{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimisation with `firedrake-adjoint`\n", "\n", "*This example is modified from the equivalent [`dolfin-adjoint` demo](http://www.dolfin-adjoint.org/en/latest/documentation/stokes-bc-control/stokes-bc-control.html)*\n", "\n", "\n", "In this example, we will look at how to use `firedrake-adjoint` to optimise for strong (Dirichlet) conditions in a steady problem. `firedrake-adjoint` is a thin compatibility layer for the [`dolfin-adjoint` package](http://www.dolfin-adjoint.org/en/latest/), a python package to **automatically derive the discrete adjoint and tangent linear models** of forward problems written using Firedrake." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, we begin with some notebook magic (so that plots appear nicely) and importing Firedrake." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Code in this cell makes plots appear an appropriate size and resolution in the browser window\n", "%matplotlib widget\n", "%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['figure.figsize'] = (11, 6)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from firedrake import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is new, we now import the `firedrake.adjoint` package, which exposes the various names useful in inverse problems." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from firedrake.adjoint import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to start taping (annotating) the Firedrake operations we run in order to be able to execute the adjoint." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "continue_annotation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem setup\n", "Now we will set up the problem. We consider minimising the compliance:\n", "\n", "$$\n", "\\min_{g, u, p} \\ \\frac{1}{2}\\int_{\\Omega} \\nabla u \\cdot \\nabla u\\,\\text{d}x + \\frac{\\alpha}{2} \\int_{\\Gamma_{\\textrm{in}}} g^2\\,\\text{d}s\n", "$$\n", "\n", "subject to the Stokes equations\n", "$$\n", "\\begin{split}-\\nu \\Delta u + \\nabla p &= 0 \\quad \\text{in $\\Omega$}, \\\\\n", " \\nabla \\cdot u &= 0 \\quad \\text{in $\\Omega$}, \n", " \\end{split}\n", "$$\n", "\n", "and Dirichlet conditions\n", "\n", "$$\n", "\\begin{split}\n", "u &= g \\quad \\text{on $\\Gamma_\\text{circ}$}, \\\\\n", "u &= f \\quad \\text{on $\\Gamma_\\text{in}$}, \\\\\n", "u &= 0 \\quad \\text{on $\\Gamma_\\text{top} \\cup \\Gamma_\\text{bottom}$}, \\\\\n", "p &= 0 \\quad \\text{on $\\Gamma_\\text{out}$}. \\\\\n", "\\end{split}\n", "$$\n", "\n", "Here, $u$ and $p$ are unknown velocity and pressure, $f$ is a prescribed inflow, $g$ is the control variable that we will optimise for and $\\alpha$ is a regularisation parameter. This corresponds physically to minimising the loss of energy as heat by controlling the in/outflow on $\\Gamma_\\text{circ}$. The regularisation parameter penalises large control values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This problem setup requires a mesh that is more complex than the built in ones Firedrake provides. Instead, it was created with [Gmsh](http://gmsh.info). It is loaded by using the `Mesh` constructor, passing the filename of the mesh in question." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import os\n", "if not os.path.isfile(\"stokes-control.msh\"):\n", " # If the mesh is not available locally, we download it.\n", " !curl -O https://raw.githubusercontent.com/firedrakeproject/notebooks/refs/heads/main/stokes-control.msh\n", "mesh = Mesh(\"stokes-control.msh\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll take a look at the mesh. Since we will need to know which mesh markers correspond to which parts of the boundary, we've added a legend to the plot. Normally you will know this because you told your mesh generator how to mark the boundaries." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ffc57ce7c4b14839b77cad7154c7b282", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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Find $(u, p) \\in V\\times Q$ such that:\n", "\n", "$$\n", "\\begin{align}\n", "\\int_\\Omega \\nu \\nabla u : \\nabla v\\,\\text{d}x\n", "- \\int_\\Omega p \\nabla \\cdot v\\,\\text{d}x \n", "- \\int_{\\Gamma_{\\text{circ}}} \\nu (\\nabla u \\cdot n) \\cdot v\\,\\text{d}s &= 0 \\quad \\forall v \\in V,\\\\\n", "- \\int_\\Omega q \\nabla \\cdot u\\,\\text{d}x &= 0 \\quad \\forall q \\in Q.\\\\\n", "u &= 0 \\quad \\text{on $\\Gamma_{\\text{top}} \\cup \\Gamma_{\\text{bottom}}$},\\\\\n", "u &= \\left[\\frac{y(10 - y)}{25}, 0\\right]^T \\quad \\text{on $\\Gamma_{\\text{in}}$},\\\\\n", "u &= g \\quad \\text{on $\\Gamma_{\\text{circ}}$},\\\\\n", "\\frac{\\text{d}p}{\\text{d}n} &= 0 \\quad \\text{on $\\Gamma_{\\text{out}}$}.\n", "\\end{align}\n", "$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "V = VectorFunctionSpace(mesh, \"Lagrange\", 2)\n", "Q = FunctionSpace(mesh, \"Lagrange\", 1)\n", "W = V*Q\n", "\n", "v, q = TestFunctions(W)\n", "u, p = TrialFunctions(W)\n", "\n", "nu = Constant(1) # Viscosity coefficient\n", "\n", "x, y = SpatialCoordinate(mesh)\n", "u_inflow = as_vector([y*(10-y)/25.0, 0])\n", "\n", "noslip = DirichletBC(W.sub(0), (0, 0), (3, 5))\n", "inflow = DirichletBC(W.sub(0), u_inflow, 1)\n", "static_bcs = [inflow, noslip]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The boundary value, $g$, on the circle will be our control variable. To do this, we define a `Function` which will hold the boundary values, we then build a `DirichletBC` object as normal." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "g = Function(V, name=\"Control\")\n", "controlled_bcs = [DirichletBC(W.sub(0), g, 4)]\n", "bcs = static_bcs + controlled_bcs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we define the bilinear and linear forms." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "a = nu*inner(grad(u), grad(v))*dx - inner(p, div(v))*dx - inner(q, div(u))*dx\n", "L = Constant(0)*q*dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's solve the forward problem so that `firedrake-adjoint` annotates it. We'll also take a look at the solution." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "w = Function(W)\n", "solve(a == L, w, bcs=bcs)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fb82400eeda647fb805f79ae9a80af45", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "u_init, p_init = w.subfunctions\n", "\n", "fig, axes = plt.subplots(nrows=2, sharex=True, sharey=True)\n", "streamlines = streamplot(u_init, resolution=1/3, seed=0, axes=axes[0])\n", "fig.colorbar(streamlines, ax=axes[0], fraction=0.046)\n", "axes[0].set_aspect(\"equal\")\n", "axes[0].set_title(\"Velocity\")\n", "\n", "contours = tricontourf(p_init, 30, axes=axes[1])\n", "fig.colorbar(contours, ax=axes[1], fraction=0.046)\n", "axes[1].set_aspect(\"equal\")\n", "axes[1].set_title(\"Pressure\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The optimisation problem\n", "\n", "Now we come to the optimisation problem. We first define the functional we wish to minimise, this is done by assembling a form that produces a number. Then we specify a control variable, and produce a \"reduced\" functional (the evaluation of the functional at a given control value). We then minimise the functional, producing an optimised control value. See [the dolfin-adjoint documentation](http://www.dolfin-adjoint.org/en/latest/documentation/) for more details on reduced functionals." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "u, p = split(w)\n", "alpha = Constant(10)\n", "\n", "J = assemble(1./2*inner(grad(u), grad(u))*dx + alpha/2*inner(g, g)*ds(4))\n", "m = Control(g)\n", "Jhat = ReducedFunctional(J, m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to see what is going on in the optimisation process, we can attach a progress bar class to the tape:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "get_working_tape().progress_bar = ProgressBar" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "Evaluating adjoint ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 10/10 [0:00:00]\n", "\u001b[?25h" ] } ], "source": [ "g_opt = minimize(Jhat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's take a look at the optimised control. The initial boundary condition on the circle was no slip. We see now that the optimised boundary condition has a significant outflow in the hole." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e21cd4121f2949709d2709ced218a5af", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "fig, axes = plt.subplots()\n", "arrows = quiver(g_opt, axes=axes, scale=3)\n", "axes.set_aspect(\"equal\")\n", "axes.set_title(\"Optimised boundary value\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare the difference in the initial and final values of the functional. This is done by calling the `ReducedFunctional` object with the control at the requested value." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 11/11 [0:00:00]\n", "Evaluating functional ▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣▣ 11/11 [0:00:00]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Jhat(g) = 46.078212\n", "Jhat(g_opt) = 19.896719\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\u001b[?25h" ] } ], "source": [ "print(\"Jhat(g) = %.8g\\nJhat(g_opt) = %.8g\" % (Jhat(g), Jhat(g_opt)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see the optimised flow field, we solve the same problem again, only with the new (optimised) value for the boundary data on $\\Gamma_\\text{circ}$. This time we're not interested in annotating the solve, so we tell `firedrake-adjoint` to ignore it by passing `annotate=False`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "g.assign(g_opt)\n", "w_opt = Function(W)\n", "solve(a == L, w_opt, bcs=bcs, annotate=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "57890e0a4aee492c8c6d32b30a7a6a05", "version_major": 2, "version_minor": 0 }, "image/png": 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