高斯正态云模型

2024-05-25 12:08

文章标签 模型正态高斯

本文主要是介绍高斯正态云模型，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！

兵兵放大招让我们写云发生器，也是醉了。

import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.IOException;
import java.util.Random;
import java.util.Scanner;import org.apache.poi.xssf.usermodel.XSSFRow;
import org.apache.poi.xssf.usermodel.XSSFSheet;
import org.apache.poi.xssf.usermodel.XSSFWorkbook;class GaussianModel{private double Ex;private double En;private double He;private int N;private double[] x = new double[20480];private double[] u = new double[20480];private double[] ctb = new double[20480];private double per067,per067_;private double per100,per100_;private double per200,per200_;private double per300,per300_;private Random random = new Random();public GaussianModel(double _Ex, double _En, double _He, int _N){Ex = _Ex;En = _En;He = _He;N = _N;getCloudDrops();}final public void print_x_u(){System.out.println("\nData:");for (int i = 0 ; i < N ; ++i)System.out.println("("+x[i]+","+u[i]+")");System.out.println();return ;}private void getCloudDrops(){/** 产生服从N(a,b)随机数* Math.sqrt(b)*random.nextGaussian()+a; */for(int i = 0 ; i < N ; ++i){double En_ = He*random.nextGaussian()+En;x[i] = En_*random.nextGaussian()+Ex;u[i] = Math.exp(-1*Math.pow(x[i]-Ex, 2.0)/(2*Math.pow(En_, 2.0)));}}public void get_Ctb() {// ------------------ 贡献值算法// 知识表示中的不确定性P4;for(int i = 0 ; i < N ; ++i)ctb[i] = u[i] * x[i] * Math.sqrt(2 * Math.PI) * En;double sum = 0 ;double sum_ = 0 ;int count = 0 ;for (int i = 0 ; i < N ; ++i)sum += ctb[i];
//      骨干元素贡献值计算for(int i = 0 ; i < N ; ++i){if(x[i] >= Ex - 0.67*En && x[i] <= Ex + 0.67*En){sum_ += ctb[i];count ++ ;}}per067 = sum_/sum ;per067_ = ((double)count)/((double)N);
//      基本元素sum_ = 0 ;count = 0 ;for(int i = 0 ; i < N ; ++i){if(x[i] >= Ex - En && x[i] <= Ex + En){sum_ += ctb[i];count ++ ;}}per100 = sum_/sum;per100_ = ((double)count)/((double)N);
//      外围元素;sum_ = 0 ;count = 0 ;for(int i = 0 ; i < N ; ++i){if(x[i] >= Ex - 2*En && x[i] <= Ex + 2*En){sum_ += ctb[i];count ++ ;}}per200 = sum_/sum;per200_ = ((double)count)/((double)N);
//      弱外围元素;per300 = (sum - sum_)/sum;per300_ = ((double)(N-count))/((double)N);return ;}final public void print_Ctb(){System.out.println("骨干元素：[Ex-0.67En,Ex+0.67En]");System.out.println("样本比例："+per067_*100+"%");System.out.println("贡献值：    "+per067*100+"%\n");System.out.println("基本元素：[Ex-En,Ex+En]");System.out.println("样本比例："+per100_*100+"%");System.out.println("贡献值：    "+per100*100+"%\n");System.out.println("外围元素：[Ex-2En,Ex-En]+[Ex+En,Ex+2En]");System.out.println("样本比例："+(per200_ - per100_)*100+"%");System.out.println("贡献值：    "+(per200 - per100)*100+"%\n");System.out.println("弱外围元素：[Ex-3En,Ex-2En]+[Ex+2En,Ex+3En]");System.out.println("样本比例："+per300_*100+"%");System.out.println("贡献值：    "+per300*100+"%\n");}public void write_Excel(String _url) throws FileNotFoundException{/** 数据写入到Excel中* */       String url = "E:/Code/JAVA_workspace/FieldCluster/src/";url += _url ;FileOutputStream out = new FileOutputStream(url);XSSFWorkbook wb = new XSSFWorkbook();//创建1页;XSSFSheet sheets = wb.createSheet("u(x)");for (int k = 0; k < N; k++) {XSSFRow rows = sheets.createRow(k);// 创建行数//写入单元格//int totalRows = sheets.getLastRowNum() + 1;rows.createCell(0).setCellValue(x[k]);rows.createCell(1).setCellValue(u[k]);}try {wb.write(out);} catch (IOException e) {e.printStackTrace();}try {out.close();} catch (IOException e) {e.printStackTrace();}System.out.println("\n数据写入Excel成功!!!\n");}
}public class CloudModel {private static double Ex;private static double En;private static double He;private static int N;private static Scanner cin = new Scanner(System.in);static class WriteExcel extends Thread{GaussianModel GM ;public void run(){try {GM.write_Excel("data.xlsx");} catch (FileNotFoundException e) {// TODO Auto-generated catch blocke.printStackTrace();}}public void start(GaussianModel _GM){super.start();GM = _GM;}}public static void main(String args[]){Ex = cin.nextDouble();En = cin.nextDouble();He = cin.nextDouble();N = cin.nextInt();GaussianModel GM = new GaussianModel(Ex,En,He,N);WriteExcel WE = new WriteExcel();WE.start(GM);GM.print_x_u();GM.get_Ctb();GM.print_Ctb();}
}