{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LQR optimal control using `ldsctrlest`\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 feedback control. 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 0.02s, trying other methods took 0.00s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "data": { "image/png": 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", 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" ] }, "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", "# I_bias = b2.TimedArray((np.arange(20) % 2 == 0) * bias_current, dt=100 * b2.ms)\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", "# voltage_monitor = b2.StateMonitor(neurons, \"v\", record=idx_monitored_neurons)\n", "\n", "net = b2.Network(\n", " ng,\n", " bias_ng,\n", " syn,\n", " external_poisson_input,\n", " rate_monitor,\n", " spike_monitor,\n", " # voltage_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.MultiUnitSpiking(\n", " name=\"spikes\",\n", " r_perfect_detection=40 * um,\n", " r_half_detection=80 * um,\n", ")\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": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={Probe(name='Probe', save_history=True, signals=[MultiUnitSpiking(name='spikes', brian_objects={}, probe=..., r_perfect_detection=40. * umetre, r_half_detection=80. * umetre, cutoff_probability=0.01)], probe=NOTHING), Light(name='fiber', save_history=True, value=array([0., 0.]), light_model=OpticFiber(R0=50. * umetre, NAfib=0.37, K=125. * metre ** -1, S=7370. * metre ** -1, ntis=1.36), wavelength=0.473 * umetre, direction=array([0., 0., 1.]), max_value=None, max_value_viz=None), FourStateOpsin(name='ChR2', save_history=True, on_pre='', spectrum=[(400, 0.34), (422, 0.65), (460, 0.96), (470, 1), (473, 1), (500, 0.57), (520, 0.22), (540, 0.06), (560, 0.01), (800, 1.257478763901864e-06), (844, 2.404003519224151e-06), (920, 3.5505282745464387e-06), (940, 3.6984669526525404e-06), (946, 3.6984669526525404e-06), (1000, 2.1081261630119477e-06), (1040, 8.136627295835588e-07), (1080, 2.2190801715915242e-07), (1120, 3.69846695265254e-08)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], g0=114. * nsiemens, gamma=0.00742, phim=2.33e+23 * (second ** -1) / (meter ** 2), k1=4.15 * khertz, k2=0.868 * khertz, p=0.833, Gf0=37.3 * hertz, kf=58.1 * hertz, Gb0=16.1 * hertz, kb=63. * hertz, q=1.94, Gd1=105. * hertz, Gd2=13.8 * hertz, Gr0=0.33 * hertz, E=0. * volt, v0=43. * mvolt, v1=17.1 * mvolt, model=\"\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n # v1/v0 when v-E == 0 via l'Hopital's rule\\n fv = f_unless_x0(\\n (1 - exp(-(V_VAR_NAME_post-E)/v0)) / ((V_VAR_NAME_post-E)/v1),\\n V_VAR_NAME_post - E,\\n v1/v0\\n ) : 1\\n\\n IOPTO_VAR_NAME_post = -g0*fphi*fv*(V_VAR_NAME_post-E)*rho_rel : ampere (summed)\\n rho_rel : 1\", extra_namespace={'f_unless_x0': })})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = cleo.CLSimulator(net)\n", "sim.inject(fibers, ng)\n", "sim.inject(opsin, ng, Iopto_var_name=\"I\")\n", "sim.inject(probe, ng)" ] }, { "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 (0-50 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) % 50\n", " u.append(u_trial)\n", " z.append(np.zeros((n_z, n_samp)))" ] }, { "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 0.02s, trying other methods took 0.05s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING 'dt' is an internal variable of group 'syn_ChR2_neurongroup_1', but also exists in the run namespace with the value 2. * msecond. The internal variable will be used. [brian2.groups.group.Group.resolve.resolution_conflict]\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 = 2 * 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": [], "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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", 