请帮我用C++实现matlab中interp1函数的spline关键词函数
时间: 2024-03-15 10:45:29 浏览: 144
C++实现MATLAB函数interp
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好的,我可以帮你实现一个C++版本的spline插值函数。下面是代码:
```c++
#include <iostream>
#include <vector>
using namespace std;
// Spline插值函数
vector<double> spline(vector<double> x, vector<double> y, vector<double> xx) {
int n = x.size();
vector<double> h(n - 1), b(n - 1), u(n - 1), v(n - 1), z(n);
for (int i = 0; i < n - 1; i++) {
h[i] = x[i + 1] - x[i];
b[i] = (y[i + 1] - y[i]) / h[i];
}
u[1] = 2 * (h[0] + h[1]);
v[1] = 6 * (b[1] - b[0]);
for (int i = 2; i < n - 1; i++) {
u[i] = 2 * (h[i - 1] + h[i]) - h[i - 1] * h[i - 1] / u[i - 1];
v[i] = 6 * (b[i] - b[i - 1]) - h[i - 1] * v[i - 1] / u[i - 1];
}
z[n - 1] = 0;
for (int i = n - 2; i >= 1; i--) {
z[i] = (v[i] - h[i] * z[i + 1]) / u[i];
}
z[0] = 0;
vector<double> yy(xx.size());
int j = 0;
for (int i = 0; i < xx.size(); i++) {
while (j < n - 1 && xx[i] > x[j + 1]) j++;
double t = (xx[i] - x[j]) / h[j];
double a = z[j + 1] - z[j];
double b = -h[j] * (z[j + 1] + 2 * z[j]) / 6 + (y[j + 1] - y[j]) / h[j];
double c = z[j] / 2;
double d = (z[j + 1] - z[j]) / (6 * h[j]);
yy[i] = a * t * t * t + b * t * t + c * t + d;
}
return yy;
}
// 测试
int main() {
vector<double> x = {0, 1, 2, 3, 4};
vector<double> y = {0, 1, 4, 9, 16};
vector<double> xx = {0.5, 1.5, 2.5, 3.5};
vector<double> yy = spline(x, y, xx);
for (int i = 0; i < yy.size(); i++) {
cout << "f(" << xx[i] << ") = " << yy[i] << endl;
}
return 0;
}
```
使用方法:输入x和y的值,以及需要插值的xx的值,即可得到插值后的yy值。
注意:该函数只适用于具有单峰特性的函数,对于多峰的函数可能会出现不良效果。
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