen model order if we have a decent fit.\n", "We also visualize impulse responses: we should see increases in firing rate for each of the fibers:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_samp_imp = 50\n", "y_imp = fit_sys_ssid.simulate_imp(n_samp_imp)\n", "t_imp = np.arange(n_samp_imp) * dt / ms\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(2 + n_u * 3, 4), layout=\"compressed\")\n", "axs[0].semilogy(sing_vals[: n_x_fit * 3], linewidth=2)\n", "axs[0].set(ylabel=\"singular values\", xlabel=\"singular value index\")\n", "\n", "for i_u in range(n_u):\n", " ax = axs[i_u + 1]\n", " lines = ax.plot(t_imp, y_imp[i_u].T, linewidth=2)\n", " lines[0].set_color(cy1)\n", " lines[1].set_color(cy2)\n", " ax.set(title=f\"Impulse response for $u_{i_u + 1}$\", xlabel=\"time (ms)\")\n", "\n", "\n", "ax.legend(lines, [\"$y_1$\", \"$y_2$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see a sharp drop in singular values after the first few, which justifies our model order choice.\n", "For the impulse responses, we expect both fibers to cause transitory increases in firing rate for both electrodes.\n", "Since we see that isn't the case for the first, let's try refining our fit with expectation-maximization (EM):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 1/50 ...\n", "C_new[0]: -0.105012\n", "d_new[0]: 0.391363\n", "R_new[0]: 0.141144\n", "A_new[0]: 0.982364\n", "B_new[0]: 2.38562e-06\n", "Q_new[0]: 0.0114576\n", "x0_new[0]: -2.53407e-05\n", "P0_new[0]: 1.00001e-06\n", "max dtheta: 2.5084\n", "\n", "Iteration 2/50 ...\n", "C_new[0]: -0.0943574\n", "d_new[0]: 0.461353\n", "R_new[0]: 0.140272\n", "A_new[0]: 0.977572\n", "B_new[0]: -0.000414522\n", "Q_new[0]: 0.0121686\n", "x0_new[0]: -4.11669e-05\n", "P0_new[0]: 1.00002e-06\n", "max dtheta: 174.758\n", "\n", "Iteration 3/50 ...\n", "C_new[0]: -0.0915526\n", "d_new[0]: 0.487437\n", "R_new[0]: 0.138667\n", "A_new[0]: 0.973509\n", "B_new[0]: -0.000737076\n", "Q_new[0]: 0.0128524\n", "x0_new[0]: -5.35115e-05\n", "P0_new[0]: 1.00003e-06\n", "max dtheta: 11.957\n", "\n", "Iteration 4/50 ...\n", "C_new[0]: -0.0932068\n", "d_new[0]: 0.489635\n", "R_new[0]: 0.137209\n", "A_new[0]: 0.96977\n", "B_new[0]: -0.00102345\n", "Q_new[0]: 0.0135567\n", "x0_new[0]: -6.43448e-05\n", "P0_new[0]: 1.00005e-06\n", "max dtheta: 1.00887\n", "\n", "Iteration 5/50 ...\n", "C_new[0]: -0.0970164\n", "d_new[0]: 0.480574\n", "R_new[0]: 0.1359\n", "A_new[0]: 0.965911\n", "B_new[0]: -0.00130965\n", "Q_new[0]: 0.0142672\n", "x0_new[0]: -7.45381e-05\n", "P0_new[0]: 1.00008e-06\n", "max dtheta: 2.78001\n", "\n", "Iteration 6/50 ...\n", "C_new[0]: -0.101797\n", "d_new[0]: 0.46656\n", "R_new[0]: 0.134703\n", "A_new[0]: 0.961747\n", "B_new[0]: -0.00161025\n", "Q_new[0]: 0.0149682\n", "x0_new[0]: -8.44291e-05\n", "P0_new[0]: 1.0001e-06\n", "max dtheta: 10.8644\n", "\n", "Iteration 7/50 ...\n", "C_new[0]: -0.106955\n", "d_new[0]: 0.450582\n", "R_new[0]: 0.133571\n", "A_new[0]: 0.957235\n", "B_new[0]: -0.00192869\n", "Q_new[0]: 0.0156501\n", "x0_new[0]: -9.41219e-05\n", "P0_new[0]: 1.00014e-06\n", "max dtheta: 4.36099\n", "\n", "Iteration 8/50 ...\n", "C_new[0]: -0.112155\n", "d_new[0]: 0.434213\n", "R_new[0]: 0.132473\n", "A_new[0]: 0.952402\n", "B_new[0]: -0.00226317\n", "Q_new[0]: 0.0163071\n", "x0_new[0]: -0.000103627\n", "P0_new[0]: 1.00017e-06\n", "max dtheta: 1.75518\n", "\n", "Iteration 9/50 ...\n", "C_new[0]: -0.117176\n", "d_new[0]: 0.418421\n", "R_new[0]: 0.131404\n", "A_new[0]: 0.947307\n", "B_new[0]: -0.00260934\n", "Q_new[0]: 0.0169355\n", "x0_new[0]: -0.000112919\n", "P0_new[0]: 1.00021e-06\n", "max dtheta: 0.775979\n", "\n", "Iteration 10/50 ...\n", "C_new[0]: -0.121863\n", "d_new[0]: 0.403843\n", "R_new[0]: 0.130366\n", "A_new[0]: 0.942028\n", "B_new[0]: -0.0029617\n", "Q_new[0]: 0.0175338\n", "x0_new[0]: -0.000121961\n", "P0_new[0]: 1.00026e-06\n", "max dtheta: 0.51042\n", "\n", "Iteration 11/50 ...\n", "C_new[0]: -0.126112\n", "d_new[0]: 0.390877\n", "R_new[0]: 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-0.00622289\n", "Q_new[0]: 0.0317718\n", "x0_new[0]: -0.000268586\n", "P0_new[0]: 1.00335e-06\n", "max dtheta: 0.452143\n", "\n", "Iteration 46/50 ...\n", "C_new[0]: -0.146837\n", "d_new[0]: 0.360474\n", "R_new[0]: 0.116274\n", "A_new[0]: 0.877408\n", "B_new[0]: -0.00621469\n", "Q_new[0]: 0.0320256\n", "x0_new[0]: -0.00027078\n", "P0_new[0]: 1.00347e-06\n", "max dtheta: 0.742147\n", "\n", "Iteration 47/50 ...\n", "C_new[0]: -0.146849\n", "d_new[0]: 0.360894\n", "R_new[0]: 0.116186\n", "A_new[0]: 0.877394\n", "B_new[0]: -0.00620691\n", "Q_new[0]: 0.0322723\n", "x0_new[0]: -0.000272956\n", "P0_new[0]: 1.00359e-06\n", "max dtheta: 2.58805\n", "\n", "Iteration 48/50 ...\n", "C_new[0]: -0.146866\n", "d_new[0]: 0.361289\n", "R_new[0]: 0.116102\n", "A_new[0]: 0.87738\n", "B_new[0]: -0.00619957\n", "Q_new[0]: 0.0325123\n", "x0_new[0]: -0.000275116\n", "P0_new[0]: 1.00371e-06\n", "max dtheta: 1.46554\n", "\n", "Iteration 49/50 ...\n", "C_new[0]: -0.146885\n", "d_new[0]: 0.361659\n", "R_new[0]: 0.11602\n", "A_new[0]: 0.877367\n", "B_new[0]: -0.00619266\n", "Q_new[0]: 0.0327461\n", "x0_new[0]: -0.000277262\n", "P0_new[0]: 1.00384e-06\n", "max dtheta: 0.53465\n", "\n", "Iteration 50/50 ...\n", "C_new[0]: -0.146908\n", "d_new[0]: 0.362008\n", "R_new[0]: 0.11594\n", "A_new[0]: 0.877352\n", "B_new[0]: -0.00618617\n", "Q_new[0]: 0.0329742\n", "x0_new[0]: -0.000279396\n", "P0_new[0]: 1.00396e-06\n", "max dtheta: 0.313476\n", "\n" ] } ], "source": [ "em = glds.FitEM(fit, u_train, z_train)\n", "fit_em = em.Run(\n", " calc_dynamics=True,\n", " calc_Q=True,\n", " calc_init=True,\n", " calc_output=True,\n", " calc_measurement=True,\n", " max_iter=50,\n", " tol=1e-2,\n", ")\n", "fit_sys_em = glds.System(fit_em)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll plot impulse responses again:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_imp = fit_sys_em.simulate_imp(n_samp_imp)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(3 * n_u, 4), layout=\"compressed\")\n", "for i_u in range(n_u):\n", " ax = axs[i_u]\n", " lines = ax.plot(t_imp, y_imp[i_u].T, linewidth=2)\n", " lines[0].set_color(cy1)\n", " lines[1].set_color(cy2)\n", " ax.set(title=f\"Impulse response for $u_{i_u + 1}$\", xlabel=\"time (ms)\")\n", "\n", "ax.legend(lines, [\"$y_1$\", \"$y_2$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking better.\n", "Since we can't visualize singular values, let's compare the two fits with percent explained variance: " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SSID r²: 0.07508708150847317\n", "EM r²: 0.26515411771446507\n" ] } ], "source": [ "z_arr = np.array(z)\n", "\n", "\n", "def pct_exp_var(sys, nstep=1):\n", " x_filt, x_pred, y_pred = sys.nstep_pred_block(u_train, z_train, nstep)\n", " y_pred = np.array(y_pred)\n", " assert y_pred.shape == z_arr[:, :, nstep:].shape, y_pred.shape\n", " corrcoef_mat = np.corrcoef(z_arr[:, :, nstep:].flatten(), y_pred[:, :, :].flatten())\n", " return corrcoef_mat[0, 1] ** 2\n", "\n", "\n", "print(\"SSID r²:\", pct_exp_var(fit_sys_ssid))\n", "print(\"EM r²:\", pct_exp_var(fit_sys_em))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we suspected from