?? yichuansuanfa.cpp
字號(hào):
// YIchuansuanfa.cpp: implementation of the YIchuansuanfa class.
//
//////////////////////////////////////////////////////////////////////
#include "stdafx.h"
#include "YIchuansuanfa.h"
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define POPSIZE 500 //人群總數(shù)
#define MAXIMIZATION 1
#define MINIMIZATION 2
#define Cmax 100
#define Cmin 0
#define LENGTH1 10//第一代變量的染色體長度
#define LENGTH2 10//第二代變量的染色體長度
#ifdef _DEBUG
#undef THIS_FILE
static char THIS_FILE[]=__FILE__;
#define new DEBUG_NEW
#endif
//////////////////////////////////////////////////////////////////////
// Construction/Destruction
//////////////////////////////////////////////////////////////////////
YIchuansuanfa::YIchuansuanfa()
{
FunctionMode=MAXIMIZATION;
PopSize=80;
Pc=0.6;//交叉概率0.6
Pm=0.05;//變異概率0.01
index=1;
}
YIchuansuanfa::~YIchuansuanfa()
{
}
void YIchuansuanfa:: main()
{
if (centernum!=0)
{
generation=0;
GenerationInitialPopulation();
EvaluatePopulation();
while (generation<MaxGeneration)
{
generation++;
GenerateNextPopulation();
EvaluatePopulation();
PerformEvolution();
}
for (int i=0;i<patternnum;i++)
{
m_pattern[i].category=currentbest.chrom[i];
}
CString s;
s.Format("最優(yōu)解出現(xiàn)在第%d代",index);
AfxMessageBox(s);
}
else
{
AfxMessageBox("類中心數(shù)目不能為0！");
return;
}
}
void YIchuansuanfa::GenerationInitialPopulation()
{
int i,j;
CHROMLENGTH=patternnum;
for(i=0;i<PopSize;i++)
{
for(j=0;j<CHROMLENGTH;j++)//初始化染色體
{
population[i].chrom[j]=rand()%centernum+1;
}
population[i].chrom[CHROMLENGTH]='\0';
}
}
void YIchuansuanfa::GenerateNextPopulation()
{
SelectionOperator();
CrossoverOperator();
MutationOperator();
}
void YIchuansuanfa::EvaluatePopulation()
{
CalculateObjectValue();
CalculateFitnessValue();
}
/* long YIchuansuanfa::DecodeChromosome(char *string,int point,int length)
{
int i;
long decimal=0L;
char *pointer;
for(i=0,pointer=string+point;i<length;i++,pointer++)
{
decimal+=(*pointer-'0')<<(length-1-i);
}
return (decimal);
}*/
void YIchuansuanfa::CalculateObjectValue()
{
if (m_center!=NULL)
delete []m_center;
m_center=new Center[patternnum];
for (int t=0;t<centernum;t++)
{
m_center[t].index=t+1;
m_center[t].patternnum=0;
for (int m=0;m<N*N;m++)
m_center[t].feature[m]=0.0;
}
double sumdistance;
for(int i=0;i<PopSize;i++)//計(jì)算population[i]的value
{
for (int t=0;t<centernum;t++)
{
m_center[t].patternnum=0;
for (int m=0;m<N*N;m++)
m_center[t].feature[m]=0.0;
}
for (int j=0;j<centernum;j++)//算中心
{
for(int k=0;k<patternnum;k++)
{
if (population[i].chrom[k]==j+1)
{
m_center[j].patternnum++;
for(int n=0;n<N*N;n++ )
m_center[j].feature[n]+=m_pattern[k].feature[n];
}
}
if (m_center[j].patternnum!=0)
{
for(int n=0;n<N*N;n++ )
m_center[j].feature[n]/=(double)m_center[j].patternnum;
}
}
sumdistance=0.0; //cal value
for ( j=0;j<centernum;j++)
{
for(int k=0;k<patternnum;k++)
{
if (population[i].chrom[k]==j+1)
{
sumdistance+=GetDistance(m_pattern[k],m_center[j],1);
}
}
}
