Mercurial > matrix-functions
diff mftoolbox/arnoldi.m @ 0:8f23314345f4 draft
Create local repository for matrix toolboxes. Step #0 done.
author | Antonio Pino Robles <data.script93@gmail.com> |
---|---|
date | Wed, 06 May 2015 14:56:53 +0200 |
parents | |
children |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/mftoolbox/arnoldi.m Wed May 06 14:56:53 2015 +0200 @@ -0,0 +1,28 @@ +function [Q,H] = arnoldi(A,q1,m) +%ARNOLDI Arnoldi iteration +% [Q,H] = ARNOLDI(A,q1,M) carries out M iterations of the +% Arnoldi iteration with N-by-N matrix A and starting vector q1 +% (which need not have unit 2-norm). For M < N it produces +% an N-by-(M+1) matrix Q with orthonormal columns and an +% (M+1)-by-M upper Hessenberg matrix H such that +% A*Q(:,1:M) = Q(:,1:M)*H(1:M,1:M) + H(M+1,M)*Q(:,M+1)*E_M', +% where E_M is the M'th column of the M-by-M identity matrix. + +n = length(A); +if nargin < 3, m = n; end +q1 = q1/norm(q1); +Q = zeros(n,m); Q(:,1) = q1; +H = zeros(min(m+1,m),n); + +for k=1:m + z = A*Q(:,k); + for i=1:k + H(i,k) = Q(:,i)'*z; + z = z - H(i,k)*Q(:,i); + end + if k < n + H(k+1,k) = norm(z); + if H(k+1,k) == 0, return, end + Q(:,k+1) = z/H(k+1,k); + end +end