the impulse responses, the EM-refined fit is much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LQR optimal controller design\n", "\n", "We now use the fit parameters to create the controller system and set additional parameters. The feedback gain, $ K_c $, is especially important, determining how the controller responds to the current \"error\"—the difference between where the system is (estimated to be) now and where we want it to be. The field of optimal control deals with how to design the controller so as to minimize a cost function reflecting what we care about.\n", "\n", "With a linear system (obtained from the fitting procedure above) and quadratic per-timestep cost function $J$ penalizing distance from the reference $x^*$ and the input $u$\n", "\n", "$$ L = \\frac{1}{2} (x - x^*)^T Q (x - x^*) + \\frac{1}{2} u^T R u $$\n", "\n", "we can use the closed-form optimal solution called the Linear Quadratic Regulator (LQR).\n", "\n", "$$ K = (R + B^T P B)^{-1}(B^T P A) \\quad\\quad u = -Kx$$\n", "\n", "The $P$ matrix is obtained by numerically solving the discrete algebraic Riccati equation:\n", "\n", "$$\n", "P=A^{T} P A-\\left(A^{T} P B\\right)\\left(R+B^{T} P B\\right)^{-1}\\left(B^{T} P A\\right)+Q\n", "$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# upper and lower bounds on control signal (optic fiber light intensity)\n", "u_lb = 0 # mW/mm2\n", "u_ub = 75 # mW/mm2\n", "controller = glds.Controller(fit_sys_em, u_lb, u_ub)\n", "# careful not to use this anymore since controller made a copy\n", "del fit_sys_em" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ********** SYSTEM ********** \n", "x: \n", " 0.2416\n", " 0.2736\n", " -0.4363\n", "\n", "P: \n", " 0.1522 -0.0049 0.0092\n", " -0.0049 0.2306 -0.0099\n", " 0.0092 -0.0099 0.2138\n", "\n", "A: \n", " 0.8774 -0.1411 0.1746\n", " 0.2014 0.0053 0.4933\n", " 0.0106 -0.8962 -0.3273\n", "\n", "B: \n", " -0.0062 -0.0065\n", " 0.0161 0.0073\n", " 0.0017 0.0012\n", "\n", "g: \n", " 1.0000\n", " 1.0000\n", "\n", "m: \n", " 0\n", " 0\n", " 0\n", "\n", "Q: \n", " 0.0330 -0.0765 -0.0013\n", " -0.0765 0.2050 0.0040\n", " -0.0013 0.0040 0.0198\n", "\n", "Q_m: \n", " 1.0000e-06 0 0\n", " 0 1.0000e-06 0\n", " 0 0 1.0000e-06\n", "\n", "d: \n", " 0.3620\n", " 0.3859\n", "\n", "C: \n", " -0.1469 0.1281 -0.0339\n", " -0.1480 0.1816 -0.0983\n", "\n", "y: \n", " 0.3764\n", " 0.4427\n", "\n", "R: \n", " 0.1159 -0.0039\n", " -0.0039 0.1031\n", "\n", "g_design : 1.0000\n", " 1.0000\n", "\n", "u_lb : 0\n", "u_ub : 75\n", "\n", "For controlled system dynamics A - BK:\n", "eigvals: [ 0.72559149+0.j -0.15320079+0.55360005j -0.15320079-0.55360005j]\n", "magnitude of eigvals: [0.72559149 0.57440709 0.57440709]\n" ] } ], "source": [ "from scipy.linalg import solve_discrete_are\n", "\n", "A, B, C = controller.sys.A, controller.sys.B, controller.sys.C\n", "# cost matrices\n", "# Q reflects how much we care about state error\n", "# we use C'C since we really care about output error, not latent state\n", "Q_cost = C.T @ C\n", "R_cost = 1e-4 * np.eye(n_u) # reflects how much we care about minimizing the stimulus\n", "P = solve_discrete_are(A, B, Q_cost, R_cost)\n", "controller.Kc = np.linalg.inv(R_cost + B.T @ P @ B) @ (B.T @ P @ A)\n", "print(controller)\n", "print(\"For controlled system dynamics A - BK:\")\n", "print(\"eigvals:\", np.linalg.eigvals(A - B @ controller.Kc))\n", "print(\"magnitude of eigvals:\", np.abs(np.linalg.eigvals(A - B @ controller.Kc)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now configure a {class}`~cleo.ioproc.LatencyIOProcessor` to use our controller:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_ref = np.mean(z) * 0.75 # target rate per timebin\n", "\n", "\n", "class CtrlLoop(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period, controller):\n", " super().__init__(sample_period)\n", " self.controller = controller\n", " self.sys = controller.sys\n", " self.do_control = False # allows us to turn on and off control\n", "\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z].reshape((-1, 1)) # just first n_z neurons\n", " self.controller.y_ref = np.ones((n_z, 1)) * y_ref\n", "\n", " u_t = self.controller.ControlOutputReference(z_t, do_control=self.do_control)\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " self.y_hat = np.hstack([self.y_hat, self.sys.y])\n", " self.x_hat = np.hstack([self.x_hat, self.sys.x])\n", " self.z = np.hstack((self.z, z_t))\n", "\n", " return out, t_samp + 3 * ms # 3 ms delay\n", "\n", "\n", "ctrl_loop = CtrlLoop(sample_period=dt, controller=controller)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the experiment\n", "\n", "We'll now run the simulation with and without control to compare." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.reset() # only needed when rerunning\n", "sim.set_io_processor(ctrl_loop)\n", "T0 = 200 * ms\n", "sim.run(T0)\n", "\n", "ctrl_loop.do_control = True\n", "T1 = 1000 * ms\n", "sim.run(T1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we plot the results to see how well the controller was able to match the desired firing rate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def y_ref_fn(t, in_hertz=True):\n", " y_baseline = np.mean(controller.sys.d)\n", " if in_hertz:\n", " yr = y_ref / dt / Hz\n", " y_baseline /= dt * Hz\n", " else:\n", " yr = y_ref\n", " return y_baseline * (t < T0) + yr * (t >= T0) # target rate per timebin\n", "\n", "\n", "def plot_ctrl(loop):\n", " fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", " ax1.set(ylabel=\"spikes/s\", title=\"real-time estimated firing rates\")\n", " ax1.plot(\n", " loop.t_samp / ms,\n", " loop.y_hat[0] / dt,\n", " c=cy1,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_1$\",\n", " )\n", " ax1.plot(\n", " loop.t_samp / ms,\n", " loop.y_hat[1] / dt,\n", " c=cy2,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_2$\",\n", " )\n", " ax1.plot(loop.t_samp / ms, y_ref_fn(loop.t_samp), c=\"green\", label=\"reference\")\n", " ax1.axvline(T0 / ms, c=\"xkcd:red\", linestyle=\":\", label=\"ctrl on\")\n", " ax1.legend(loc=\"right\")\n", " ax2.plot(fibers.t / b2.ms, fibers.irradiance_[:, 0], c=cu1, label=\"$u_1$\")\n", " ax2.plot(fibers.t / b2.ms, fibers.irradiance_[:, 1], c=cu2, label=\"$u_2$\")\n", " ax2.legend()\n", " ax2.set(xlabel=\"t (ms)\", ylabel=\"u (mW/mm$^2$)\", title=\"input signal\")\n", "\n", "\n", "plot_ctrl(ctrl_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What gives?\n", "Why does the controller keep the input on when it's clearly over the target?\n", "Let's check a Gaussian-smoothed post hoc estimated firing rate to confirm the firing rates are too high:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [5. 0.] Hz\n", "target = 132.6 Hz\n", "achieved = [198. 181.] Hz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import gaussian_filter1d\n", "\n", "\n", "def plot_post_hoc(loop):\n", " i_baseline = loop.t_samp < T0\n", " i_static = (loop.t_samp >= T0) & (loop.t_samp < T0 + T1)\n", " print(\"Results (spikes/second):\")\n", " print(\"baseline =\", np.sum(loop.z[:, i_baseline], axis=1) / T0)\n", " print(\"target =\", y_ref / dt)\n", " print(\n", " \"achieved =\",\n", " (np.sum(loop.z[:, i_static], axis=1) / T1).round(1),\n", " )\n", "\n", " win_len = 25 * ms / dt\n", " smoothed = gaussian_filter1d(loop.z, sigma=win_len, axis=1) / dt\n", " plt.plot(loop.t_samp / ms, y_ref_fn(loop.t_samp), c=\"green\", label=\"reference\")\n", " plt.axvline(T0 / ms, c=\"r\", ls=\":\")\n", " plt.xlabel(\"t (ms)\")\n", " plt.ylabel(\"spikes/s\")\n", " plt.title(\"Gaussian-smoothed firing rate\")\n", " plt.plot(loop.t_samp / ms, smoothed[0], c=cy1)\n", " plt.plot(loop.t_samp / ms, smoothed[1], c=cy2)\n", "\n", "\n", "plot_post_hoc(ctrl_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And so they are.\n", "Another possibility is that the steady-state set point calculated by the controller is unattainable.\n", "Let's see:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-31.29477828],\n", " [ 84.5755037 ]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "controller.u_ref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks to be the case.\n", "The controller kept $u_1$ high since what it was trying to use negative $u_2$ at the same time—unfortunately, we can't exactly use negative light.\n", "Even if the controller didn't fail in this way, its ignorance of the upper limit (75 mW/mm²) poses another problem.\n", "This is a fundamental limitation of LQR; it can't account for constraints.\n", "What's the solution?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accounting for input constraints" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's help out LQR by computing a set point that respects our constraints.\n", "We need to break out convex optimization tools to do so though." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/miniforge3/envs/cleo/lib/python3.12/site-packages/cvxpy/reductions/solvers/solving_chain_utils.py:30: UserWarning: The problem includes expressions that don't support CPP backend. Defaulting to the SCIPY backend for canonicalization.\n", " warnings.warn(UserWarning(\n", " [py.warnings]\n" ] }, { "data": { "text/plain": [ "(array([17.06548526, 12.72169718]),\n", " array([-1.59446947, 0.04281098, -0.007822 ]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cvxpy as cp\n", "\n", "\n", "def opt_u_x():\n", " \"\"\"\n", " Solve the optimal control problem using CVXPY.\n", " \"\"\"\n", " # Define the optimization variables\n", " u = cp.Variable(n_u)\n", " x = cp.Variable(n_x_fit)\n", " y_r = np.full(n_z, y_ref)\n", "\n", " # Define the cost function\n", " cost = cp.sum_squares(C @ x + controller.sys.d - y_r) + cp.quad_form(u, R_cost)\n", "\n", " # Define the constraints\n", " constraints = [\n", " x == A @ x + B @ u,\n", " u >= u_lb,\n", " u <= u_ub,\n", " ]\n", "\n", " # Define the optimization problem\n", " prob = cp.Problem(cp.Minimize(cost), constraints)\n", " prob.solve()\n", "\n", " return u.value, x.value\n", "\n", "\n", "u_ref, x_ref = opt_u_x()\n", "u_ref, x_ref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That `u_ref` looks much better!\n", "Let's try again, this time using the `Control` method of the controller, that lets us set the `x` and `u` reference values ourselves, rather than computing the unhelpful values we saw." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class CtrlLoop2(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period, controller):\n", " super().__init__(sample_period)\n", " self.controller = controller\n", " self.sys = controller.sys\n", " self.do_control = False # allows us to turn on and off control\n", "\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z].reshape((-1, 1)) # just first n_z neurons\n", "\n", " self.controller.u_ref = u_ref\n", " self.controller.x_ref = x_ref\n", " u_t = self.controller.Control(z_t, do_control=self.do_control)\n", " if not self.do_control:\n", " u_t = np.zeros((n_u, 1)) # no control\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " self.y_hat = np.hstack([self.y_hat, self.sys.y])\n", " self.x_hat = np.hstack([self.x_hat, self.sys.x])\n", " self.z = np.hstack((self.z, z_t))\n", "\n", " return out, t_samp + 3 * ms # 3 ms delay\n", "\n", "\n", "ctrl_loop2 = CtrlLoop2(sample_period=dt, controller=controller)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.reset()\n", "sim.set_io_processor(ctrl_loop2)\n", "sim.run(T0)\n", "\n", "ctrl_loop2.do_control = True\n", "sim.run(T1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ctrl(ctrl_loop2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [15. 20.] Hz\n", "target = 132.6 Hz\n", "achieved = [151. 152.] Hz\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_post_hoc(ctrl_loop2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There we go!\n", "That looks much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "As a recap, in this tutorial we've seen how to:\n", "- inject optogenetic stimulation into an existing Brian network\n", "- inject an electrode into an existing Brian network to record spikes\n", "- generate training data and fit a Gaussian linear dynamical system to the spiking output using `ldsctrlest`\n", "- configure an `ldsctrlest` LQR controller based on that linear system and design optimal gains\n", "- use that controller in running a complete simulated feedback control experiment\n", "- work around the limitations of LQR by computing a feasible setpoint using convex optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus: model predictive control\n", "The stage is now set for model predictive control (MPC), which, by solving an optimization problem at every timestep, has two important capabilities LQR does not:\n", "\n", "1. It can look ahead, optimizing a time-varying control trajectory over a horizon of specified length.\n", "2. It can account for linear constraints on states and inputs.\n", "\n", "The main downside is the increased computational cost compared to LQR.\n", "\n", "Let's try this experiment again with MPC instead, using the [`lqmpc` package](https://github.com/CLOCTools/lqmpc)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MPC setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import lqmpc\n", "\n", "H = 20\n", "mpc = lqmpc.LQMPC(dt / second, A, B, C)\n", "# N, M are prediction and control horizons\n", "mpc.set_control(Q_cost, R_cost, N=H, M=H - 1)\n", "mpc.set_constraints(umin=np.zeros(n_u), umax=np.full(n_u, u_ub))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since MPC runs a quadratic program under the hood every timestep, one advantage we should have is not needing to think about the optimal setpoints like we just did.\n", "However, `lqmpc` only support a state, not output reference, so we'll just use the same reference value for now.\n", "Adding MPC to `ldsctrlest` is planned, including control by output reference; when implemented, this tutorial should be updated." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# lqmpc doesn't support directly optimizing y_ref, so we use the same steady-state x_ref\n", "def xref_fn(t):\n", " return (t >= T0) * x_ref[:, None]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We mentioned a downside of MPC was the increased computational cost.\n", "Let's measure how long the controller takes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulation Time: 0.30167532 s \n", "Mean Step Time: 0.00201117 s \n", "\n" ] } ], "source": [ "mpc.simulate(\n", " t_sim=dt / second,\n", " x0=np.zeros(n_x_fit),\n", " u0=u_ref,\n", " xr=xref_fn(np.arange(200) * dt),\n", " L=150,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Roughly 3 ms.\n", "Good to know!\n", "Let's increase the latency of our control loop from 3 to 6 ms then.\n", "Unlike `ldsCtrlEst`, `lqmpc` does not have built-in Kalman filtering, so we'll need to add that too:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class MPCLoop(cleo.LatencyIOProcessor):\n", " def __init__(self, sample_period):\n", " super().__init__(sample_period)\n", " # for post hoc visualization/analysis:\n", " self.x_hat = np.empty((n_x_fit, 0))\n", " self.y_hat = np.empty((n_z, 0))\n", " self.z = np.empty((n_z, 0))\n", "\n", " mpc.xi = np.zeros(n_x_fit)\n", " mpc.ui = u_ref\n", " self.P_cov = controller.sys.P # initialize state covariance matrix\n", " self.Q = controller.sys.Q\n", " self.R = controller.sys.R\n", " self.d = controller.sys.d.squeeze()\n", "\n", " def process(self, state_dict, t_samp):\n", " i, t, z_t = state_dict[\"Probe\"][\"spikes\"]\n", " z_t = z_t[:n_z] # just first n_z neurons\n", "\n", " # update state covariance for Kalman filtering\n", " # predict step\n", " P_pred = A @ self.P_cov @ A.T + self.Q\n", " # Kalman gain\n", " S = C @ P_pred @ C.T + self.R\n", " K = P_pred @ C.T @ np.linalg.inv(S)\n", " # Update step\n", " z_err = z_t - (C @ mpc.xi + self.d) # Measurement residual\n", " mpc.xi = mpc.xi + K @ z_err\n", " self.P_cov = (np.eye(len(P_pred)) - K @ C) @ P_pred\n", " x_hat = mpc.xi.copy()\n", "\n", " mpc.step(\n", " dt / second, mpc.xi, mpc.ui, xref_fn(t_samp + np.arange(H) * dt), out=False\n", " )\n", " u_t = mpc.ui\n", "\n", " out = {fibers.name: u_t.squeeze() * b2.mwatt / b2.mm2}\n", "\n", " # record variables from this timestep\n", " y_hat = C @ x_hat + self.d\n", " self.y_hat = np.column_stack([self.y_hat, y_hat])\n", " self.x_hat = np.column_stack([self.x_hat, x_hat])\n", " self.z = np.column_stack((self.z, z_t))\n", "\n", " return out, t_samp + 6 * ms\n", "\n", "\n", "mpc_loop = MPCLoop(sample_period=dt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rerunning the experiment" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING /home/kyle/GaTech Dropbox/Kyle Johnsen/projects/cleo/cleo/light/light.py:557: UserWarning: fiber: negative light value clipped to 0\n", " warnings.warn(f\"{self.name}: negative light value clipped to 0\")\n", " [py.warnings]\n" ] } ], "source": [ "sim.reset()\n", "sim.set_io_processor(mpc_loop)\n", "sim.run(T0 + T1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_ctrl(mpc_loop)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [50. 60.] Hz\n", "target = 132.6 Hz\n", "achieved = [135. 135.] Hz\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_post_hoc(mpc_loop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also looking good.\n", "We don't see much of an advantage over LQR with a constraint-informed setpoint here since the optimization we performed was most of what was needed for a static reference.\n", "This essentially did part of MPC's job for it; the difference being that MPC optimizes an entire trajectory (over a receding horizon), ensuring constraints are met at every step.\n", "We do see less overshoot though, which makes sense since our controller is looking 100 ms ahead.\n", "\n", "This should be revisited with a time-varying reference once `ldsctrlest`'s MPC with output reference control is available." ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }