?? chc.cpp
字號:
#include <afxwin.h>
#include <iostream.h>
#include<windows.h>
#include <stdio.h>
#include<stdlib.h>
#include<time.h>
#include<math.h>
#include<fstream.h>
#define POPSIZE 500
#define MAX 300
#define C 1 //目標函數界限保守估計
#define length1 10
#define length2 10
#define chromlength length1+length2 //染色體長度
#define d length1/4
#define R 0.35
#define L length1
int generation; //世代數
int best_index;
int worst_index;
int popsize; //種群大小
int cksize;
int maxgeneration; //最大世代數
struct individual
{
char chrom[chromlength+1];
double value;
double fitness; //適應度
};
struct individual bestindividual; //最佳個體
struct individual worstindividual; //最差個體
struct individual currentbest;
struct individual population[MAX][POPSIZE];
struct individual copyone[MAX][POPSIZE];
struct individual mixedone;
struct individual p[MAX][POPSIZE];
//函數聲明
void generateinitialpopulation();
void generatenextpopulation();
void evaluatepopulation();
long decodechromosome(char *,int,int);
void calculateobjectvalue();
void calculatefitnessvalue();
void findbestandworstindividual();
void performevolution();
void select();
void crossover();
void partinitial();
void input();
void output();
//種群初始化
void generateinitialpopulation()
{
int i,j;
for(i=0;i<popsize;i++)
{
for(j=0;j<chromlength;j++)
{
population[generation][i].chrom[j]=(rand()%10<5)?'0':'1';
}
population[generation][i].chrom[chromlength]='\0';
}
cksize=popsize;
}
//復制混合種群
void copy()
{ int i;
for(i=0;i<popsize;i++)
{
copyone[generation][i]=population[generation][i];
copyone[generation][popsize+i]=population[generation-1][i]; //產生混合種群C(K)
}
}
//交叉
void crossover()
{
int i,j,point,m,hm;
struct individual temp;
int mm=2*popsize;
int index[2*POPSIZE];
char ch;
for(i=0;i<mm;i++) //隨機配對
{
point=rand()%(2*popsize-i);
temp=index[i];
index[i]=index[point+i];
index[point+i]=temp;
}
for(i=0;i<mm-1;i+=2)
{
hm=0;
for(j=0;j<chromlength;j++)//計算配對個體間海明距離
{
if(copyone[generation][index[i]].chrom[j]!=copyone[generation][index[i+1]].chrom[j])
{ hm++;}
}
if(hm>2*d) //執行改進均勻交叉--->c(k)'
{
m=(hm/2);
ch=copyone[generation][index[i]].chrom[m];
copyone[generation][index[i]].chrom[m]=copyone[generation][index[i+1]].chrom[m];
copyone[generation][index[i+1]].chrom[m]=ch;
}
else
{
if(i=popsize-1)
{
copyone[generation][index[i]].value=NULL;
copyone[generation][index[i+1]].value=NULL;
}
else
{
copyone[generation][index[i]]=copyone[generation][index[i+2]];
copyone[generation][index[i+1]]=copyone[generation][index[i+3]];
i=i-2;
mm=mm-2;
}
}
}
cksize=mm-1;
for(i=0;i<cksize;i++)
{
population[generation][i]=copyone[generation][i];
}
}
//選擇
void select()
{
int i,index,j;
double p,sum=0.0;
int cP=cksize+POPSIZE;
double cfitness[2*POPSIZE];
struct individual newpopulation[2*POPSIZE];
struct individual t;
//c(k)'與p(k-1)混合起來
for(i=0;i<cksize;i++)
{
copyone[generation][popsize+i]=population[generation-1][i];
}
//c(k)'與p(k-1)混合種群按適應度從大到小排序
for(i=0;i<cP;i++)
{
for(j=i+1;j<popsize;j++)
{
if(copyone[generation][i].fitness<copyone[generation][j].fitness)
{
t=copyone[generation][i];
copyone[generation][i]=copyone[generation][j];
copyone[generation][j]=t;
}
}
}
//計算選擇概率
for(i=0;i<cP;i++)
{
sum+=copyone[generation][i].fitness;
}
for(i=0;i<cP; i++)
{
cfitness[i]=copyone[generation][i].fitness/sum;
}
for(i=1;i<cP; i++)
{
cfitness[i]=cfitness[i-1]+cfitness[i];
}
//輪盤賭選取popsize個較優的個體組成p(k)
for (i=0;i<popsize;i++)
{
p=rand()%1000/1000.0;
index=0;
while (p>cfitness[index])
{
index++;
}
newpopulation[i]=copyone[generation][index];
}
for(i=0;i<popsize; i++)
{
population[generation][i]=newpopulation[i];
}
cksize=popsize;
}
//部分個體初始化
void partinitial()
{
int i,j;
double p;
int RL=4;
for (i=0;i<popsize-1;i++)
{
for(j=0;j<RL;j++)
{
p=rand()%chromlength;
population[generation-1][i].chrom[j]=(rand()%10<5)?'0':'1';
}
population[generation][i]=population[generation-1][i];
}
population[generation][popsize-1]=population[generation-1][popsize-1];
cksize=popsize;
}
//評價個體,求最佳個體
void evaluatepopulation()
{
calculateobjectvalue(); //計算目標值
calculatefitnessvalue(); //計算適應度
findbestandworstindividual(); //找到最好和最差個體
}
//給染色體解碼
long decodechromosome(char *string ,int point,int length)
{
int i;
long decimal=0;
char *pointer;
for(i=0,pointer=string+point;i<length;i++,pointer++)
if(*pointer-'0')
{
decimal+=(long)pow(2,i);
}
return (decimal);
}
//計算函數值
void calculateobjectvalue()
{
int i;
long temp1,temp2;
double x,y,tt;
for (i=0; i<cksize; i++)
{
temp1=decodechromosome(population[generation][i].chrom,0,length1);
temp2=decodechromosome(population[generation][i].chrom,length1,length2);
x=20.0*temp1/1023.0-10.0;
y=20.0*temp2/1023.0-10.0;
tt=pow(x,2)+pow(y,2);
population[generation][i].value=0.5-(pow(sin(sqrt(tt)),2)-0.5)/pow((1+0.001*pow(tt,2)),2);
}
}
//計算適應度
void calculatefitnessvalue()
{
int i;
double temp;
for(i=0;i<cksize;i++)
{
if((C-population[generation][i].value)>0.0)
{
temp=1/(1+C-population[generation][i].value);
}
else
{
temp=0.0;
}
population[generation][i].fitness=temp;
}
}
//求最佳個體和最差個體
void findbestandworstindividual( )
{
int i;
bestindividual=population[generation][0];
worstindividual=population[generation][0];
for (i=1;i<cksize; i++)
{
if (population[generation][i].fitness>bestindividual.fitness)
{
bestindividual=population[generation][i];
best_index=i;
}
else if (population[generation][i].fitness<worstindividual.fitness)
{
worstindividual=population[generation][i];
worst_index=i;
}
}
if (generation==0)
{
currentbest=bestindividual;
}
else
{
if(bestindividual.fitness>=currentbest.fitness)
{
currentbest=bestindividual;
}
}
}
//演示評價結果
void performevolution()
{
if (bestindividual.fitness>currentbest.fitness)
{
currentbest=population[generation][best_index];
}
else
{
population[generation][worst_index]=currentbest;
}
}
//數據輸入
void input()
{
printf("初始化全局變量:\n");
printf(" 種群大小(50-500):"); /**/
scanf("%d", &popsize);
if((popsize%2) != 0)
{
printf( " 種群大小已設置為偶數\n");
popsize++;
}
printf(" 最大世代數(100-300):");
scanf("%d", &maxgeneration);
}
//數據輸出
void output()
{
int i;
double sum;
double average;
sum=0.0;
for(i=0;i<popsize;i++)
{
sum+=population[generation][i].value;
}
average=sum/popsize;
printf("當前世代=%d\n當前世代平均函數值=%f\n當前世代最高函數值=%f\n",generation,average,currentbest.value);
}
void main()
{
int i;
printf("本程序為求shaffer's F6函數的最大值\n");
printf("其中-10.0<x,y<10.0\n"); /**/
input();
generation=0;
generateinitialpopulation();
evaluatepopulation();
while(generation<maxgeneration)
{
generation++;
copy();
crossover();
evaluatepopulation();
for(i=0;i<cksize;i++)
{
copyone[generation][i]=population[generation][i];
}
select();
performevolution();
output();
if(population[generation]==population[generation-1])
{
d==d-1;
if(d<0)
{
partinitial();
d==(R*(1-R)*L);
}
}
else
{
generateinitialpopulation();
evaluatepopulation();
}
}
printf("\n");
printf("統計結果:\n");
printf("最大函數值等于:%f\n",currentbest.value);
}
?? 快捷鍵說明
復制代碼
Ctrl + C
搜索代碼
Ctrl + F
全屏模式
F11
切換主題
Ctrl + Shift + D
顯示快捷鍵
?
增大字號
Ctrl + =
減小字號
Ctrl + -