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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: 0.04383360173764044\n", "EM r²: 0.13481170536206497\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 $L$ 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", " -27.0134\n", " -14.3165\n", " -2.7832\n", "\n", "P: \n", " 11.5611 4.4943 0.0430\n", " 4.4943 2.4885 0.3463\n", " 0.0430 0.3463 11.7346\n", "\n", "A: \n", " 0.9613 0.0973 0.0392\n", " 0.0294 0.8609 0.0877\n", " -0.0127 0.0470 -0.7268\n", "\n", "B: \n", " 0.0153 0.0056\n", " -0.0133 -0.0344\n", " -0.0591 -0.0027\n", "\n", "g: \n", " 1.0000\n", " 1.0000\n", "\n", "m: \n", " 0\n", " 0\n", " 0\n", "\n", "Q: \n", " 0.3636 0.1986 1.4124\n", " 0.1986 0.2662 1.3413\n", " 1.4124 1.3413 8.5356\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", " 15.0531\n", " 13.3232\n", "\n", "C: \n", " 0.3976 -0.7091 0.3339\n", " 0.3415 -0.6354 0.3171\n", "\n", "y: \n", " 13.5351\n", " 12.3129\n", "\n", "R: \n", " 10.7560 1.1165\n", " 1.1165 10.7561\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: [ 0.98651763 0.06694736 -0.2470999 ]\n", "magnitude of eigvals: [0.98651763 0.06694736 0.2470999 ]\n" ] } ], "source": [ "from scipy.linalg import solve_discrete_are\n", "\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 = controller.sys.C.T @ controller.sys.C\n", "R_cost = 1e-4 * np.eye(n_u) # reflects how much we care about minimizing the stimulus\n", "A, B = controller.sys.A, controller.sys.B\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.set_io_processor(ctrl_loop)\n", "sim.reset() # only needed when rerunning\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": [ "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", " ctrl_loop.t_samp / ms,\n", " ctrl_loop.y_hat[0] / dt,\n", " c=cy1,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_1$\",\n", ")\n", "ax1.plot(\n", " ctrl_loop.t_samp / ms,\n", " ctrl_loop.y_hat[1] / dt,\n", " c=cy2,\n", " alpha=0.7,\n", " label=\"$\\\\hat{y}_2$\",\n", ")\n", "ax1.hlines((y_ref / dt) / Hz, T0 / ms, (T0 + T1) / ms, color=\"green\", label=\"reference\")\n", "ax1.hlines(0, 0, T0 / ms, color=\"green\")\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)\n", "ax2.plot(fibers.t / b2.ms, fibers.irradiance_[:, 1], c=cu2)\n", "ax2.set(xlabel=\"t (ms)\", ylabel=\"u (mW/mm$^2$)\", title=\"input signal\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks all right, but in addition to the system's estimated firing rate let's count the spikes over the control period to see how well we hit the target on average.\n", "We also plot a Gaussian-smoothed post hoc estimated firing rate:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results (spikes/second):\n", "baseline = [0.425 0.35 ] kHz\n", "target = 5.742825 kHz\n", "lqr achieved = [5.606 5.053] kHz\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.ndimage import gaussian_filter1d\n", "\n", "i_baseline = ctrl_loop.t_samp < T0\n", "i_static = (ctrl_loop.t_samp >= T0) & (ctrl_loop.t_samp < T0 + T1)\n", "print(\"Results (spikes/second):\")\n", "print(\"baseline =\", np.sum(ctrl_loop.z[:, i_baseline], axis=1) / T0)\n", "print(\"target =\", y_ref / dt)\n", "print(\n", " \"lqr achieved =\",\n", " (np.sum(ctrl_loop.z[:, i_static], axis=1) / T1).round(1),\n", ")\n", "\n", "win_len = 25 * ms / dt\n", "smoothed = gaussian_filter1d(ctrl_loop.z, sigma=win_len, axis=1) / dt\n", "plt.axhline(y_ref / dt / b2.Hz, c=\"g\")\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(ctrl_loop.t_samp / ms, smoothed[0], c=cy1)\n", "plt.plot(ctrl_loop.t_samp / ms, smoothed[1], c=cy2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like the system-estimated firing rate was close to the truth." ] }, { "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" ] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }