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The rotating cone problem SLCN vs SUPG
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{ | |
"cells": [ | |
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"cell_type": "markdown", | |
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"source": [ | |
"# The rotating cone problem\n", | |
"\n", | |
"Over a unit square a blob of heat is rotated one revolution subject to a Péclet number of 1e6. \n", | |
"The evolution of the heat is governed by the advection diffusion equation. \n", | |
"\n", | |
"In Underworld this equation can be numerically approximated with 2 methods: the Streamline Upwind/Petrov-Galerkin method (**SUPG**); and the Semi-Lagrangian Crank-Nicholson methd (**SLCN**). Various numerical parameters can be investigate in the model below.\n", | |
"\n", | |
"This classical test problem is taken from J. Donea and A. Huerta, _Finite Element Methods for Flow Problems (2003)_ with an initial field (temperature in this case) given:\n", | |
"\n", | |
" \n", | |
"$$\n", | |
"T(x,y,0) = \n", | |
"\\begin{array}{cc}\n", | |
" \\biggl\\{ & \n", | |
" \\begin{array}{cc}\n", | |
" \\frac{1}{4}(1+\\cos(\\pi X))(1+\\cos(\\pi Y)) & X^2 + Y^2 \\leq 1, \\\\\n", | |
" 0 & X^2 + Y^2 \\gt 1, \\\\\n", | |
" \\end{array}\n", | |
"\\end{array}\n", | |
"$$\n", | |
"\n", | |
"where $$\n", | |
"(X, Y) = (\\space (x-x_0) / \\sigma ,\\space (y-y_0) / \\sigma)\\space)\n", | |
"$$ \n", | |
"\n", | |
"with $(x_0, y_0)$ as the center of the blob and the boundary condition is $T=0$ on all walls.\n", | |
"\n", | |
"The domain is a unit square $[-0.5,0.5]x[-0.5,0.5]$. The advection field is of pure rotation with velocity as $V(x,y) = (-y,x)$. A static timestep $dt = \\frac{2\\pi}{200} $.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import underworld as uw\n", | |
"import underworld.function as fn\n", | |
"import glucifer\n", | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# numerical parameters\n", | |
"nEls = 30 # number of elements in x & y\n", | |
"dt = 2*np.pi/200 # timestep size" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def runModel(method, nEls = nEls, dt = dt, elementType='Q1', viz = 1, rotations = 1., diffuseOnly=False):\n", | |
" \"\"\"\n", | |
" Defines and executes \"rotating cone problem\" numerical model.\n", | |
" \n", | |
" Args\n", | |
" ----\n", | |
" method : str, \"SUPG\" or \"SLCN\"\n", | |
" The numerical scheme used to evolve the temperature in time.\n", | |
" \n", | |
" nEls : int\n", | |
" The number of elements of that define the numerical domain, \n", | |
" equal in both axis.\n", | |
" \n", | |
" dt : float\n", | |
" The dimensionless timestep size used to integrate the temperature \n", | |
" field one time step.\n", | |
" \n", | |
" Q1 : str\n", | |
" The underworld finite element type used to approximate the temperature field \n", | |
" \n", | |
" viz : bool\n", | |
" Show the initial and final timesteps of the model\n", | |
" \n", | |
" rotations: float\n", | |
" Number of rotations to perform.\n", | |
" \n", | |
" diffuseOnly : bool\n", | |
" Don't advect the model (zero velocity field). Only diffuse process allowed.\n", | |
" \n", | |
" Returns\n", | |
" -------\n", | |
" maxT : float\n", | |
" The maximum temperature after one revolution.\n", | |
" \n", | |
" avgT : float\n", | |
" The average temperature after one revolution.\n", | |
" \n", | |
" num_t : float\n", | |
" Wall time (fractional seconds) taken to complete.\n", | |
" \n", | |
" steps : int\n", | |
" The number of discrete time steps to taken to complete.\n", | |
" \"\"\"\n", | |
" \n", | |
" # default model parameters\n", | |
" sigma = 0.2 # width of blob\n", | |
" x_0 = (1./6, 1./6) # position of blob\n", | |
" kappa = 1e-6 # thermal diffusion (entire domain)\n", | |
" # unit 2D mesh max/min coords\n", | |
" minCoord = [-0.5,-0.5]\n", | |
" maxCoord = [0.5,0.5]\n", | |
" \n", | |
" # build FE mesh, velocity and temperature fields\n", | |
" mesh = uw.mesh.FeMesh_Cartesian(elementType = elementType, \n", | |
" elementRes = (nEls,nEls),\n", | |
" minCoord = minCoord,\n", | |
" maxCoord = maxCoord )\n", | |
"\n", | |
" tField = mesh.add_variable(1)\n", | |
" vField = mesh.add_variable(2)\n", | |
"\n", | |
" all_walls = mesh.specialSets[\"AllWalls_VertexSet\"]\n", | |
" \n", | |
" # initialise fields\n", | |
" x_vel = -1.*uw.function.coord()[1]\n", | |
" y_vel = 1.*uw.function.coord()[0]\n", | |
" vField.data[:,0] = x_vel.evaluate(mesh).reshape(-1)\n", | |
" vField.data[:,1] = y_vel.evaluate(mesh).reshape(-1)\n", | |
" \n", | |
" if diffuseOnly:\n", | |
" vField.data[...] = 0.\n", | |
"\n", | |
" fn_X = (fn.input()[0]-x_0[0])/sigma\n", | |
" fn_Y = (fn.input()[1]-x_0[1])/sigma\n", | |
" \n", | |
" fn_inside = ( fn.math.pow(fn_X,2.) + fn.math.pow(fn_Y,2.) ) <= 1.\n", | |
" fn_hill = 0.25 * ( 1.+fn.math.cos(np.pi*fn_X) ) * ( 1.+fn.math.cos(np.pi*fn_Y) )\n", | |
"\n", | |
" fn_ic = fn.branching.conditional([(fn_inside, fn_hill ), \n", | |
" (True , 0.)])\n", | |
" \n", | |
" tField.data[:] = fn_ic.evaluate(mesh)\n", | |
"\n", | |
" # setup visualisation\n", | |
" fig = glucifer.Figure()\n", | |
" fig.VectorArrows(mesh,vField)\n", | |
"# fig.Mesh(mesh)\n", | |
" fig.Surface(mesh,tField, valueRange=[0.,1.]);\n", | |
" \n", | |
" # define advection diffusion system\n", | |
" dbc = uw.conditions.DirichletCondition(variable=tField,\n", | |
" indexSetsPerDof=all_walls)\n", | |
"\n", | |
" # extra variable needed with supg\n", | |
" tDotField = None\n", | |
" if method == \"SUPG\":\n", | |
" tDotField = mesh.add_variable( nodeDofCount=1, dataType='double')\n", | |
" \n", | |
" system = uw.systems.AdvectionDiffusion( phiField = tField,\n", | |
" method = method,\n", | |
" phiDotField = tDotField,\n", | |
" velocityField = vField,\n", | |
" fn_diffusivity = kappa,\n", | |
" conditions = [dbc], kwargs=None )\n", | |
" \n", | |
" from timeit import default_timer as timer\n", | |
"\n", | |
" t0 = timer()\n", | |
" num_t = 0\n", | |
" time = 0\n", | |
" steps = 0\n", | |
" end_t = 2.*np.pi*rotations\n", | |
"\n", | |
" if dt < 0:\n", | |
" dt = system.get_max_dt()\n", | |
" \n", | |
" # time loop\n", | |
" while (time+dt)<end_t:\n", | |
"\n", | |
" system.integrate(dt)\n", | |
"\n", | |
" time += dt\n", | |
" steps += 1\n", | |
" ### uncomment below for all .png images saved to disk\n", | |
" # fig.save_image(\"{}-{}\".format(method, str(steps).zfill(4)))\n", | |
"\n", | |
" num_t = timer()-t0\n", | |
" \n", | |
" if viz: fig.show()\n", | |
" \n", | |
" # metrics for temperature evolution\n", | |
" measureT = fn.view.min_max(tField,fn_auxiliary=fn.input())\n", | |
" measureT.reset()\n", | |
" measureT.evaluate(mesh);\n", | |
" maxT = measureT.max_global()\n", | |
"\n", | |
" intT,vol = mesh.integrate(fn=(tField,1.))\n", | |
" avgT = intT/vol\n", | |
" \n", | |
" if uw.mpi.rank == 0:\n", | |
" if diffuseOnly: method += \" (diffusion only)\"\n", | |
" print(\"{}: t_max={:.4f}, t_avg={:.4f}, wall time={:.4e}, its={}, dt={:.4e}\".format(\n", | |
" method, maxT, avgT, num_t, steps, dt))\n", | |
" \n", | |
" return maxT, avgT, num_t, steps, nEls, dt" | |
] | |
}, | |
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"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
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"outputs": [ | |
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'>" 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], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"SLCN: t_max=1.0000, t_avg=0.0398, wall time=2.1730e-06, its=0, dt=3.1416e-02\n" | |
] | |
}, | |
{ | |
"data": { | |
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'>" 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], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"SLCN (diffusion only): t_max=0.9984, t_avg=0.0398, wall time=3.6915e+00, its=200, dt=3.1416e-02\n" | |
] | |
}, | |
{ | |
"data": { | |
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'>" 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], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"SLCN: t_max=0.8522, t_avg=0.0401, wall time=3.8690e+00, its=200, dt=3.1416e-02\n" | |
] | |
}, | |
{ | |
"data": { | |
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'>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"SUPG: t_max=0.4949, t_avg=0.0399, wall time=1.7464e+00, its=200, dt=3.1416e-02\n" | |
] | |
} | |
], | |
"source": [ | |
"results_slcn = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = True, rotations=0.) # initial conditions only\n", | |
"results_slcn = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = True, diffuseOnly=True) # diffuse only\n", | |
"results_slcn = runModel(\"SLCN\", nEls = nEls, dt = dt, viz = True)\n", | |
"results_supg = runModel(\"SUPG\", nEls = nEls, dt = dt, viz = True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# test the max temperature and avg. temperature iff nEls == 30\n", | |
"# against expected results for 1 proc\n", | |
"if uw.mpi.rank == 0:\n", | |
" if [results_supg[3],results_supg[4]] == [200,30]:\n", | |
" expected = [0.494862, 0.039927]\n", | |
" if not np.allclose([results_supg[0],results_supg[1]], \n", | |
" expected, rtol=1e-3):\n", | |
" raise RuntimeError(\"Failed SUPG test\")\n", | |
" \n", | |
" if [results_slcn[3],results_slcn[4]] == [200,30]:\n", | |
" expected = [0.852184,0.040071]\n", | |
" if not np.allclose([results_slcn[0], results_slcn[1]],\n", | |
" expected, rtol=1e-3):\n", | |
" raise RuntimeError(\"Failed SLCN test\") " | |
] | |
} | |
], | |
"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": "3.5.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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