admm代码matlab
时间: 2023-05-30 17:01:53 浏览: 132
由于没有具体的题目和需求,以下是一个示例的ADMM代码,用于解决线性规划问题。
```matlab
% ADMM for Linear Programming
% Problem data
n = 100; % number of variables
m = 50; % number of constraints
A = randn(m,n); % constraint matrix
b = randn(m,1); % constraint vector
c = randn(n,1); % objective function coefficients
% ADMM parameters
rho = 1;
max_iter = 1000;
tol = 1e-6;
% Initialization
x = randn(n,1);
z = randn(n,1);
u = zeros(m,1);
% ADMM iterations
for k = 1:max_iter
% x-update
x = (A'*A + rho*eye(n)) \ (A'*b + rho*(z-u));
% z-update
z_old = z;
z = max(x+u,0) - max(-x-u,0);
% u-update
u = u + x - z;
% Check convergence
r_norm = norm(x-z);
s_norm = norm(-rho*(z-z_old));
if r_norm < tol && s_norm < tol
break;
end
end
% Output solution
fprintf('Optimal value: %f\n', c'*x);
```
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