MATLAB遺傳算法優化主函數
該程序為標準遺傳算法優化主函數,染色體為整數編碼,供初學者學習。
clear;
clc;
data=xlsread('data.xlsx');
maxgen=400;
sizepop=60;
pcross=0.7;
pmutation=0.2;
lenchrom=5;
bound=[1 2;1 5;1 3;1 3;1 4];
individuals=struct('fitness',zeros(1,sizepop),'chrom',[]);
for i=1:sizepop
individuals.chrom(i,:)=ceil(rand(5,1).*(bound(:,2)-bound(:,1))+bound(:,1));
x=individuals.chrom(i,:);
individuals.fitness(i)=my_func(x,data);
end
[bestfitness,bestindex]=max(individuals.fitness);
bestchrom=individuals.chrom(bestindex,:);
trace=[];
for i=1:maxgen
individuals=Select(individuals,sizepop);
individuals.chrom=Cross(pcross,lenchrom,individuals.chrom,sizepop);
individuals.chrom=Mutation(pmutation,lenchrom,individuals.chrom,sizepop,bound);
for j=1:sizepop
x=individuals.chrom(j,:);
individuals.fitness(j)=my_func(x,data);
end
[newbestfitness,newbestindex]=max(individuals.fitness);
if bestfitness<newbestfitness
bestfitness=newbestfitness;
bestchrom=individuals.chrom(newbestindex,:);
end
trace=[trace; bestfitness];
disp(['**********第',num2str(i),'代尋優**********']);
end
disp(['最優結果:',num2str(bestchrom)]);
disp(['最優適應度:',num2str(bestfitness)]);
figure;
plot(trace);
grid on;
xlabel('迭代次數');
ylabel('適應度');
title('迭代結果');
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