{ "cells": [ { "cell_type": "markdown", "id": "premier-finger", "metadata": {}, "source": [ "# Sampling events\n", "\n", "In this example, we will show how to use heyoka.py's [event detection](<./Event detection.ipynb>) system to detect when the solution of a system of ODEs satisfies certain constraints.\n", "\n", "We will be considering the system of polynomial ODEs\n", "\n", "$$\n", "\\begin{cases}\n", "\\frac{dx}{dt} = -y-x^2\\\\\n", "\\frac{dy}{dt} = 2x-y^3\n", "\\end{cases}\n", "$$\n", "\n", "with initial conditions\n", "\n", "$$\n", "\\begin{cases}\n", "x\\left( 0 \\right ) = 1\\\\\n", "y\\left( 0 \\right ) = 1\n", "\\end{cases}.\n", "$$\n", "\n", "Let us begin by creating the symbolic variables and defining the system of ODEs:" ] }, { "cell_type": "code", "execution_count": 1, "id": "actual-johnson", "metadata": {}, "outputs": [], "source": [ "import heyoka as hy\n", "\n", "x, y = hy.make_vars(\"x\", \"y\")\n", "eqns = [(x, -y - x**2), (y, 2*x - y**3)]" ] }, { "cell_type": "markdown", "id": "focal-representation", "metadata": {}, "source": [ "As a first step, we want to detect when the solution crosses the $x$ axis. The equation for this event is simply\n", "\n", "$$\n", "y = 0.\n", "$$\n", "\n", "Each time the solution crosses the $x$ axis, we want to record in a list the $x$ coordinate at the time of crossing. Thus, we define the following callback for the event:" ] }, { "cell_type": "code", "execution_count": 2, "id": "nearby-framework", "metadata": {}, "outputs": [], "source": [ "# The list of values of the x coordinate\n", "# at the time of crossing.\n", "ev_x = []\n", "\n", "# The event's callback.\n", "def cb(ta, time, d_sgn):\n", " # Determine the state of the system\n", " # at the time of crossing.\n", " ta.update_d_output(time)\n", " \n", " # Add the x coordinate at the time\n", " # of crossing to ev_x.\n", " ev_x.append(ta.d_output[0])" ] }, { "cell_type": "markdown", "id": "provincial-likelihood", "metadata": {}, "source": [ "We can now proceed to the creation of the integrator:" ] }, { "cell_type": "code", "execution_count": 3, "id": "vertical-mechanism", "metadata": {}, "outputs": [], "source": [ "ta = hy.taylor_adaptive(eqns, [1., 1.], nt_events = [hy.nt_event(\n", " # The event equation.\n", " y,\n", " # The callback function.\n", " cb)])" ] }, { "cell_type": "markdown", "id": "statistical-trigger", "metadata": {}, "source": [ "The event is created as a *non-terminal* event, as it is just a logging event that does not alter the state or the dynamics of the system.\n", "\n", "We can then proceed to the integration of the system over a time grid:" ] }, { "cell_type": "code", "execution_count": 4, "id": "supposed-religion", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "grid = np.linspace(0, 80, 2000)\n", "out = ta.propagate_grid(grid)" ] }, { "cell_type": "markdown", "id": "worst-examination", "metadata": {}, "source": [ "Let us plot the solution and mark the $x$ axis crossing positions:" ] }, { "cell_type": "code", "execution_count": 5, "id": "lightweight-earthquake", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.pylab import plt\n", "\n", "fig = plt.figure(figsize=(9, 9))\n", "ax = plt.subplot(111)\n", "ax.set_aspect('equal', adjustable='box')\n", "\n", "plt.plot(out[5][:, 0], out[5][:, 1])\n", "plt.plot(ev_x, [0] * len(ev_x), 'o', alpha=.5)\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.xlim((-0.75, 1))\n", "\n", "plt.grid()" ] }, { "cell_type": "markdown", "id": "structural-oregon", "metadata": {}, "source": [ "The plot shows how the event detection system indeed fired each time the solution crossed the $x$ axis.\n", "\n", "Let us now complicate things a bit: instead of detecting when the solution crosses the $x$ axis, we want to detect when the solution intersects the non-linear curve\n", "\n", "$$\n", "y = 1.1 \\sin\\left( 5x \\right).\n", "$$\n", "\n", "The only thing we need to change in our setup is the event equation, which will now read\n", "\n", "$$\n", "y - 1.1 \\sin\\left( 5x \\right) = 0\n", "$$\n", "\n", "rather than simply $y=0$. Additionally, we will also need to store explicitly the $y$ coordinate of the crossing points. Let us take a look at the code:" ] }, { "cell_type": "code", "execution_count": 6, "id": "determined-district", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(9, 9))\n", "\n", "# Lists of x/y coordinates for the crossing points.\n", "ev_x = []\n", "ev_y = []\n", "\n", "# The (updated) callback function.\n", "def cb(ta, time, d_sgn):\n", " ta.update_d_output(time)\n", " ev_x.append(ta.d_output[0])\n", " ev_y.append(ta.d_output[1])\n", "\n", "# Reset the integrator with the new event.\n", "ta = hy.taylor_adaptive(eqns, [1., 1.], nt_events = [hy.nt_event(y - 1.1*hy.sin(5*x), cb)])\n", "\n", "# Integrate over a time grid.\n", "out = ta.propagate_grid(grid)\n", "\n", "# Plot the results.\n", "ax = plt.subplot(111)\n", "ax.set_aspect('equal', adjustable='box')\n", "\n", "plt.plot(out[5][:, 0], out[5][:, 1])\n", "plt.plot(ev_x, ev_y, 'o', alpha = .5)\n", "\n", "# Plot also the curve.\n", "xrng = np.linspace(-0.75, 1, 2000)\n", "plt.plot(xrng, 1.1*np.sin(5*xrng), 'k--')\n", "\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.xlim((-0.75, 1))\n", "\n", "plt.grid()" ] }, { "cell_type": "markdown", "id": "viral-illustration", "metadata": {}, "source": [ "The plot shows again how the event detection system was able to correctly detect the intersections of the solution with the curve." ] } ], "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }