Let A = (a ij ) R n,n , b R n , with a

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Let A = (aij) ∈ Rn,n, b ∈ Rn, with aii ≠ 0 for every i = 1, . . . , n. The Jacobi method for solving the square linear system Ax = b consists in decomposing A as a sum: A = D + R, where D = diag (a11, . . . , ann), and R contains the off-diagonal elements of A, and then applying the recursion

with initial point

The method is part of a class of methods known as matrix splitting, where A is decomposed as a sum of a “simple,” invertible matrix and another matrix; the Jacobi method uses a particular splitting of A. 

1. Find conditions on D, R that guarantee convergence from an arbitrary initial point.

2. The matrix A is said to be strictly row diagonally dominant if

Show that when A is strictly row diagonally dominant, the Jacobi method converges.

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Optimization Models

ISBN: 9781107050877

1st Edition

Authors: Giuseppe C. Calafiore, Laurent El Ghaoui

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