population[i].value=sumdistance ;
}
}
void YIchuansuanfa::CalculateFitnessValue()
{
//按照value排序由小到大
int i,j;
for(i=0;i<PopSize;i++)
{
population[i].index=-1;
}
for (i=1;i<=PopSize;i++)
{
int index=0;
for (j=0;j<PopSize;j++)
{
if (population[j].index==-1)
{
index=j;
break;
}
}
for(j=0;j<PopSize;j++)
{
if(population[j].index==-1 && population[j].value<population[index].value)
index=j;
}
population[index].index=i;
}
//計(jì)算適應(yīng)度
for(i=0;i<PopSize;i++)
{
double a=0.6;
population[i].fitness=a*pow((1-a),population[i].index-1);
}
}
void YIchuansuanfa::FindBestAndWorstIndividual()
{
int i;
bestindividual=population[0];
worstindividual=population[0];
for(i=1;i<PopSize;i++)
{
if(population[i].value<bestindividual.value)
{
bestindividual=population[i];
best_index=i;
}else if(population[i].value>worstindividual.value)
{
worstindividual=population[i];
worst_index=i;
}
}
if(generation==0)
{
currentbest=bestindividual;
}
else
{
if(bestindividual.value<currentbest.value)
{
currentbest=bestindividual;
index=generation;
}
}
}
void YIchuansuanfa::PerformEvolution()
{
if(bestindividual.value<currentbest.value)
{
currentbest=population[best_index];
}else
{
population[worst_index]=currentbest;
}
}
void YIchuansuanfa::SelectionOperator()
{
int i,index;
double p,sum=0.0;
double cfitness[POPSIZE];
struct individual newpopulation[POPSIZE];
for(i=0;i<PopSize;i++)
{
sum+=population[i].fitness;
}
for(i=0;i<PopSize;i++)
{
cfitness[i]=population[i].fitness/sum;
}
for(i=1;i<PopSize;i++)
{
cfitness[i]=cfitness[i-1]+cfitness[i];
}
for(i=0;i<PopSize;i++)
{
p=rand()%1000/1000.0;
index=0;
while(p>cfitness[index])
{
index++;
}
newpopulation[i]=population[index];
}
//選擇下一代群體
for(i=0;i<PopSize;i++)
{
population[i]=newpopulation[i];
}
}
void YIchuansuanfa::CrossoverOperator()
{
int i,j;
int index[POPSIZE];
int point=0,temp;
double p;
int ch;
for(i=0;i<PopSize;i++)
{
index[i]=i;
}
for(i=0;i<PopSize;i++)
{
point=rand()%PopSize-i;
temp=index[i];
index[i]=index[point+i];
index[point+i]=temp;
}
//交叉操作
for(i=0;i<PopSize-1;i+=2)
{
p=rand()%1000/1000.0;
if(p<Pc)
{
point=(rand()%CHROMLENGTH-1)+1;
for(j=point;j<CHROMLENGTH;j++)
{
ch=population[index[i]].chrom[j];
population[index[i]].chrom[j]=population[index[i+1]].chrom[j];
population[index[i+1]].chrom[j]=ch;
}
}
}
}
void YIchuansuanfa::MutationOperator()
{
int i,j;
double p;
//變異
for(i=0;i<PopSize;i++)
{
for(j=0;j<CHROMLENGTH;j++)
{
p=rand()%1000/1000.0;
if(p<Pm)
{
population[i].chrom[j]=rand()%centernum+1;
}
}
}
}
void YIchuansuanfa::OutputTextReport()
{
CString str,s;
s.Format("%f",currentbest.value);
str.Insert(str.GetLength(),"present best value: ");
str.Insert(str.GetLength(),s);
s.Format("第 %d 代",generation);
str.Insert(str.GetLength(),"\n");
str.Insert(str.GetLength(),s);
str.Insert(str.GetLength(),"\n");
for (int i=0;i<CHROMLENGTH;i++)
{
s.Format("%d",currentbest.chrom[i]);
str.Insert(str.GetLength(),s);
}
AfxMessageBox(str);
}
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