{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pystencils.session import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial 04: Advection Diffusion - Simple finite differences discretization\n", "\n", "In this tutorial we demonstrate how to use the discretization layer on top of *pystencils*, that defines how continuous differential operators are discretized. The result of this discretization layer are stencil equations which are used to generated C or CUDA code.\n", "\n", "We are going to discretize the [advection diffusion equation](https://en.wikipedia.org/wiki/Convection%E2%80%93diffusion_equation) without reaction terms:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/latex": [ "$\\displaystyle \\nabla \\cdot(v c) - div(D \\nabla c) + \\partial_t c_{C}$" ], "text/plain": [ "Advection(c_C, v_C__0) - Diffusion(c_C, D) + Transient(c_C)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "domain_size = (200, 80)\n", "dim = len(domain_size)\n", "\n", "# create arrays\n", "c_arr = np.zeros(domain_size)\n", "v_arr = np.zeros(domain_size + (dim,))\n", "\n", "# create fields\n", "c, v, c_next = ps.fields(\"c, v(2), c_next: [2d]\", c=c_arr, v=v_arr, c_next=c_arr)\n", "\n", "# write down advection diffusion pde\n", "# the equation is represented by a single term and an implicit \"=0\" is assumed.\n", "adv_diff_pde = ps.fd.transient(c) - ps.fd.diffusion(c, sp.Symbol(\"D\")) + ps.fd.advection(c, v)\n", "adv_diff_pde" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It describes how the concentration $c$ of a passive substance, which does not influence the flow field, behaves in a fluid with given velocity $v$.\n", "To illustrate the two effects here, image we release a constant stream of dye at some point in a river. The dye is transported with the flow (advection) but also the trace gets wider and wider normal to the flow direction due to diffusion." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/latex": [ "$\\displaystyle 0.96 {{c}_{(0,0)}} - 0.005 {{c}_{(1,0)}} {{v}_{(1,0)}^{0}} + 0.01 {{c}_{(1,0)}} - 0.005 {{c}_{(0,1)}} {{v}_{(0,1)}^{1}} + 0.01 {{c}_{(0,1)}} + 0.005 {{c}_{(0,-1)}} {{v}_{(0,-1)}^{1}} + 0.01 {{c}_{(0,-1)}} + 0.005 {{c}_{(-1,0)}} {{v}_{(-1,0)}^{0}} + 0.01 {{c}_{(-1,0)}}$" ], "text/plain": [ "0.96⋅c_C - 0.005⋅c_E⋅v_E__0 + 0.01⋅c_E - 0.005⋅c_N⋅v_N__1 + 0.01⋅c_N + 0.005⋅c\n", "_S⋅v_S__1 + 0.01⋅c_S + 0.005⋅c_W⋅v_W__0 + 0.01⋅c_W" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "discretize = ps.fd.Discretization2ndOrder(1, 0.01)\n", "discretization = discretize(adv_diff_pde)\n", "discretization.subs(sp.Symbol(\"D\"),1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ast = ps.create_kernel([ps.Assignment(c_next.center(), discretization.subs(sp.Symbol(\"D\"), 1))])\n", "kernel = ast.compile()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y = np.linspace(0, 1, v_arr.shape[1])\n", "v_arr[:, :, 0] = -y * (y - 1.0) * 5\n", "plt.vector_field(v_arr);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def boundary_handling(c):\n", " # No concentration at the upper, lower wall and the left inflow border\n", " c[:, 0] = 0\n", " c[:, -1] = 0\n", " c[0, :] = 0\n", " # At outflow border: neumann boundaries by copying last valid layer\n", " c[-1, :] = c[-2, :]\n", " \n", " # Some source inside the domain\n", " c[10: 15, 25:30] = 1.0\n", " c[20: 25, 60:65] = 1.0\n", "\n", "c_tmp_arr = np.empty_like(c_arr)\n", "def timeloop(steps=100):\n", " global c_arr, c_tmp_arr\n", " for i in range(steps):\n", " boundary_handling(c_arr)\n", " kernel(c=c_arr, c_next=c_tmp_arr, v=v_arr)\n", " c_arr, c_tmp_arr = c_tmp_arr, c_arr\n", " return c_arr" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "if 'is_test_run' in globals():\n", " timeloop(10)\n", " result = None\n", "else:\n", " ani = ps.plot.scalar_field_animation(timeloop, rescale=True, frames=300)\n", " result = ps.jupyter.display_as_html_video(ani)\n", "result" ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }