拉丁超立方抽样 Latin hypercube sampling,java 代码
时间: 2024-01-21 18:16:00 浏览: 116
以下是一个简单的 Java 代码示例,用于生成拉丁超立方抽样:
```java
import java.util.Random;
public class LatinHypercubeSampling {
public static void main(String[] args) {
int n = 10; // 样本点数
int k = 3; // 维度
double[][] lhs = generateLatinHypercube(n, k);
for (int i = 0; i < n; i++) {
for (int j = 0; j < k; j++) {
System.out.print(lhs[i][j] + " ");
}
System.out.println();
}
}
public static double[][] generateLatinHypercube(int n, int k) {
double[][] lhs = new double[n][k];
double[] fractions = new double[n];
Random rand = new Random();
// 初始化分数数组(从0到1之间的小数)
for (int i = 0; i < n; i++) {
fractions[i] = (i + rand.nextDouble()) / n;
}
// 对于每个维度,将样本点分配到分数区间中
for (int j = 0; j < k; j++) {
double[] sequence = new double[n];
for (int i = 0; i < n; i++) {
sequence[i] = fractions[i];
}
shuffle(sequence);
for (int i = 0; i < n; i++) {
lhs[i][j] = sequence[i];
}
}
return lhs;
}
// Fisher-Yates 随机置换算法
public static void shuffle(double[] array) {
Random rand = new Random();
for (int i = array.length - 1; i > 0; i--) {
int j = rand.nextInt(i + 1);
double temp = array[i];
array[i] = array[j];
array[j] = temp;
}
}
}
```
这个代码示例生成了一个大小为10x3的拉丁超立方抽样,并将其打印到控制台上。请注意,这只是一个非常简单的示例,实际使用中可能需要进行更多的参数设置和优化。
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