Source code for PyNucleus_fem.pdeProblems

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# Copyright 2021 National Technology & Engineering Solutions of Sandia,           #
# LLC (NTESS). Under the terms of Contract DE-NA0003525 with NTESS, the           #
# U.S. Government retains certain rights in this software.                        #
# If you want to use this code, please refer to the README.rst and LICENSE files. #
###################################################################################

import numpy as np
from PyNucleus_base import REAL
from PyNucleus_base.utilsFem import problem
from . functions import complexLambda, wrapRealToComplexFunction, waveFunction, radialIndicator


[docs] class diffusionProblem(problem):
[docs] def setDriverArgs(self): p = self.driver.addGroup('problem') self.setDriverFlag('domain', 'square', acceptedValues=['interval', 'cube', 'standardSimplex3D', 'fichera', 'gradedSquare', 'gradedCube'], group=p) self.setDriverFlag('problem', 'sin', acceptedValues=['reac-sin', 'diffusivity-sin', 'poly', 'fichera', 'cos'], group=p) self.setDriverFlag('noRef', argInterpreter=int, group=p) self.setDriverFlag('element', 'P1', acceptedValues=['P1', 'P2', 'P3'], group=p) self.setDriverFlag('symmetric', False, group=p) self.setDriverFlag('reorder', False, group=p)
[docs] def processCmdline(self, params): domain = params['domain'] element = params['element'] noRef = params['noRef'] if domain in ('interval', 'unitInterval'): if noRef is None: noRef = {'P1': 15, 'P2': 14, 'P3': 13}[element] elif domain in ('square', 'unitSquare', 'gradedSquare'): if noRef is None: noRef = {'P1': 9, 'P2': 8, 'P3': 7}[element] elif domain in ('square', 'unitSquare', 'gradedSquare'): if noRef is None: noRef = {'P1': 9, 'P2': 8, 'P3': 7}[element] elif domain == 'graded_disc': if noRef is None: noRef = {'P1': 5, 'P2': 4, 'P3': 3}[element] elif domain in ('cube', 'gradedCube'): if noRef is None: noRef = {'P1': 6, 'P2': 5, 'P3': 4}[element] elif domain == 'standardSimplex3D': if noRef is None: noRef = {'P1': 2}[element] elif domain == 'fichera': if noRef is None: noRef = {'P1': 5, 'P2': 4}[element] params['noRef'] = noRef super().processCmdline(params)
[docs] @problem.generates(['dim', 'diffusivity', 'reaction', 'rhsFun', 'exactSolution', 'L2ex', 'H10ex', 'boundaryCond']) def processProblem(self, domain, problem, noRef, element, symmetric, reorder): from . functions import constant, Lambda from . factories import (meshFactory, rhsFunSin1D, rhsFunSin2D, rhsFunSin3D, solSin1D, solSin2D, solSin3D, cos2D, rhsCos2D, rhsFichera, solFichera,) self.diffusivity = None self.reaction = None self.dim = meshFactory.getDim(domain) if domain in ('interval', 'unitInterval'): if problem == 'sin': self.rhsFun = rhsFunSin1D self.exactSolution = solSin1D self.L2ex = 1/2 self.H10ex = np.pi**2/2 self.boundaryCond = None elif problem == 'reac-sin': self.rhsFun = Lambda(lambda x: (np.pi**2.0 + 10.)*np.sin(np.pi*x[0])) self.exactSolution = solSin1D self.L2ex = 1/2 self.H10ex = (np.pi**2 + 10.)/2 self.reaction = 10. self.boundaryCond = None else: raise NotImplementedError() elif domain in ('square', 'unitSquare', 'gradedSquare'): if problem == 'sin': self.rhsFun = rhsFunSin2D self.exactSolution = solSin2D self.L2ex = 1/4 self.H10ex = 2*np.pi**2/4 self.boundaryCond = None elif problem == 'cos': self.rhsFun = rhsCos2D self.exactSolution = cos2D self.L2ex = 1/4 self.H10ex = 2*np.pi**2/4 self.boundaryCond = cos2D elif problem == 'reac-sin': self.rhsFun = Lambda(lambda x: (2*np.pi**2.0 + 10.)*np.sin(np.pi*x[0])*np.sin(np.pi*x[1])) self.exactSolution = solSin2D self.L2ex = 1/4 self.H10ex = (2*np.pi**2 + 10.)/4 self.boundaryCond = None self.reaction = 10. elif problem == 'diffusivity-sin': self.diffusivity = Lambda(lambda x: np.exp(np.sin(np.pi*x[0]) * np.sin(np.pi*x[1]))) self.rhsFun = Lambda(lambda x: -np.pi**2 * np.exp(np.sin(np.pi*x[0])*np.sin(np.pi*x[1])) * (np.sin(np.pi*x[0])**2 * np.cos(np.pi*x[1])**2 + np.cos(np.pi*x[0])**2 * np.sin(np.pi*x[1])**2 - 2*np.sin(np.pi*x[0]) * np.sin(np.pi*x[1]))) self.exactSolution = solSin2D self.L2ex = 1/4 self.H10ex = np.nan self.boundaryCond = None elif problem == 'poly': self.rhsFun = Lambda(lambda x: 32*x[0]*(1-x[0])+32*x[1]*(1-x[1])) self.exactSolution = Lambda(lambda x: 16*x[0]*x[1]*(1-x[0])*(1-x[1])) self.L2ex = 256/900 self.H10ex = 256/45 self.boundaryCond = None elif problem == 'variable-reac-sin': self.rhsFun = Lambda(lambda x: (2*np.pi**2.0 + 10.)*np.sin(np.pi*x[0])*np.sin(np.pi*x[1])) self.exactSolution = solSin2D self.L2ex = 1/4 self.H10ex = (2*np.pi**2 + 10.)/4 self.boundaryCond = None self.reaction = Lambda(lambda x: 0. if x[0] < 0.5 else 2000.) else: raise NotImplementedError() elif domain == 'graded_disc': if problem == 'constant': self.rhsFun = constant(1.) self.exactSolution = None self.L2ex = None self.H10ex = None self.boundaryCond = None else: raise NotImplementedError() elif domain in ('cube', 'gradedCube'): if problem == 'sin': self.rhsFun = rhsFunSin3D self.exactSolution = solSin3D self.L2ex = 1/8 self.H10ex = 3*np.pi**2/8 self.boundaryCond = None elif problem == 'variable-reac-sin': self.rhsFun = constant(1.) self.exactSolution = None self.L2ex = np.nan self.H10ex = np.nan self.boundaryCond = None self.reaction = Lambda(lambda x: 0. if x[0] < 0.5 else 2000.) else: raise NotImplementedError() elif domain == 'standardSimplex3D': if problem == 'poly': self.rhsFun = Lambda(lambda x: 2*(x[1]*x[2]+x[0]*x[2]+x[0]*x[1])) self.L2ex = 1/8 self.H10ex = 3*np.pi**2/8 self.boundaryCond = None else: raise NotImplementedError() elif domain == 'fichera': if problem == 'fichera': self.rhsFun = rhsFichera self.exactSolution = solFichera self.L2ex = None # H10ex = 7/8**9.52031/4 self.H10ex = None self.boundaryCond = solFichera else: raise NotImplementedError() else: raise NotImplementedError()
[docs] class helmholtzProblem(problem):
[docs] def setDriverArgs(self): p = self.driver.addGroup('problem') self.setDriverFlag('domain', acceptedValues=['square', 'interval', 'cube'], group=p) self.setDriverFlag('problem', acceptedValues=['wave', 'greens'], group=p) self.setDriverFlag('element', 'P1', acceptedValues=['P1'], group=p) self.setDriverFlag('frequency', 40., group=p) self.setDriverFlag('symmetric', False, group=p) self.setDriverFlag('reorder', False, group=p)
[docs] @problem.generates(['dim', 'noRef', 'solEx', 'rhs', 'boundaryCond']) def processProblem(self, domain, problem, element, frequency, symmetric, reorder): from . import meshFactory self.dim = meshFactory.getDim(domain) if domain == 'interval': self.noRef = 7 def n(x): if x[0] == 0: return np.array([-1.], dtype=REAL) elif x[0] == 1: return np.array([1.], dtype=REAL) else: raise NotImplementedError() if problem == 'wave': xi = np.array([0.5], dtype=REAL) self.solEx = complexLambda(lambda x: np.exp(1j*np.vdot(xi, x))) self.rhs = complexLambda(lambda x: (np.vdot(xi, xi)-self.frequency**2) * self.solEx(x)) self.boundaryCond = complexLambda(lambda x: 1j*(np.vdot(xi, n(x))+self.frequency) * self.solEx(x)) elif problem == 'greens': self.rhs = wrapRealToComplexFunction(radialIndicator(1e-2, np.array([0.5]))) self.solEx = None self.boundaryCond = None else: raise NotImplementedError(problem) elif domain == 'square': self.noRef = 8 def n(x): if x[1] == 0: return np.array([0., -1.], dtype=REAL) elif x[1] == 1.: return np.array([0., 1.], dtype=REAL) elif x[0] == 0.: return np.array([-1., 0.], dtype=REAL) elif x[0] == 1.: return np.array([1., 0.], dtype=REAL) else: raise NotImplementedError() if problem == 'wave': xi = np.array([0.5, 0.25], dtype=REAL) self.solEx = waveFunction(xi) self.rhs = (np.vdot(xi, xi)-self.frequency**2) * self.solEx self.boundaryCond = complexLambda(lambda x: 1j*(np.vdot(xi, n(x))+self.frequency) * self.solEx(x)) elif problem == 'greens': self.rhs = wrapRealToComplexFunction(radialIndicator(1e-2, np.array([0.5, 0.5]))) self.solEx = None self.boundaryCond = None else: raise NotImplementedError(problem) elif domain == 'cube': self.noRef = 6 def n(x): if x[2] == 0: return np.array([0., 0., -1.], dtype=REAL) elif x[2] == 1.: return np.array([0., 0., 1.], dtype=REAL) elif x[1] == 0: return np.array([0., -1., 0.], dtype=REAL) elif x[1] == 1.: return np.array([0., 1., 0.], dtype=REAL) elif x[0] == 0.: return np.array([-1., 0., 0.], dtype=REAL) elif x[0] == 1.: return np.array([1., 0., 0.], dtype=REAL) else: raise NotImplementedError() if problem == 'wave': xi = np.array([0.75, 0.5, 0.25], dtype=REAL) self.solEx = waveFunction(xi) self.rhs = (np.vdot(xi, xi)-self.frequency**2) * self.solEx self.boundaryCond = complexLambda(lambda x: 1j*(np.vdot(xi, n(x))+self.frequency) * self.solEx(x)) elif problem == 'greens': self.rhs = wrapRealToComplexFunction(radialIndicator(1e-1, np.array([0.5, 0.5, 0.5]))) self.solEx = None self.boundaryCond = None else: raise NotImplementedError(problem) else: raise NotImplementedError(domain)