Poisson's Equation on a Unit Disk
This example shows how to numerically solve a Poisson's equation using the solvepde function in Partial Differential Equation Toolbox™.
The particular PDE is
on the unit disk with zero-Dirichlet boundary conditions. The exact solution is
For most partial differential equations, the exact solution is not known. In this example, however, we can use the known, exact solution to show how the error decreases as the mesh is refined.
Contents
Problem Definition
The following variables will define our problem:
- g: A specification function that is used by geometryFromEdges. For more information, please see the documentation pages for circleg and the documentation section Create Geometry Using a Geometry Function.
- c, a, f: The coefficients and inhomogeneous term.
g = @circleg; c = 1; a = 0; f = 1;
PDE Coefficients and Boundary Conditions
Plot the geometry and display the edge labels for use in the boundary condition definition.
figure pdegplot(g,'EdgeLabels','on'); axis equal
Create a PDE Model with a single dependent variable.
numberOfPDE = 1; model = createpde(numberOfPDE);
Create a geometry entity.
geometryFromEdges(model,g);
Specify PDE coefficients.
specifyCoefficients(model,'m',0,'d',0,'c',c,'a',a,'f',f);
The solution is zero at all four outer edges of the circle.
applyBoundaryCondition(model,'dirichlet','Edge',(1:4),'u',0);
Generate Initial Mesh
The function generateMesh takes a geometry specification function and returns a discretization of that domain. The 'Hmax' option lets the user specify the maximum edge length. In this case, because the domain is a unit disk, a maximum edge length of one creates a coarse discretization.
hmax = 1; generateMesh(model,'Hmax',hmax); figure pdemesh(model); axis equal
Refinement
We repeatedly refine the mesh until the infinity-norm of the error vector is less than .
For this domain, each refinement halves the 'Hmax' option.
er = Inf; while er > 0.001 hmax =hmax/2; generateMesh(model,'Hmax',hmax); result = solvepde(model); msh = model.Mesh; u = result.NodalSolution; exact = (1-msh.Nodes(1,:).^2-msh.Nodes(2,:).^2)'/4; er = norm(u-exact,'inf'); fprintf('Error: %e. Number of nodes: %d\n',er,size(msh.Nodes,2)); end
Error: 7.607008e-04. Number of nodes: 61
Plot Final Mesh
figure
pdemesh(model);
axis equal
Plot FEM Solution
figure pdeplot(model,'XYData',u,'ZData',u,'ColorBar','off')