{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ac9729b7", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import ticker\n", "import numpy as np\n", "import numpy.linalg as npl\n", "from scipy.sparse.linalg import cg\n", "\n", "import pherosensor\n", "\n", "from pheromone_dispersion.convection_diffusion_2D import DiffusionConvectionReaction2DEquation\n", "from pheromone_dispersion.source_term import Source\n", "from pheromone_dispersion.diffusion_tensor import DiffusionTensor\n", "from pheromone_dispersion.geom import MeshRect2D\n", "from pheromone_dispersion.velocity import Velocity\n", "\n", "from source_localization.cost import Cost\n", "from source_localization.control import Control\n", "from source_localization.adjoint_convection_diffusion_2D import AdjointDiffusionConvectionReaction2DEquation\n", "from source_localization.obs import Obs" ] }, { "cell_type": "code", "execution_count": 2, "id": "d7eaf046", "metadata": {}, "outputs": [], "source": [ "Lx = 20\n", "Ly = 25\n", "Delta_x = 1.\n", "Delta_y = 1.\n", "T_final = 2." ] }, { "cell_type": "markdown", "id": "84a2500b", "metadata": {}, "source": [ "# Test of the direct model\n", "\n", "This notebook aims at testing the numerical scheme of the direct model and its implementation by comparing the results of the numerical solver with a reference solution used to derive an associated source term. \n", "\n", "## Reference solution\n", "\n", "In the present case, we consider a velocity field of shape $U(x,y) = (u(x,y),0)^T$ (with $u\\geq0$) with the horizontal velocity $u(x,y)=\\frac{4}{L_x^2}x^2\\frac{3}{2L_y}y$.\n", "Let us note that this velocity satisfies $u\\geq0$ and $uc = 0$ at $x=0$.\n", "\n", "Moreover, we get $\\partial_xu(x,y)=\\frac{8}{L_x^2}x\\frac{3}{2L_y}y$." ] }, { "cell_type": "code", "execution_count": 3, "id": "2dd0d6d5", "metadata": {}, "outputs": [], "source": [ "def velocity_horizontal(x,y):\n", " return 4 * x**2 * 3 * y / (Lx**2 * 2 * Ly)\n", "\n", "def derivative_x_velocity_horizontal(x,y):\n", " return 8 * x * 3 * y / (Lx**2 * 2 * Ly)\n", "\n", "def velocity_field(msh): \n", " \n", " x, yi = np.meshgrid(msh.x, msh.y_horizontal_interface)\n", " U_hi = np.zeros((msh.y_horizontal_interface.size, msh.x.size,2))\n", " U_hi[:,:,0] = velocity_horizontal(x, yi) \n", " \n", " xi, y = np.meshgrid(msh.x_vertical_interface, msh.y)\n", " U_vi = np.zeros((msh.y.size, msh.x_vertical_interface.size,2))\n", " U_vi[:,:,0] = velocity_horizontal(xi, y)\n", " \n", " return Velocity(msh, U_vi, U_hi)" ] }, { "cell_type": "markdown", "id": "aa93dce1", "metadata": {}, "source": [ "The diffusion tensor is considered of shape $K=diag(K_x,K_y)$ with constant $K_x$ and $K_y$ and the reaction coefficient constant." ] }, { "cell_type": "code", "execution_count": 4, "id": "9742572c", "metadata": {}, "outputs": [], "source": [ "K_x = 