7. Dirichlet boundary conditions¶

The Helmholtz problem we solved in the previous part was chosen to have homogeneous Neumann or natural boundary conditions, which can be implemented simply by cancelling the zero surface integral. We can now instead consider the case of Dirichlet, or essential boundary conditions. Instead of the Helmholtz problem we solved before, let us now specify a Poisson problem with homogeneous Dirichlet conditions, find $$u$$ in some finite element space $$V$$ such that:

(7.1)\begin{align}\begin{aligned}-\nabla^2 u = f\\u = 0 \textrm{ on }\Gamma\end{aligned}\end{align}

In order to implement the Dirichlet conditions, we need to decompose $$V$$ into two parts:

(7.2)$V = V_0 \oplus V_\Gamma$

where $$V_\Gamma$$ is the space spanned by those functions in the basis of $$V$$ which are non-zero on $$\Gamma$$, and $$V_0$$ is the space spanned by the remaining basis functions (i.e. those basis functions which vanish on $$\Gamma$$). It is a direct consequence of the nodal nature of the basis that the basis functions for $$V_\Gamma$$ are those corresponding to the nodes on $$\Gamma$$ while the basis for $$V_0$$ is composed of all the other functions.

We now write the weak form of (7.1), find $$u=u_0 + u_\Gamma$$ with $$u_0 \in V_0$$ and $$u_\Gamma \in V_\Gamma$$ such that:

(7.3)\begin{align}\begin{aligned}\int_\Omega \nabla v_0 \cdot \nabla (u_0+u_\Gamma) \, \mathrm{d} x - \underbrace{\int_\Gamma v_0 \nabla (u_0+u_\Gamma) \cdot \mathbf{n}\, \mathrm{d} s}_{=0} = \int_\Omega v_0\, f\, \mathrm{d} x \qquad \forall v_0 \in V_0\\u_\Gamma = 0 \qquad \textrm{ on } \Gamma\end{aligned}\end{align}

There are a number of features of this equation which require some explanation:

1. We only test with functions from $$V_0$$. This is because it is only necessary that the differential equation is satisfied on the interior of the domain: on the boundary of the domain we need only satisfy the boundary conditions.

2. The surface integral now cancels because $$v_0$$ is guaranteed to be zero everywhere on the boundary.

3. The $$u_\Gamma$$ definition actually implies that $$u_\Gamma=0$$ everywhere, since all of the nodes in $$V_\Gamma$$ lie on the boundary.

This means that the weak form is actually:

(7.4)\begin{align}\begin{aligned}\int_\Omega \nabla v_0 \cdot \nabla u \, \mathrm{d} x = \int_\Omega v_0\, f\, \mathrm{d} x \qquad \forall v_0 \in V_0\\u_\Gamma = 0\end{aligned}\end{align}

7.1. An algorithm for homogeneous Dirichlet conditions¶

The implementation of homogeneous Dirichlet conditions is actually rather straightforward.

1. The system is assembled completely ignoring the Dirichlet conditions. This results in a global matrix and vector which are correct on the rows corresponding to test functions in $$V_0$$, but incorrect on the $$V_\Gamma$$ rows.

2. The global vector rows corresponding to boundary nodes are set to 0.

3. The global matrix rows corresponding to boundary nodes are set to 0.

4. The diagonal entry on each matrix row corresponding to a boundary node is set to 1.

This has the effect of replacing the incorrect boundary rows of the system with the equation $$u_i = 0$$ for all boundary node numbers $$i$$.

Hint

This algorithm has the unfortunate side effect of making the global matrix non-symmetric. If a symmetric matrix is required (for example in order to use a symmetric solver), then forward substition can be used to zero the boundary columns in the matrix, but that is beyond the scope of this module.

7.2. Implementing boundary conditions¶

Let:

$f = \left(16 \pi^2 (x_1 - 1)^2 x_1^2 - 2 (x_1 - 1)^2 - 8 (x_1 - 1) x_1 - 2 x_1^2\right) \sin(4 \pi x_0)$

With this definition, (7.4) has solution:

$u = \sin(4 \pi x_0) (x_1 - 1)^2 x_1^2$
Exercise 7.1

fe_utils/solvers/poisson.py contains a partial implementation of this problem. You need to implement the assemble() function. You should base your implementation on your fe_utils/solvers/helmholtz.py but take into account the difference in the equation, and the boundary conditions. The fe_utils.solvers.poisson.boundary_nodes() function in fe_utils/solvers/poisson.py is likely to be helpful in implementing the boundary conditions. As before, run:

python fe_utils/solvers/poisson.py --help


for instructions (they are the same as for fe_utils/solvers/helmholtz.py). Similarly, test/test_12_poisson_convergence.py contains convergence tests for this problem.

7.3. Inhomogeneous Dirichlet conditions¶

The algorithm described here can be extended to inhomogeneous systems by setting the entries in the global vector to the value of the boundary condition at the corresponding boundary node. This additional step is required for the mastery exercise, but will be explained in more detail in the next section.