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fem 2d poisson
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "PPWVdYlogvaH" | |
}, | |
"source": [ | |
"# Solving the 2D Poisson problem" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "tf9qPIDqmIYP" | |
}, | |
"source": [ | |
"Authors: Max Schröder, Julian Roth (2021)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": { | |
"id": "AJxoav9LgoXJ" | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"from scipy.sparse import dok_matrix\n", | |
"from scipy.sparse.linalg import spsolve\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 74, | |
"metadata": { | |
"id": "MK-y9HzCg1Br" | |
}, | |
"outputs": [], | |
"source": [ | |
"# 1D quadrature points and weights\n", | |
"quad = simpson = [(0.0, 1 / 6), (0.5, 4 / 6), (1.0, 1 / 6)] # simpson rule\n", | |
"\n", | |
"# 2D quadrature points and weights\n", | |
"quad_2d = [(x, y, w_x * w_y) for (x, w_x) in quad for (y, w_y) in quad]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": { | |
"id": "iWsuMgDAhHCr" | |
}, | |
"outputs": [], | |
"source": [ | |
"# basis functions in 1D\n", | |
"hat_0 = {\"eval\": lambda x: 1 - x, \"nabla\": lambda x: -1}\n", | |
"hat_1 = {\"eval\": lambda x: x, \"nabla\": lambda x: 1}\n", | |
"hat_function = [hat_0, hat_1]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 76, | |
"metadata": { | |
"id": "FAvS-mJ1hJCT" | |
}, | |
"outputs": [], | |
"source": [ | |
"# basis functions in 2D = tensor product of 1D basis functions\n", | |
"class Phi2D:\n", | |
" def __init__(self, x_0, y_0):\n", | |
" self.x_basis = hat_function[x_0]\n", | |
" self.y_basis = hat_function[y_0]\n", | |
"\n", | |
" # function evaluation\n", | |
" def eval(self, x, y):\n", | |
" return self.x_basis[\"eval\"](x) * self.y_basis[\"eval\"](y)\n", | |
"\n", | |
" # derivative\n", | |
" def nabla(self, x, y):\n", | |
" return np.array(\n", | |
" [\n", | |
" self.x_basis[\"nabla\"](x) * self.y_basis[\"eval\"](y),\n", | |
" self.x_basis[\"eval\"](x) * self.y_basis[\"nabla\"](y),\n", | |
" ]\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 77, | |
"metadata": { | |
"id": "0f9S9uYShLY3" | |
}, | |
"outputs": [], | |
"source": [ | |
"# linear basis functions in 2D\n", | |
"basis_function = {0: Phi2D(0, 0), 1: Phi2D(1, 0), 2: Phi2D(0, 1), 3: Phi2D(1, 1)}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 78, | |
"metadata": { | |
"id": "Cexs2CIRhOvi" | |
}, | |
"outputs": [], | |
"source": [ | |
"class Cell:\n", | |
" def __init__(self, origin, right, up, up_right):\n", | |
" self.dofs = [origin, right, up, up_right]\n", | |
"\n", | |
" def quadrature_point(self, x, y):\n", | |
" point = (\n", | |
" self.dofs[0] # starting point\n", | |
" + x * (self.dofs[1] - self.dofs[0]) # vector pointing right\n", | |
" + y * (self.dofs[2] - self.dofs[0]) # vector pointing up\n", | |
" )\n", | |
" return point.x, point.y" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 79, | |
"metadata": { | |
"id": "lH4cKYQahROF" | |
}, | |
"outputs": [], | |
"source": [ | |
"class DoF:\n", | |
" def __init__(self, x, y, ind=-1):\n", | |
" self.x, self.y = x, y\n", | |
" self.ind = ind\n", | |
"\n", | |
" def __add__(self, other):\n", | |
" return DoF(self.x + other.x, self.y + other.y)\n", | |
"\n", | |
" def __sub__(self, other):\n", | |
" return DoF(self.x - other.x, self.y - other.y)\n", | |
"\n", | |
" def __rmul__(self, other):\n", | |
" assert isinstance(\n", | |
" other, (int, float)\n", | |
" ), \"Multiplication only defined for scalar values\"\n", | |
" return DoF(other * self.x, other * self.y)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 80, | |
"metadata": { | |
"id": "6fyiX2PThTU7" | |
}, | |
"outputs": [], | |
"source": [ | |
"class Mesh:\n", | |
" def __init__(self, x_min=0.0, x_max=1.0, y_min=0.0, y_max=1.0, step_size=0.5):\n", | |
" self.x_min, self.x_max = x_min, x_max\n", | |
" self.y_min, self.y_max = y_min, y_max\n", | |
" self.h = step_size\n", | |
" self.dofs, self.cells = [], []\n", | |
"\n", | |
" def decompose(self):\n", | |
" # create mesh and transform it into a list of x and y coordinates\n", | |
" x_range = np.arange(self.x_min, self.x_max, self.h)\n", | |
" x_range = np.append(x_range, [self.x_max])\n", | |
" self.x_num = len(x_range)\n", | |
" y_range = np.arange(self.y_min, self.y_max, self.h)\n", | |
" y_range = np.append(y_range, [self.y_max])\n", | |
" self.y_num = len(y_range)\n", | |
" self.x_coord, self.y_coord = np.meshgrid(x_range, y_range)\n", | |
" x_list, y_list = self.x_coord.ravel(), self.y_coord.ravel()\n", | |
"\n", | |
" # create DoFs\n", | |
" for i, (x, y) in enumerate(zip(x_list, y_list)):\n", | |
" self.dofs.append(DoF(x, y, ind=i))\n", | |
"\n", | |
" # create cells\n", | |
" for i, dof in enumerate(self.dofs):\n", | |
" if dof.x != self.x_max and dof.y != self.y_max:\n", | |
" self.cells.append(\n", | |
" Cell(\n", | |
" dof,\n", | |
" self.dofs[i + 1],\n", | |
" self.dofs[i + self.x_num],\n", | |
" self.dofs[i + self.x_num + 1],\n", | |
" )\n", | |
" )\n", | |
"\n", | |
" def plot_solution(self, solution):\n", | |
" # 2D contour plot\n", | |
" plt.contourf(\n", | |
" self.x_coord,\n", | |
" self.y_coord,\n", | |
" solution.reshape(self.y_num, self.x_num),\n", | |
" 20,\n", | |
" cmap=\"viridis\",\n", | |
" )\n", | |
" plt.colorbar()\n", | |
" plt.show()\n", | |
"\n", | |
" def plot_surface(self, solution):\n", | |
" x_range = np.arange(self.x_min, self.x_max, self.h)\n", | |
" x_range = np.append(x_range, [self.x_max])\n", | |
" self.x_num = len(x_range)\n", | |
" y_range = np.arange(self.y_min, self.y_max, self.h)\n", | |
" y_range = np.append(y_range, [self.y_max])\n", | |
" self.y_num = len(y_range)\n", | |
" self.x_coord, self.y_coord = np.meshgrid(x_range, y_range)\n", | |
" fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", | |
" surface = ax.plot_surface(self.x_coord, self.y_coord, solution.reshape(self.y_num, self.x_num), cmap=\"viridis\")\n", | |
" plt.colorbar(surface)\n", | |
" plt.show()\n", | |
"\n", | |
" def print_solution_at_center(self, solution):\n", | |
" # prints the solution at center of the domain\n", | |
" x_center = (self.x_max + self.x_min) / 2\n", | |
" y_center = (self.y_max + self.y_min) / 2\n", | |
" for dof in self.dofs:\n", | |
" if abs(dof.x - x_center) < 1e-10 and abs(dof.y - y_center) < 1e-10:\n", | |
" print(\n", | |
" f\"The Solution at the center x={x_center},y={y_center} has the value {solution[dof.ind]}.\"\n", | |
" )\n", | |
" break\n", | |
" else:\n", | |
" print(f\"The center point x={x_center},y={y_center} is not on the mesh.\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 81, | |
"metadata": { | |
"id": "sSW2TRhxhX72" | |
}, | |
"outputs": [], | |
"source": [ | |
"class PoissonProblem:\n", | |
" def __init__(self, mesh, f):\n", | |
" self.mesh = mesh\n", | |
" self.f = f\n", | |
"\n", | |
" def assemble_system(self):\n", | |
" # system matrix\n", | |
" A = dok_matrix((len(self.mesh.dofs), len(self.mesh.dofs)), dtype=np.float32)\n", | |
" # system right hand side\n", | |
" F = np.zeros(len(self.mesh.dofs), dtype=np.float32)\n", | |
"\n", | |
" for cell in self.mesh.cells:\n", | |
" for x, y, quad_weight in quad_2d:\n", | |
" for j, dof_j in enumerate(cell.dofs):\n", | |
" # assemble rhs\n", | |
" F[dof_j.ind] += (\n", | |
" quad_weight\n", | |
" * self.f(*cell.quadrature_point(x, y))\n", | |
" * basis_function[j].eval(x, y)\n", | |
" * self.mesh.h ** 2\n", | |
" )\n", | |
" for i, dof_i in enumerate(cell.dofs):\n", | |
" # assemble matrix\n", | |
" A[dof_i.ind, dof_j.ind] += quad_weight * basis_function[\n", | |
" i\n", | |
" ].nabla(x, y).dot(basis_function[j].nabla(x, y))\n", | |
"\n", | |
" # apply homogeneous Dirichlet boundary conditions\n", | |
" for dof in self.mesh.dofs:\n", | |
" if dof.x in [self.mesh.x_min, self.mesh.x_max] or dof.y in [\n", | |
" self.mesh.y_min,\n", | |
" self.mesh.y_max,\n", | |
" ]:\n", | |
" _, nonzero_columns = A[dof.ind, :].nonzero()\n", | |
" for j in nonzero_columns:\n", | |
" A[dof.ind, j] = 0.0\n", | |
" A[dof.ind, dof.ind] = 1.0\n", | |
" F[dof.ind] = 0.0\n", | |
"\n", | |
" return A.tocsr(), F" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 82, | |
"metadata": { | |
"id": "3VnLdCV2haU5" | |
}, | |
"outputs": [], | |
"source": [ | |
"def example_1():\n", | |
" ###############\n", | |
" # DESCRIPTION #\n", | |
" ###############\n", | |
" # Solving the Poisson problem on the unit square Ω = (0,1) x (0,1).\n", | |
" # PDE: - Δ u = -1 in Ω\n", | |
" # BC: u(x,y) = 0 on ∂Ω\n", | |
"\n", | |
" ##############\n", | |
" # PARAMETERS #\n", | |
" ##############\n", | |
" # right-hand side\n", | |
" f = lambda x, y: -1.0\n", | |
"\n", | |
" ########\n", | |
" # CODE #\n", | |
" ########\n", | |
" mesh = Mesh(step_size=0.05)\n", | |
" mesh.decompose()\n", | |
"\n", | |
" pde = PoissonProblem(mesh=mesh, f=f)\n", | |
" A, F = pde.assemble_system()\n", | |
" solution = spsolve(A, F) # U = A^{-1}F\n", | |
"\n", | |
" mesh.print_solution_at_center(solution)\n", | |
" mesh.plot_solution(solution)\n", | |
" mesh.plot_surface(solution)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 83, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 304 | |
}, | |
"id": "tvZ4Y8w6heQW", | |
"outputId": "c9acfadd-d96b-4d3f-ba86-1e65bfb5f30a" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Example 1: f = -1\n", | |
"The Solution at the center x=0.5,y=0.5 has the value -0.07381812483072281.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Run the first example\n", | |
"print(\"Example 1: f = -1\")\n", | |
"example_1()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 84, | |
"metadata": { | |
"id": "S0sYh4gBhk4d" | |
}, | |
"outputs": [], | |
"source": [ | |
"def example_2():\n", | |
" ###############\n", | |
" # DESCRIPTION #\n", | |
" ###############\n", | |
" # Solving the Poisson problem on the unit square Ω = (0,1) x (0,1).\n", | |
" # PDE: - Δ u = f in Ω\n", | |
" # BC: u(x,y) = 0 on ∂Ω\n", | |
" # Analytical solution: u(x,y) = sin(πx)sin(πy)\n", | |
" # ===> f = 2 π^2 sin(πx)sin(πy)\n", | |
"\n", | |
" ##############\n", | |
" # PARAMETERS #\n", | |
" ##############\n", | |
" # right-hand side\n", | |
" f = lambda x, y: 2 * np.pi ** 2 * np.sin(np.pi * x) * np.sin(np.pi * y)\n", | |
"\n", | |
" ########\n", | |
" # CODE #\n", | |
" ########\n", | |
" mesh = Mesh(step_size=0.05)\n", | |
" mesh.decompose()\n", | |
"\n", | |
" pde = PoissonProblem(mesh=mesh, f=f)\n", | |
" A, F = pde.assemble_system()\n", | |
" solution = spsolve(A, F) # U = A^{-1}F\n", | |
"\n", | |
" mesh.print_solution_at_center(solution)\n", | |
" mesh.plot_solution(solution)\n", | |
" mesh.plot_surface(solution)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 85, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 304 | |
}, | |
"id": "_8zgFkfRhn25", | |
"outputId": "b17ee2ec-181c-4e4f-9276-033b7bee549d" | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Example 2: u = sin(πx)sin(πy)\n", | |
"The Solution at the center x=0.5,y=0.5 has the value 1.0020709037780762.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Run the second example\n", | |
"print(\"Example 2: u = sin(πx)sin(πy)\")\n", | |
"example_2()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 86, | |
"metadata": { | |
"id": "1NwjmFm8hs8Q" | |
}, | |
"outputs": [], | |
"source": [ | |
"def example_3():\n", | |
" ###############\n", | |
" # DESCRIPTION #\n", | |
" ###############\n", | |
" # Solving the Poisson problem on the unit square Ω = (0,1) x (0,1).\n", | |
" # PDE: - Δ u = f in Ω\n", | |
" # BC: u(x,y) = 0 on ∂Ω\n", | |
" # Analytical solution: u(x,y) = ?\n", | |
" # ===> f = x + y\n", | |
"\n", | |
" ##############\n", | |
" # PARAMETERS #\n", | |
" ##############\n", | |
" # right-hand side\n", | |
" f = lambda x, y: x + y\n", | |
"\n", | |
" ########\n", | |
" # CODE #\n", | |
" ########\n", | |
" mesh = Mesh(step_size=0.05)\n", | |
" mesh.decompose()\n", | |
"\n", | |
" pde = PoissonProblem(mesh=mesh, f=f)\n", | |
" A, F = pde.assemble_system()\n", | |
" solution = spsolve(A, F) # U = A^{-1}F\n", | |
" print(solution.shape)\n", | |
"\n", | |
" mesh.print_solution_at_center(solution)\n", | |
" mesh.plot_solution(solution)\n", | |
" mesh.plot_surface(solution)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 87, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Example 3: u = ?\n", | |
"(441,)\n", | |
"The Solution at the center x=0.5,y=0.5 has the value 0.07381810992956161.\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Run the second example\n", | |
"print(\"Example 3: u = ?\")\n", | |
"example_3()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"colab": { | |
"provenance": [] | |
}, | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.12.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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