求实对称矩阵特征值的经典jacobi方法的matlab代码
时间: 2024-05-14 21:18:33 浏览: 66
Jacobi法求特征值的matlab程序
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以下是求实对称矩阵特征值的经典Jacobi方法的MATLAB代码:
```matlab
function [D, V] = jacobi(A)
% JACOBI Classic Jacobi method for finding eigenvalues and eigenvectors
% of a real symmetric matrix A.
%
% Input:
% A - real symmetric matrix
%
% Output:
% D - diagonal matrix of eigenvalues
% V - matrix of eigenvectors
% Initialize
n = size(A, 1);
V = eye(n);
D = diag(A);
% Jacobi method
while true
% Find off-diagonal element with maximum modulus
[p, q] = find_pq(A);
if abs(A(p,q)) < eps
break;
end
% Compute Jacobi rotation matrix
theta = 0.5 * atan2(2*A(p,q), (A(p,p)-A(q,q)));
c = cos(theta);
s = sin(theta);
J = eye(n);
J(p,p) = c;
J(q,q) = c;
J(p,q) = -s;
J(q,p) = s;
% Update A, D, and V
A = J' * A * J;
D = diag(A);
V = V * J;
end
end
function [p, q] = find_pq(A)
% FIND_PQ Find off-diagonal element with maximum modulus.
n = size(A, 1);
maxval = 0;
for i = 1:n-1
for j = i+1:n
if abs(A(i,j)) > maxval
maxval = abs(A(i,j));
p = i;
q = j;
end
end
end
end
```
使用方法:
```matlab
% Example
A = [1 2 3; 2 2 1; 3 1 4];
[D, V] = jacobi(A);
disp(D); % diagonal matrix of eigenvalues
disp(V); % matrix of eigenvectors
```
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