5./6 # diffusion coefficient in the crosswind direction (less weak)\n", "K_y = 0.01 # diffusion coefficient in the downwind direction (very weak)\n", "tau_loss = 10" ] }, { "cell_type": "markdown", "id": "054f16c3", "metadata": {}, "source": [ "Therefore, the 2D PDE reduces to $\\partial_tc+\\partial_x(uc)-K_x\\partial_{xx}c-K_y\\partial_{yy}c+\\tau_{loss}c = s$\\\n", "with the initial condition: $c(t=0)=0$,\\\n", "the boundary conditions:\\\n", "$K_x\\partial_xc = 0$ at $x = 0$ and $x = L_x$,\\\n", "$K_y\\partial_yc = 0$ at $y = 0$ and $y = L_y$,\\\n", "and $uc = 0$ at $x= 0$.\n", "\n", "We consider the reference solution $c^{ref}(x,y,t) = t\\left(cos\\left(\\frac{2\\pi n_xx}{L_x}\\right)+cos\\left(\\frac{2\\pi n_yy}{L_y}\\right)\\right)$ with $n_x$ and $n_y$ two integers.\\\n", "Let us note that the boundary conditions $K_x\\partial_xc^{ref} = 0$ at $x = 0$ and $x = L_x$, $K_y\\partial_yc^{ref} = 0$ at $y = 0$ and $y = L_y$ are then satisfied. " ] }, { "cell_type": "code", "execution_count": 10, "id": "6eb7f54d", "metadata": {}, "outputs": [], "source": [ "nx = 5\n", "ny = 7\n", "lambda_x = 2 * np.pi * nx / Lx\n", "lambda_y = 2 * np.pi * ny / Ly\n", "\n", "def c_reference(msh):\n", " \n", " x, y = np.meshgrid(msh.x, msh.y)\n", " \n", " c = np.zeros((msh.t_array.size, msh.y.size, msh.x.size))\n", "\n", " for it,t in enumerate(msh.t_array): \n", " c[it,:,:] = t * ( np.cos(lambda_x * x) + np.cos(lambda_y * y))\n", " \n", " return c[1:,:,:]" ] }, { "cell_type": "markdown", "id": "c5583f5b", "metadata": {}, "source": [ "From this reference solution, we have : \\\n", "$\\partial_tc^{ref}(x,y,t) = cos\\left(\\frac{2\\pi n_xx}{L_x}\\right)+cos\\left(\\frac{2\\pi n_yy}{L_y}\\right)$\\\n", "$\\partial_xc^{ref}(x,y,t)=-t\\frac{2\\pi n_x}{L_x}sin\\left(\\frac{2\\pi n_xx}{L_x}\\right)$, $\\partial_{xx}c^{ref}(x,y,t)=-t\\frac{4\\pi^2 n_x^2}{L_x^2}cos\\left(\\frac{2\\pi n_xx}{L_x}\\right)$\\\n", "$\\partial_yc^{ref}(x,y,t)=-t\\frac{2\\pi n_y}{L_y}sin\\left(\\frac{2\\pi n_yy}{L_y}\\right)$, $\\partial_{yy}c^{ref}(x,y,t)=-t\\frac{4\\pi^2 n_y^2}{L_y^2}cos\\left(\\frac{2\\pi n_yy}{L_y}\\right)$ \\\n", "Hence, we have the associated source term: \n", "\\begin{align*}\n", "s(x,y,t) &= \\left(1+\\partial_xu\\left(x,y\\right)t+\\tau_{loss}(x,y)t+K_xt\\frac{4\\pi^2 n_x^2}{L_x^2}\\right)cos\\left(\\frac{2\\pi n_xx}{L_x}\\right)\\\\ \n", " &+ \\left(1+\\partial_xu\\left(x,y\\right)t+\\tau_{loss}(x,y)t+K_yt\\frac{4\\pi^2 n_y^2}{L_y^2}\\right)cos\\left(\\frac{2\\pi n_yy}{L_y}\\right) \\\\\n", " &- u(x,y)t\\frac{2\\pi n_x}{L_x}sin\\left(\\frac{2\\pi n_xx}{L_x}\\right)\n", "\\end{align*}" ] }, { "cell_type": "code", "execution_count": 6, "id": "9ff0d303", "metadata": {}, "outputs": [], "source": [ "def S_reference(msh): \n", " \n", " x, y = np.meshgrid(msh.x, msh.y)\n", " \n", " u = velocity_horizontal(x, y)\n", " dx_u = derivative_x_velocity_horizontal(x, y)\n", " \n", " S_a = np.zeros((msh.t_array.size, msh.y.size, msh.x.size))\n", " for it,t in enumerate(msh.t_array): \n", " S_a[it,:,:] = (1 + dx_u * t + tau_loss * t + K_x * lambda_x**2 * t) * np.cos(lambda_x * x)\n", " S_a[it,:,:]+= (1 + dx_u * t + tau_loss * t + K_y * lambda_y**2 * t) * np.cos(lambda_y * y)\n", " S_a[it,:,:]-= u * lambda_x * t * np.sin(lambda_x * x)\n", " \n", " return Source(msh, S_a, t=msh.t_array)" ] }, { "cell_type": "markdown", "id": "5c60f45f", "metadata": {}, "source": [ "## Numerical solver\n", "\n", "The equation is solved using a semi-implicit finite volume scheme. Let us denote $D$, $A$ and $R$ resp. the diffusion, advection and reaction operator.\\\n", "The time discretization is the followin: $\\frac{c^{n+1}-c^n}{\\Delta t}-Dc^{n+1}+Ac^n+Rc^{n+1}=S^{n+1}$.\n", "\n", "The space discretization of the diffusion and advection terms are presented in the notebooks dedicated to the test of the associated schemes.\n", "\n", "In the following, $c^{solver}$ denotes the estimation of $c$ obtained by solving numerically the equation." ] }, { "cell_type": "code", "execution_count": 23, "id": "9714210c", "metadata": {}, "outputs": [], "source": [ "def EDP(msh, dt):\n", " \n", " U = velocity_field(msh)\n", " msh.calc_dt_implicit_solver(dt)\n", " \n", " K = DiffusionTensor(U, K_x, K_y)\n", " \n", " coeff_loss = tau_loss * np.ones((msh.y.size, msh.x.size))\n", " \n", " S = S_reference(msh)\n", " \n", " return DiffusionConvectionReaction2DEquation(U, K, coeff_loss, S, msh)" ] }, { "cell_type": "markdown", "id": "8fb13f70", "metadata": {}, "source": [ "## Analysis of the error estimate\n", "\n", "In this section, the estimate of the error $e(x,y,t)=|c^{solver}(x,y,t)-c^{ref}(x,y,t)|$ is analyzed in order to check the convergence of the solution in time and in space.\n", "\n", "### Analysis of the error estimate for several time step" ] }, { "cell_type": "code", "execution_count": 24, "id": "7896f9ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "dx = 1.0\n", "dt = 0.01\n", "t = 1.130 / 2.000 s" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/tmalou/anaconda3/envs/pherosensor-new/lib/python3.7/site-packages/pherosensor-0.1.1-py3.7.egg/pheromone_dispersion/diffusion_tensor.py:55: RuntimeWarning: invalid value encountered in true_divide\n", " U_at_vertical_interface = self.U.at_vertical_interface / norm_U_at_vertical_interface[:, :, None]\n", "/home/tmalou/anaconda3/envs/pherosensor-new/lib/python3.7/site-packages/pherosensor-0.1.1-py3.7.egg/pheromone_dispersion/diffusion_tensor.py:74: RuntimeWarning: invalid value encountered in true_divide\n", " U_at_horizontal_interface = self.U.at_horizontal_interface / norm_U_at_horizontal_interface[:, :, None]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "t = 2.000 / 2.000 s\n", "\n", "dx = 1.0\n", "dt = 0.025\n", "t = 2.000 / 2.000 s\n", "\n", "dx = 1.0\n", "dt = 0.05\n", "t = 2.000 / 2.000 s\n", "\n", "dx = 1.0\n", "dt = 0.075\n", "t = 2.025 / 2.025 s\n" ] } ], "source": [ "dt_max_a = [0.01, 0.025, 0.05, 0.075]\n", "dt_a = np.zeros((len(dt_max_a)))\n", "\n", "RMSE_vs_time_step = np.zeros((len(dt_max_a)))\n", "MAE_vs_time_step = np.zeros((len(dt_max_a)))\n", "\n", "for i, dt_max in enumerate(dt_max_a):\n", " \n", " msh = MeshRect2D(Lx, Ly, Delta_x, Delta_y, T_final)\n", " model_direct = EDP(msh, dt_max)\n", " \n", " c_ref = c_reference(msh)\n", " \n", " dt_a[i] = msh.dt\n", " print(\"\")\n", " print(\"dx = \", msh.dx)\n", " print(\"dt = \", msh.dt)\n", " _, c_solver = model_direct.solver()\n", " print(\"\")\n", " \n", " RMSE_vs_time_step[i] = npl.norm(c_solver - c_ref) / np.sqrt(c_solver.size)\n", " MAE_vs_time_step[i] = np.mean(np.abs(c_solver - c_ref))" ] }, { "cell_type": "code", "execution_count": 22, "id": "b561bb77", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slope_RMSE_vs_time_step = ( np.log(RMSE_vs_time_step[0]) - np.log(RMSE_vs_time_step[-1]) ) / ( np.log(dt_a[0]+msh.dx) - np.log(dt_a[-1]+msh.dx) ) \n", "slope_MAE_vs_time_step = ( np.log(MAE_vs_time_step[0]) - np.log(MAE_vs_time_step[-1]) ) / ( np.log(dt_a[0]+msh.dx) - np.log(dt_a[-1]+msh.dx) ) \n", "\n", "fontsize = 25\n", "fig, ax1 = plt.subplots(figsize=(20, 10))\n", "\n", "ax1.plot(dt_a+msh.dx,RMSE_vs_time_step,'-ob',label=r'$\\frac{1}{\\sqrt{T|\\Omega|}}||e||_{L_2([0;T]\\times\\Omega)}$'+f', slope = {\"{:.5f}\".format(slope_RMSE_vs_time_step)}')\n", "ax1.tick_params(axis='both',labelsize=fontsize-5)\n", "ax1.set_ylabel(r'$\\frac{1}{\\sqrt{T|\\Omega|}}||e||_{L_2([0;T]\\times\\Omega)}$', fontsize=fontsize)\n", "ax1.set_xlabel('$\\Delta t + \\Delta x$', fontsize=fontsize)\n", "ax1.set_xscale('log')\n", "ax1.set_yscale('log')\n", "ax1.set_title(r'for a fixed $\\Delta x$ and varying $\\Delta t$', fontsize=fontsize)\n", "\n", "ax2 = ax1.twinx()\n", "ax2.plot(dt_a+msh.dx,MAE_vs_time_step,'-or',label=r'$\\frac{1}{T|\\Omega|}||e||_{L_1([0;T]\\times\\Omega)}$'+f', slope = {\"{:.5f}\".format(slope_MAE_vs_time_step)}')\n", "ax2.tick_params(axis='both',labelsize=fontsize-5)\n", "ax2.set_ylabel(r'$\\frac{1}{T|\\Omega|}||e||_{L_1([0;T]\\times\\Omega)}$', fontsize=fontsize)\n", "ax2.set_yscale('log')\n", "\n", "line1, label1 = ax1.get_legend_handles_labels()\n", "line2, label2 = ax2.get_legend_handles_labels()\n", "ax2.legend(line1+line2,label1+label2,loc='upper left',prop={'size': fontsize})" ] }, { "cell_type": "markdown", "id": "5c31e645", "metadata": {}, "source": [ "### Analysis of the error estimate for several space steps" ] }, { "cell_type": "code", "execution_count": 15, "id": "138b053f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "dx = 0.5\n", "dt = 0.0025\n", "t = 2.000 / 2.000 s\n", "dx = 1.0\n", "dt = 0.0025\n", "t = 2.000 / 2.000 s\n", "dx = 1.5\n", "dt = 0.0025\n", "t = 2.000 / 2.000 s\n", "dx = 2.0\n", "dt = 0.0025\n", "t = 2.000 / 2.000 s" ] } ], "source": [ "coeff_dx_a = [0.5, 1., 1.5, 2.]\n", "dx_a = np.zeros((len(coeff_dx_a)))\n", "\n", "RMSE_vs_space_step = np.zeros((len(coeff_dx_a)))\n", "MAE_vs_space_step = np.zeros((len(coeff_dx_a)))\n", "\n", "\n", "for i, coeff_dx in enumerate(coeff_dx_a):\n", " \n", " msh = MeshRect2D(Lx, Ly, Delta_x * coeff_dx, Delta_y * coeff_dx, T_final)\n", " \n", " model_direct = EDP(msh, 0.0025)\n", " \n", " c_ref = c_reference(msh)\n", " \n", " dx_a[i] = msh.dx\n", " print(\"\")\n", " print(\"dx = \", msh.dx)\n", " print(\"dt = \", msh.dt)\n", " print(\"\")\n", " \n", " _, c_solver = model_direct.solver()\n", " \n", " RMSE_vs_space_step[i] = npl.norm(c_solver - c_ref) / np.sqrt(c_solver.size)\n", " MAE_vs_space_step[i] = np.mean(np.abs(c_solver - c_ref))" ] }, { "cell_type": "code", "execution_count": 17, "id": "b831f51f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slope_RMSE_vs_space_step = ( np.log(RMSE_vs_space_step[0]) - np.log(RMSE_vs_space_step[-1]) ) / ( np.log(dx_a[0]+msh.dt) - np.log(dx_a[-1]+msh.dt) ) \n", "slope_MAE_vs_space_step = ( np.log(MAE_vs_space_step[0]) - np.log(MAE_vs_space_step[-1]) ) / ( np.log(dx_a[0]+msh.dt) - np.log(dx_a[-1]+msh.dt) ) \n", "\n", "fontsize = 25\n", "fig, ax1 = plt.subplots(figsize=(20, 10))\n", "\n", "ax1.plot(dx_a+msh.dt,RMSE_vs_space_step,'-ob',label=r'$\\frac{1}{\\sqrt{T|\\Omega|}}||e||_{L_2([0;T]\\times\\Omega)}$'+f', slope = {\"{:.5f}\".format(slope_RMSE_vs_space_step)}')\n", "ax1.tick_params(axis='both',labelsize=fontsize-5)\n", "ax1.set_ylabel(r'$\\frac{1}{\\sqrt{T|\\Omega|}}||e||_{L_2([0;T]\\times\\Omega)}$', fontsize=fontsize)\n", "ax1.set_xlabel('$\\Delta t + \\Delta x$', fontsize=fontsize)\n", "ax1.set_xscale('log')\n", "ax1.set_yscale('log')\n", "ax1.set_title(r'for a fixed $\\Delta t$ and varying $\\Delta x$', fontsize=fontsize)\n", "\n", "ax2 = ax1.twinx()\n", "ax2.plot(dx_a+msh.dt,MAE_vs_space_step,'-or',label=r'$\\frac{1}{T|\\Omega|}||e||_{L_1([0;T]\\times\\Omega)}$'+f', slope = {\"{:.5f}\".format(slope_MAE_vs_space_step)}')\n", "ax2.tick_params(axis='both',labelsize=fontsize-5)\n", "ax2.set_ylabel(r'$\\frac{1}{T|\\Omega|}||e||_{L_1([0;T]\\times\\Omega)}$', fontsize=fontsize)\n", "ax2.set_yscale('log')\n", "\n", "line1, label1 = ax1.get_legend_handles_labels()\n", "line2, label2 = ax2.get_legend_handles_labels()\n", "ax2.legend(line1+line2,label1+label2,loc='upper left',prop={'size': fontsize})" ] }, { "cell_type": "code", "execution_count": null, "id": "c933ff78", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pherosensor-new", "language": "python", "name": "pherosensor-new" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.16" } }, "nbformat": 4, "nbformat_minor": 5 }