For a rectangular Poisson equation discretization with commuting negative-definite directional matrices , two alternating implicit directional solves give the displayed iteration matrix. If their shared eigenvectors have eigenvalues with , the iteration eigenvalues are . For their moduli are less than one, proving convergence. At the composed iteration is the identity and the forcing terms cancel, so arbitrary initial errors persist. Strict positivity of the parameter is therefore essential for this splitting.
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