Write and set . In the discrete L2 norm , the energy method givesTo obtain this identity, shift the indices in the centered second-difference sum. The centered first-difference matrix is skew-symmetric, so its contribution has zero real part even for complex grid values. The homogeneous Dirichlet boundary conditions remove the endpoint terms.
Therefore the semidiscretization is stable for every real and every positive , with the mesh-independent bound . No restriction on is needed for this energy estimate.
With , , and , the Forward Euler method givesFor a Fourier mode , the amplification factor is . Set . ThenThe expression in braces is an affine function of , so it is nonpositive for all precisely when its two endpoint values are nonpositive. For , these conditions are and . Thus Forward Euler stability for centered advection-diffusion requires exactlyFor , only the first condition remains. If either bound fails, a band of Fourier modes has , giving instability under von Neumann stability analysis. At equality the amplification bound still holds, so the endpoints are included. This is discrete L2 norm stability; nonnegative stencil weights would impose the additional spatial restriction .
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