{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How meaningful are Gaussian ODE filter uncertainties?\n", "\n", "We investigate whether the uncertaintes returned by Gaussian ODE Filters are meaningful as actual error estimates---or even better?\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Make inline plots vector graphics instead of raster graphics\n", "%matplotlib inline\n", "from IPython.display import set_matplotlib_formats\n", "set_matplotlib_formats('pdf', 'svg')\n", "\n", "# Plotting\n", "import matplotlib.pyplot as plt\n", "plt.style.use('../../probnum.mplstyle')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import probnum.diffeq as diffeq\n", "from probnum.diffeq import IVP\n", "from probnum.diffeq import lotkavolterra\n", "from probnum.diffeq import logistic, probsolve_ivp\n", "\n", "\n", "np.random.seed(123)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start with the Lotka-Volterra equations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "def f(t, y):\n", " y1, y2 = y\n", " return np.array([0.5 * y1 - 0.05 * y1 * y2, -0.5 * y2 + 0.05 * y1 * y2])\n", "\n", "def df(t, y):\n", " y1, y2 = y\n", " return np.array([[0.5 - 0.05 * y2, -0.05 * y1], [0.05 * y2, -0.5 + 0.05 * y1]])\n", "\n", "t0 = 0.\n", "tmax = 20.\n", "y0 = np.array([20, 20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The EK0 ODE filter is quite fast and flexible, but does not yield accurate uncertainty estimates. We see below that the uncertainty increases monotonously, independent on the actual peaks and valleys of the ODE solution.\n", "\n", "It is not surprising that the EK0 solution is agnostic of the trajectory. In fact, the covariance of the EK0 filter is independent of the data and as such, we cannot expect it to return useful uncertainty." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sol = probsolve_ivp(f, t0, tmax, y0, df=df, step=0.1, adaptive=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "application/pdf": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "means, stds = sol.states.mean, sol.states.std\n", "\n", "fig, (ax1, ax2) = plt.subplots(nrows=2, ncols=1, sharex=True)\n", "ax1.plot(sol.locations, means[:, 0], label=\"x1\")\n", "ax1.plot(sol.locations, means[:, 1], label=\"x2\")\n", "ax1.legend()\n", "ax2.fill_between(sol.locations, stds[:, 0], alpha=0.25, label=\"x1-unc.\")\n", "ax2.fill_between(sol.locations, stds[:, 1], alpha=0.25, label=\"x2-unc.\")\n", "ax2.legend()\n", "fig.suptitle(\"EK0 Solution\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the uncertainties are aware of the peaks and valleys. They even know whether the peak is flat (rhs of blue, lhs of orange; smaller ones of the blue peaks) or steep. On top of that, they increase over time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For both we can also sample from the solution. Let us compute a low-res solution (so the samples actually look different from each other).\n", "\n", "Beware, because large numbers of samples can take a long time to compute." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "sol = probsolve_ivp(f, t0, tmax, y0, df=df, step=0.5, algo_order=1, adaptive=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "num_samples = 20\n", "locations = np.arange(0., 25.1, 0.1)\n", "samples = sol.sample(t=locations,size=num_samples)\n", "\n", "solution = sol(locations)\n", "means = solution.mean\n", "stds = solution.std" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/pdf": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1) = plt.subplots(nrows=1, ncols=1, sharex=True)\n", "for sample in samples:\n", " ax1.plot(locations, sample[:, 0], \":\", color=\"C0\", linewidth=\"1\", alpha=1)\n", " ax1.plot(locations, sample[:, 1], \":\", color=\"C1\", linewidth=\"1\", alpha=1)\n", "ax1.plot(locations, means[:, 0], label=\"x1\", color=\"k\")\n", "ax1.plot(locations, means[:, 1], label=\"x2\", color=\"k\")\n", "ax1.fill_between(\n", " locations,\n", " means[:, 0] - 2 * stds[:, 0],\n", " means[:, 0] + 2 * stds[:, 0],\n", " color=\"C0\",\n", " alpha=0.3,\n", ")\n", "ax1.fill_between(\n", " locations,\n", " means[:, 1] - 2 * stds[:, 1],\n", " means[:, 1] + 2 * stds[:, 1],\n", " color=\"C1\",\n", " alpha=0.3,\n", ")\n", "\n", "ax1.plot(sol.locations, sol.states.mean, \"o\")\n", "fig.suptitle(f\"$N={num_samples}$ Samples From an EK0 Solution\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }