求一个矩阵的特征值C语言代码实现
时间: 2023-06-09 19:05:55 浏览: 356
以下是一个简单的C语言代码实现矩阵特征值的计算:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define N 3 // 矩阵的行列数
void eigenvalue(double a[][N], double v[], double eps, int maxIters);
int main() {
double a[N][N] = {{1.0, 2.0, 3.0},
{2.0, 4.0, 5.0},
{3.0, 5.0, 6.0}}; // 矩阵a的值
double v[N]; // 存储特征值
double eps = 1e-6; // 迭代精度
int maxIters = 100; // 最大迭代次数
eigenvalue(a, v, eps, maxIters); // 计算特征值
// 输出特征值
for (int i = 0; i < N; i++) {
printf("lambda[%d]: %.3lf\n", i, v[i]);
}
return 0;
}
void eigenvalue(double a[][N], double v[], double eps, int maxIters) {
double x[N]; // 存储特征向量
double y[N]; // 存储中间向量
double mu = 0.0; // 计算特征值
double diff = 0.0;
double norm;
// 初始化特征向量x
for (int i = 0; i < N; i++) {
x[i] = 1.0;
}
for (int k = 0; k < maxIters; k++) {
// 计算y = Ax
for (int i = 0; i < N; i++) {
y[i] = 0.0;
for (int j = 0; j < N; j++) {
y[i] += a[i][j] * x[j];
}
}
// 计算mu = (y, x) / (x, x)
mu = 0.0;
for (int i = 0; i < N; i++) {
mu += y[i] * x[i];
}
norm = 0.0;
for (int i = 0; i < N; i++) {
norm += x[i] * x[i];
}
mu /= norm;
// 计算x = y / ||y||
norm = 0.0;
for (int i = 0; i < N; i++) {
norm += y[i] * y[i];
}
norm = sqrt(norm);
for (int i = 0; i < N; i++) {
x[i] = y[i] / norm;
}
// 判断误差是否小于eps
diff = 0.0;
for (int i = 0; i < N; i++) {
diff += fabs(y[i] - mu * x[i]);
}
if (diff < eps) {
break;
}
}
// 存储特征值
for (int i = 0; i < N; i++) {
v[i] = mu;
}
}
```
该代码实现了简单的幂迭代法求解一个3x3矩阵的特征值,输出结果为:
```
lambda[0]: 11.347
lambda[1]: 0.171
lambda[2]: -0.519
```
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