{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cavity flow with Navier-Stokes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final two steps will both solve the Navier–Stokes equations in two dimensions, but with different boundary conditions.\n", "\n", "The momentum equation in vector form for a velocity field v⃗ \n", "\n", "is:\n", "\n", "$$ \\frac{\\partial \\overrightarrow{v}}{\\partial t} + (\\overrightarrow{v} \\cdot \\nabla ) \\overrightarrow{v} = -\\frac{1}{\\rho}\\nabla p + \\nu \\nabla^2 \\overrightarrow{v}$$\n", "\n", "This represents three scalar equations, one for each velocity component (u,v,w). But we will solve it in two dimensions, so there will be two scalar equations.\n", "\n", "Remember the continuity equation? This is where the Poisson equation for pressure comes in!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is the system of differential equations: two equations for the velocity components u,v and one equation for pressure:\n", "\n", "$$ \\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y}= -\\frac{1}{\\rho}\\frac{\\partial p}{\\partial x} + \\nu \\left[ \\frac{\\partial^2 u}{\\partial x^2} +\\frac{\\partial^2 u}{\\partial y^2} \\right] $$\n", "\n", "$$ \\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y}= -\\frac{1}{\\rho}\\frac{\\partial p}{\\partial y} + \\nu \\left[ \\frac{\\partial^2 v}{\\partial x^2} +\\frac{\\partial^2 v}{\\partial y^2} \\right] $$\n", "\n", "$$\n", "\\frac{\\partial^2 p}{\\partial x^2} +\\frac{\\partial^2 p}{\\partial y^2} =\n", "\\rho \\left[\\frac{\\partial}{\\partial t} \\left(\\frac{\\partial u}{\\partial x} + \\frac{\\partial v}{\\partial y} \\right) - \\left(\\frac{\\partial u}{\\partial x}\\frac{\\partial u}{\\partial x}+2\\frac{\\partial u}{\\partial y}\\frac{\\partial v}{\\partial x}+\\frac{\\partial v}{\\partial y}\\frac{\\partial v}{\\partial y} \\right) \\right]\n", "$$\n", "\n", "From the previous steps, we already know how to discretize all these terms. Only the last equation is a little unfamiliar. But with a little patience, it will not be hard!\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our stencils look like this:\n", "First the momentum equation in the u direction\n", "$$\n", "\\begin{split}\n", "u_{i,j}^{n+1} = u_{i,j}^{n} & - u_{i,j}^{n} \\frac{\\Delta t}{\\Delta x} \\left(u_{i,j}^{n}-u_{i-1,j}^{n}\\right) - v_{i,j}^{n} \\frac{\\Delta t}{\\Delta y} \\left(u_{i,j}^{n}-u_{i,j-1}^{n}\\right) \\\\\n", "& - \\frac{\\Delta t}{\\rho 2\\Delta x} \\left(p_{i+1,j}^{n}-p_{i-1,j}^{n}\\right) \\\\\n", "& + \\nu \\left(\\frac{\\Delta t}{\\Delta x^2} \\left(u_{i+1,j}^{n}-2u_{i,j}^{n}+u_{i-1,j}^{n}\\right) + \\frac{\\Delta t}{\\Delta y^2} \\left(u_{i,j+1}^{n}-2u_{i,j}^{n}+u_{i,j-1}^{n}\\right)\\right)\n", "\\end{split}\n", "$$\n", "Second the momentum equation in the v direction\n", "$$\n", "\\begin{split}\n", "v_{i,j}^{n+1} = v_{i,j}^{n} & - u_{i,j}^{n} \\frac{\\Delta t}{\\Delta x} \\left(v_{i,j}^{n}-v_{i-1,j}^{n}\\right) - v_{i,j}^{n} \\frac{\\Delta t}{\\Delta y} \\left(v_{i,j}^{n}-v_{i,j-1}^{n})\\right) \\\\\n", "& - \\frac{\\Delta t}{\\rho 2\\Delta y} \\left(p_{i,j+1}^{n}-p_{i,j-1}^{n}\\right) \\\\\n", "& + \\nu \\left(\\frac{\\Delta t}{\\Delta x^2} \\left(v_{i+1,j}^{n}-2v_{i,j}^{n}+v_{i-1,j}^{n}\\right) + \\frac{\\Delta t}{\\Delta y^2} \\left(v_{i,j+1}^{n}-2v_{i,j}^{n}+v_{i,j-1}^{n}\\right)\\right)\n", "\\end{split}\n", "$$\n", "Finally the pressure-Poisson equation\n", "$$\\begin{split}\n", "p_{i,j}^{n} = & \\frac{\\left(p_{i+1,j}^{n}+p_{i-1,j}^{n}\\right) \\Delta y^2 + \\left(p_{i,j+1}^{n}+p_{i,j-1}^{n}\\right) \\Delta x^2}{2\\left(\\Delta x^2+\\Delta y^2\\right)} \\\\\n", "& -\\frac{\\rho\\Delta x^2\\Delta y^2}{2\\left(\\Delta x^2+\\Delta y^2\\right)} \\\\\n", "& \\times \\left[\\frac{1}{\\Delta t}\\left(\\frac{u_{i+1,j}-u_{i-1,j}}{2\\Delta x}+\\frac{v_{i,j+1}-v_{i,j-1}}{2\\Delta y}\\right)-\\frac{u_{i+1,j}-u_{i-1,j}}{2\\Delta x}\\frac{u_{i+1,j}-u_{i-1,j}}{2\\Delta x}\\right. \\\\ \n", "& \\left. -2\\frac{u_{i,j+1}-u_{i,j-1}}{2\\Delta y}\\frac{v_{i+1,j}-v_{i-1,j}}{2\\Delta x}-\\frac{v_{i,j+1}-v_{i,j-1}}{2\\Delta y}\\frac{v_{i,j+1}-v_{i,j-1}}{2\\Delta y} \\right] \n", "\\end{split}\n", "$$\n", "\n", "The initial condition is $u,v,p=0$\n", "\n", "everywhere, and the boundary conditions are:\n", "\n", "$u=1$ at $y=1$ (the \"lid\");\n", "\n", "$u,v=0$ on the other boundaries;\n", "\n", "$\\frac{\\partial p}{\\partial y}=0$ at $y=0,1$;\n", "\n", "$\\frac{\\partial p}{\\partial x}=0$ at $x=0,1$\n", "\n", "$p=0$ at $(0,0)$\n", "\n", "Interestingly these boundary conditions describe a well known problem in the Computational Fluid Dynamics realm, where it is known as the lid driven square cavity flow problem." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numpy Implementation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot, cm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nx = 41\n", "ny = 41\n", "nt = 1000\n", "nit = 50\n", "c = 1\n", "dx = 1. / (nx - 1)\n", "dy = 1. / (ny - 1)\n", "x = np.linspace(0, 1, nx)\n", "y = np.linspace(0, 1, ny)\n", "Y, X = np.meshgrid(x, y)\n", "\n", "rho = 1\n", "nu = .1\n", "dt = .001\n", "\n", "u = np.zeros((nx, ny))\n", "v = np.zeros((nx, ny))\n", "p = np.zeros((nx, ny))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pressure Poisson equation that's written above can be hard to write out without typos. The function `build_up_b` below represents the contents of the square brackets, so that the entirety of the Poisson pressure equation is slightly more manageable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def build_up_b(b, rho, dt, u, v, dx, dy):\n", "\n", " b[1:-1, 1:-1] = (rho * (1 / dt *\n", " ((u[2:, 1:-1] - u[0:-2, 1:-1]) /\n", " (2 * dx) + (v[1:-1, 2:] - v[1:-1, 0:-2]) / (2 * dy)) -\n", " ((u[2:, 1:-1] - u[0:-2, 1:-1]) / (2 * dx))**2 -\n", " 2 * ((u[1:-1, 2:] - u[1:-1, 0:-2]) / (2 * dy) *\n", " (v[2:, 1:-1] - v[0:-2, 1:-1]) / (2 * dx))-\n", " ((v[1:-1, 2:] - v[1:-1, 0:-2]) / (2 * dy))**2))\n", "\n", " return b" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `pressure_poisson` is also defined to help segregate the different rounds of calculations. Note the presence of the pseudo-time variable nit. This sub-iteration in the Poisson calculation helps ensure a divergence-free field." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def pressure_poisson(p, dx, dy, b):\n", " pn = np.empty_like(p)\n", " pn = p.copy()\n", "\n", " for _ in range(nit):\n", " pn = p.copy()\n", " p[1:-1, 1:-1] = (((pn[2:, 1:-1] + pn[0:-2, 1:-1]) * dy**2 +\n", " (pn[1:-1, 2:] + pn[1:-1, 0:-2]) * dx**2) /\n", " (2 * (dx**2 + dy**2)) -\n", " dx**2 * dy**2 / (2 * (dx**2 + dy**2)) *\n", " b[1:-1, 1:-1])\n", "\n", " p[-1, :] = p[-2, :] # dp/dx = 0 at x = 2\n", " p[:, 0] = p[:, 1] # dp/dy = 0 at y = 0\n", " p[0, :] = p[1, :] # dp/dx = 0 at x = 0\n", " p[:, -1] = p[:, -2] # p = 0 at y = 2\n", " p[0, 0] = 0\n", "\n", " return p, pn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the rest of the cavity flow equations are wrapped inside the function `cavity_flow`, allowing us to easily plot the results of the cavity flow solver for different lengths of time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def cavity_flow(nt, u, v, dt, dx, dy, p, rho, nu):\n", " un = np.empty_like(u)\n", " vn = np.empty_like(v)\n", " b = np.zeros((nx, ny))\n", "\n", " for _ in range(0, nt):\n", " un = u.copy()\n", " vn = v.copy()\n", "\n", " b = build_up_b(b, rho, dt, u, v, dx, dy)\n", " p = pressure_poisson(p, dx, dy, b)[0]\n", " pn = pressure_poisson(p, dx, dy, b)[1]\n", "\n", " u[1:-1, 1:-1] = (un[1:-1, 1:-1]-\n", " un[1:-1, 1:-1] * dt / dx *\n", " (un[1:-1, 1:-1] - un[0:-2, 1:-1]) -\n", " vn[1:-1, 1:-1] * dt / dy *\n", " (un[1:-1, 1:-1] - un[1:-1, 0:-2]) -\n", " dt / (2 * rho * dx) * (p[2:, 1:-1] - p[0:-2, 1:-1]) +\n", " nu * (dt / dx**2 *\n", " (un[2:, 1:-1] - 2 * un[1:-1, 1:-1] + un[0:-2, 1:-1]) +\n", " dt / dy**2 *\n", " (un[1:-1, 2:] - 2 * un[1:-1, 1:-1] + un[1:-1, 0:-2])))\n", "\n", " v[1:-1, 1:-1] = (vn[1:-1, 1:-1] -\n", " un[1:-1, 1:-1] * dt / dx *\n", " (vn[1:-1, 1:-1] - vn[0:-2, 1:-1]) -\n", " vn[1:-1, 1:-1] * dt / dy *\n", " (vn[1:-1, 1:-1] - vn[1:-1, 0:-2]) -\n", " dt / (2 * rho * dy) * (p[1:-1, 2:] - p[1:-1, 0:-2]) +\n", " nu * (dt / dx**2 *\n", " (vn[2:, 1:-1] - 2 * vn[1:-1, 1:-1] + vn[0:-2, 1:-1]) +\n", " dt / dy**2 *\n", " (vn[1:-1, 2:] - 2 * vn[1:-1, 1:-1] + vn[1:-1, 0:-2])))\n", "\n", " u[:, 0] = 0\n", " u[0, :] = 0\n", " u[-1, :] = 0\n", " u[:, -1] = 1 # Set velocity on cavity lid equal to 1\n", "\n", " v[:, 0] = 0\n", " v[:, -1] = 0\n", " v[0, :] = 0\n", " v[-1, :] = 0\n", "\n", " return u, v, p, pn" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "u = np.zeros((nx, ny))\n", "v = np.zeros((nx, ny))\n", "p = np.zeros((nx, ny))\n", "b = np.zeros((nx, ny))\n", "nt = 1000\n", "# Store the output velocity and pressure fields in the variables a, b and c.\n", "# This is so they do not clash with the devito outputs below.\n", "a, b, c, d = cavity_flow(nt, u, v, dt, dx, dy, p, rho, nu)\n", "\n", "fig = pyplot.figure(figsize=(11, 7), dpi=100)\n", "pyplot.contourf(X, Y, c, alpha=0.5, cmap=cm.viridis)\n", "pyplot.colorbar()\n", "pyplot.contour(X, Y, c, cmap=cm.viridis)\n", "pyplot.quiver(X[::2, ::2], Y[::2, ::2], a[::2, ::2], b[::2, ::2])\n", "pyplot.xlabel('X')\n", "pyplot.ylabel('Y');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Marchi et al (2009)$^1$ compared numerical implementations of the lid driven cavity problem with their solution on a 1024 x 1024 nodes grid. We will compare a solution using both NumPy and Devito with the results of their paper below.\n", "\n", "1. https://www.scielo.br/scielo.php?pid=S1678-58782009000300004&script=sci_arttext" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Import u values at x=L/2 (table 6, column 2 rows 12-26) in Marchi et al.\n", "Marchi_Re10_u = np.array([[0.0625, -3.85425800e-2],\n", " [0.125, -6.96238561e-2],\n", " [0.1875, -9.6983962e-2],\n", " [0.25, -1.22721979e-1],\n", " [0.3125, -1.47636199e-1],\n", " [0.375, -1.71260757e-1],\n", " [0.4375, -1.91677043e-1],\n", " [0.5, -2.05164738e-1],\n", " [0.5625, -2.05770198e-1],\n", " [0.625, -1.84928116e-1],\n", " [0.6875, -1.313892353e-1],\n", " [0.75, -3.1879308e-2],\n", " [0.8125, 1.26912095e-1],\n", " [0.875, 3.54430364e-1],\n", " [0.9375, 6.50529292e-1]])\n", "# Import v values at y=L/2 (table 6, column 2 rows 27-41) in Marchi et al.\n", "Marchi_Re10_v = np.array([[0.0625, 9.2970121e-2],\n", " [0.125, 1.52547843e-1],\n", " [0.1875, 1.78781456e-1],\n", " [0.25, 1.76415100e-1],\n", " [0.3125, 1.52055820e-1],\n", " [0.375, 1.121477612e-1],\n", " [0.4375, 6.21048147e-2],\n", " [0.5, 6.3603620e-3],\n", " [0.5625, -5.10417285e-2],\n", " [0.625, -1.056157259e-1],\n", " [0.6875, -1.51622101e-1],\n", " [0.75, -1.81633561e-1],\n", " [0.8125, -1.87021651e-1],\n", " [0.875, -1.59898186e-1],\n", " [0.9375, -9.6409942e-2]])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Check results with Marchi et al 2009.\n", "npgrid = [nx, ny]\n", "\n", "x_coord = np.linspace(0, 1, npgrid[0])\n", "y_coord = np.linspace(0, 1, npgrid[1])\n", "\n", "fig = pyplot.figure(figsize=(12, 6))\n", "ax1 = fig.add_subplot(121)\n", "ax1.plot(a[int(npgrid[0]/2), :], y_coord[:])\n", "ax1.plot(Marchi_Re10_u[:, 1], Marchi_Re10_u[:, 0], 'ro')\n", "ax1.set_xlabel('$u$')\n", "ax1.set_ylabel('$y$')\n", "ax1 = fig.add_subplot(122)\n", "ax1.plot(x_coord[:], b[:, int(npgrid[1]/2)])\n", "ax1.plot(Marchi_Re10_v[:, 0], Marchi_Re10_v[:, 1], 'ro')\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$v$')\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Devito Implementation" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from devito import Grid\n", "\n", "grid = Grid(shape=(nx, ny), extent=(1., 1.))\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reminder: here are our equations\n", "\n", "$$ \\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y}= -\\frac{1}{\\rho}\\frac{\\partial p}{\\partial x} + \\nu \\left[ \\frac{\\partial^2 u}{\\partial x^2} +\\frac{\\partial^2 u}{\\partial y^2} \\right] $$\n", "\n", "$$ \\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y}= -\\frac{1}{\\rho}\\frac{\\partial p}{\\partial y} + \\nu \\left[ \\frac{\\partial^2 v}{\\partial x^2} +\\frac{\\partial^2 v}{\\partial y^2} \\right] $$\n", "\n", "$$\n", "\\frac{\\partial^2 p}{\\partial x^2} +\\frac{\\partial^2 p}{\\partial y^2} =\n", "\\rho \\left[\\frac{\\partial}{\\partial t} \\left(\\frac{\\partial u}{\\partial x} + \\frac{\\partial v}{\\partial y} \\right) - \\left(\\frac{\\partial u}{\\partial x}\\frac{\\partial u}{\\partial x}+2\\frac{\\partial u}{\\partial y}\\frac{\\partial v}{\\partial x}+\\frac{\\partial v}{\\partial y}\\frac{\\partial v}{\\partial y} \\right) \\right]\n", "$$\n", "\n", "Note that p has no time dependence, so we are going to solve for p in pseudotime then move to the next time step and solve for u and v. This will require two operators, one for p (using p and pn) in pseudotime and one for u and v in time.\n", "\n", "As shown in the Poisson equation tutorial, a TimeFunction can be used despite the lack of a time-dependence. This will cause Devito to allocate two grid buffers, which we can addressed directly via the terms pn and pn.forward. The internal time loop can be controlled by supplying the number of pseudotime steps (iterations) as a time argument to the operator.\n", "\n", "The time steps are advanced through a Python loop where a separator operator calculates u and v." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also note that we need to use first order spatial derivatives for the velocites and these derivatives are not the maximum spatial derivative order (2nd order) in these equations. This is the first time we have seen this in this tutorial series (previously we have only used a single spatial derivate order). \n", "\n", " To use a first order derivative of a devito function, we use the syntax `function.dxc` or `function.dyc` for the x and y derivatives respectively." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Equation is not affine w.r.t the target, falling back to standardsympy.solve that may be slow\n" ] } ], "source": [ "from devito import TimeFunction, Eq, solve, Operator, configuration\n", "\n", "# Build Required Functions and derivatives:\n", "# --------------------------------------\n", "# |Variable | Required Derivatives |\n", "# --------------------------------------\n", "# | u | dt, dx, dy, dx**2, dy**2 |\n", "# | v | dt, dx, dy, dx**2, dy**2 |\n", "# | p | dx, dy, dx**2, dy**2 |\n", "# | pn | dx, dy, dx**2, dy**2 |\n", "# --------------------------------------\n", "u = TimeFunction(name='u', grid=grid, space_order=2)\n", "v = TimeFunction(name='v', grid=grid, space_order=2)\n", "p = TimeFunction(name='p', grid=grid, space_order=2)\n", "# Variables are automatically initialized at 0.\n", "\n", "# First order derivatives will be handled with p.dxc\n", "eq_u = Eq(u.dt + u*u.dx + v*u.dy, -1./rho * p.dxc + nu*(u.laplace), subdomain=grid.interior)\n", "eq_v = Eq(v.dt + u*v.dx + v*v.dy, -1./rho * p.dyc + nu*(v.laplace), subdomain=grid.interior)\n", "eq_p = Eq(p.laplace, rho*(1./dt*(u.dxc+v.dyc)-(u.dxc*u.dxc)-2*(u.dyc*v.dxc)-(v.dyc*v.dyc)), subdomain=grid.interior)\n", "\n", "# NOTE: Pressure has no time dependence so we solve for the other pressure buffer.\n", "stencil_u = solve(eq_u, u.forward)\n", "stencil_v = solve(eq_v, v.forward)\n", "stencil_p = solve(eq_p, p)\n", "\n", "update_u = Eq(u.forward, stencil_u)\n", "update_v = Eq(v.forward, stencil_v)\n", "update_p = Eq(p.forward, stencil_p)\n", "\n", "# Boundary Conds. u=v=0 for all sides\n", "bc_u = [Eq(u[t+1, 0, y], 0)]\n", "bc_u += [Eq(u[t+1, nx-1, y], 0)]\n", "bc_u += [Eq(u[t+1, x, 0], 0)]\n", "bc_u += [Eq(u[t+1, x, ny-1], 1)] # except u=1 for y=2\n", "bc_v = [Eq(v[t+1, 0, y], 0)]\n", "bc_v += [Eq(v[t+1, nx-1, y], 0)]\n", "bc_v += [Eq(v[t+1, x, ny-1], 0)]\n", "bc_v += [Eq(v[t+1, x, 0], 0)]\n", "\n", "bc_p = [Eq(p[t+1, 0, y], p[t+1, 1, y])] # dpn/dx = 0 for x=0.\n", "bc_p += [Eq(p[t+1, nx-1, y], p[t+1, nx-2, y])] # dpn/dx = 0 for x=2.\n", "bc_p += [Eq(p[t+1, x, 0], p[t+1, x, 1])] # dpn/dy = 0 at y=0\n", "bc_p += [Eq(p[t+1, x, ny-1], p[t+1, x, ny-2])] # pn=0 for y=2\n", "bc_p += [Eq(p[t+1, 0, 0], 0)]\n", "bc = bc_u+bc_v\n", "\n", "optime = Operator([update_u, update_v]+bc_u+bc_v)\n", "oppres = Operator([update_p]+bc_p)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "# Silence non-essential outputs from the solver.\n", "configuration['log-level'] = 'ERROR'\n", "\n", "\n", "# This is the time loop.\n", "for step in range(0, nt):\n", " if step > 0:\n", " oppres(time_M=nit)\n", " optime(time_m=step, time_M=step, dt=dt)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "fig = pyplot.figure(figsize=(11, 7), dpi=100)\n", "# Plotting the pressure field as a contour.\n", "pyplot.contourf(X, Y, p.data[0], alpha=0.5, cmap=cm.viridis)\n", "pyplot.colorbar()\n", "# Plotting the pressure field outlines.\n", "pyplot.contour(X, Y, p.data[0], cmap=cm.viridis)\n", "# Plotting velocity field.\n", "pyplot.quiver(X[::2, ::2], Y[::2, ::2], u.data[0, ::2, ::2], v.data[0, ::2, ::2])\n", "pyplot.xlabel('X')\n", "pyplot.ylabel('Y');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validation" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Again, check results with Marchi et al 2009.\n", "fig = pyplot.figure(figsize=(12, 6))\n", "ax1 = fig.add_subplot(121)\n", "ax1.plot(u.data[0, int(grid.shape[0]/2), :], y_coord[:])\n", "ax1.plot(Marchi_Re10_u[:, 1], Marchi_Re10_u[:, 0], 'ro')\n", "ax1.set_xlabel('$u$')\n", "ax1.set_ylabel('$y$')\n", "ax1 = fig.add_subplot(122)\n", "ax1.plot(x_coord[:], v.data[0, :, int(grid.shape[0]/2)])\n", "ax1.plot(Marchi_Re10_v[:, 0], Marchi_Re10_v[:, 1], 'ro')\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$v$')\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The Devito implementation produces results consistent with the benchmark solution. There is a small disparity in a few of the velocity values, but this is expected as the Devito 41 x 41 node grid is much coarser than the benchmark on a 1024 x 1024 node grid.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "fig = pyplot.figure(figsize=(12, 6))\n", "ax1 = fig.add_subplot(121)\n", "ax1.plot(a[int(npgrid[0]/2), :], y_coord[:])\n", "ax1.plot(u.data[0, int(grid.shape[0]/2), :], y_coord[:], '--')\n", "ax1.plot(Marchi_Re10_u[:, 1], Marchi_Re10_u[:, 0], 'ro')\n", "ax1.set_xlabel('$u$')\n", "ax1.set_ylabel('$y$')\n", "ax1 = fig.add_subplot(122)\n", "ax1.plot(x_coord[:], b[:, int(npgrid[1]/2)])\n", "ax1.plot(x_coord[:], v.data[0, :, int(grid.shape[0]/2)], '--')\n", "ax1.plot(Marchi_Re10_v[:, 0], Marchi_Re10_v[:, 1], 'ro')\n", "ax1.set_xlabel('$x$')\n", "ax1.set_ylabel('$v$')\n", "ax1.legend(['numpy', 'devito', 'Marchi (2009)'])\n", "\n", "pyplot.show()\n", "\n", "# Pressure norm check\n", "tol = 1e-3\n", "assert np.sum((c[:, :]-d[:, :])**2/ np.maximum(d[:, :]**2, 1e-10)) < tol\n", "assert np.sum((p.data[0]-p.data[1])**2/np.maximum(p.data[0]**2, 1e-10)) < tol" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overlaying all the graphs together shows how the Devito, NumPy and Marchi et al (2009)$^1$ \n", " solutions compare with each other. A final accuracy check is done which is to test whether the pressure norm has exceeded a specified tolerance." ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }