13 Finite Difference Methods

Most problems met in practice have no formula and no series; they are solved on a computer. The oldest and most direct method replaces derivatives by difference quotients on a grid. Richardson tried in 1922 to forecast the weather this way by hand, and his forecast failed, not because of the arithmetic but because his scheme was unstable. The theory that explains such failures, due to Courant, Friedrichs and Lewy (1928) and to von Neumann in the 1940s, is the subject of this section. Its central lesson is that a scheme which approximates the equation well may still produce nonsense, and that stability is a property to be checked, not assumed.

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