Files
FAR_CS/1 - experiment/Circulant Matrix/circulant_matrix.m
T
2024-07-16 15:41:59 +08:00

50 lines
825 B
Matlab

%%
clc;
clear;
N = 100;
eps = 1e-10;
% 生成傅里叶矩阵
F_n = dftmtx(N);
% 输出傅里叶矩阵
for i = 1: N
for j = 1: N
fprintf(string(F_n(i, j)) + ", ");
end
fprintf("\b\b\n");
end
fprintf("\n");
% 检查傅里叶矩阵
assert(abs(F_n(2, 2) ^ 2 - F_n(2, 3)) < eps);
assert(abs(F_n(2, 2) ^ N - 1) < eps);
%% 循环卷积
x = randn(N, 1);
z = randn(N, 1);
p = cconv(x, z, N);
% 检查循环卷积公式的正确性
for i = 1: N
tmp = 0;
for j = 1: N
tmp = tmp + x(j) * z(mod(i-j+N, N)+1);
end
assert(abs(tmp - p(i)) < eps);
end
% 检查 x * z = A(x)z
A_x = toeplitz([x(1) fliplr(x(2:end)')], x);
assert(is_vector_equal(p, A_x' * z, eps));
% 检查卷积定理
x_hat = fft(x);
z_hat = fft(z);
xz_hat = fft(p);
assert(is_vector_equal(x_hat .* z_hat, xz_hat, eps));