Evaluating a variable diffusion coefficient at both adjacent half-grid points makes odd spatial Taylor terms cancel. The conservative spatial bracket is , yielding a fourth-order one-step residual when the forward time step is proportional to .
For , the explicit conservative diffusion update has weights , , and . Under the displayed restriction they are nonnegative and sum to one. With zero Dirichlet boundary conditions, each new value is a convex combination of old interior and boundary values, proving contraction in the discrete maximum norm. The spatial matrix is also symmetric with . This puts its eigenvalues in , so the same restriction gives L2 norm contraction. A stable recurrence need not be consistent with a different proposed differential equation.
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