LU decomposition

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Revision as of 00:47, 27 September 2005

LU Solvers

For the system of equations Ax=b.
The solvers based on factorization are widely popular. The factorization of a non singular matrix A in two matrices L and U, called lower and upper matrices, leads to a direct procedure for the evaluation of the inverse of the matrix. Thus making it possible to calculate the solution vector with given source vector. It now remains a two step process: a forward substitution followed by a backward substitution.

Algorithm

Calculate LU factors of A

Ax = (LU)x = L(Ux) = Ly = b

Solve Ly = b by forward substitution

y = L^-1b

Solve Ux=y by backward substitution

x = U^-1y

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