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function error = fun(x,inputnum,hiddennum,outputnum,net,inputn,outputn)
%¸Ãº¯ÊýÓÃÀ´¼ÆËãÊÊÓ¦¶ÈÖµ
%x          input     ¸öÌå
%inputnum   input     ÊäÈë²ã½ÚµãÊý
%outputnum  input     Òþº¬²ã½ÚµãÊý
%net        input     ÍøÂç
%inputn     input     ÑµÁ·ÊäÈëÊý¾Ý
%outputn    input     ÑµÁ·Êä³öÊý¾Ý

%error      output    ¸öÌåÊÊÓ¦¶ÈÖµ

%ÌáÈ¡
w1=x(1:inputnum*hiddennum);
B1=x(inputnum*hiddennum+1:inputnum*hiddennum+hiddennum);
w2=x(inputnum*hiddennum+hiddennum+1:inputnum*hiddennum+hiddennum+hiddennum*outputnum);
B2=x(inputnum*hiddennum+hiddennum+hiddennum*outputnum+1:inputnum*hiddennum+hiddennum+hiddennum*outputnum+outputnum);


%ÍøÂç½ø»¯²ÎÊý
net.trainParam.epochs=20;
net.trainParam.lr=0.1;
net.trainParam.goal=0.00001;
net.trainParam.show=100;
net.trainParam.showWindow=0;

%ÍøÂçȨֵ¸³Öµ
net.iw{1,1}=reshape(w1,hiddennum,inputnum);
net.lw{2,1}=reshape(w2,outputnum,hiddennum);
net.b{1}=reshape(B1,hiddennum,1);
net.b{2}=reshape(B2,outputnum,1);
%ÍøÂçѵÁ·
net=train(net,inputn,outputn);

an=sim(net,inputn);

error=sum(abs(an-outputn));


Ö÷º¯Êý %½Úµã¸öÊý
inputnum=20;
hiddennum=60;
outputnum=5;
%¹¹½¨ÍøÂç
net=newff(inputn,outputn,hiddennum);
% ²ÎÊý³õʼ»¯
%Á£×ÓȺËã·¨ÖеÄÁ½¸ö²ÎÊý
c1 = 1.49445;
c2 = 1.49445;

maxgen=100;   % ½ø»¯´ÎÊý  
sizepop=30;   %ÖÖȺ¹æÄ£

Vmax=1;
Vmin=-1;
popmax=5;
popmin=-5;

for i=1:sizepop
    pop(i,=5*rands(1,1565);
    V(i,=rands(1,21);
    fitness(i)=fun(pop(i,,inputnum,hiddennum,outputnum,net,inputn,outputn);
end

% ¸öÌ弫ֵºÍȺÌ弫ֵ
[bestfitness bestindex]=min(fitness);
zbest=pop(bestindex,;   %È«¾Ö×î¼Ñ
gbest=pop;    %¸öÌå×î¼Ñ
fitnessgbest=fitness;   %¸öÌå×î¼ÑÊÊÓ¦¶ÈÖµ
fitnesszbest=bestfitness;   %È«¾Ö×î¼ÑÊÊÓ¦¶ÈÖµ

%% µü´úѰÓÅ
for i=1:maxgen
    i;

    for j=1:sizepop

        %ËٶȸüÐÂ
        V(j, = V(j, + c1*rand*(gbest(j, - pop(j,) + c2*rand*(zbest - pop(j,);
        V(j,find(V(j,>Vmax))=Vmax;
        V(j,find(V(j,<Vmin))=Vmin;

        %ÖÖȺ¸üÐÂ
        pop(j,=pop(j,+0.2*V(j,;
        pop(j,find(pop(j,>popmax))=popmax;
        pop(j,find(pop(j,<popmin))=popmin;

        %×ÔÊÊÓ¦±äÒì
        pos=unidrnd(21);
        if rand>0.95
            pop(j,pos)=5*rands(1,1);
        end

        %ÊÊÓ¦¶ÈÖµ
        fitness(j)=fun(pop(j,,inputnum,hiddennum,outputnum,net,inputn,outputn);
    end

    for j=1:sizepop
    %¸öÌå×îÓŸüÐÂ
    if fitness(j) < fitnessgbest(j)
        gbest(j, = pop(j,;
        fitnessgbest(j) = fitness(j);
    end

    %ȺÌå×îÓŸüÐÂ
    if fitness(j) < fitnesszbest
        zbest = pop(j,;
        fitnesszbest = fitness(j);
    end

    end

    yy(i)=fitnesszbest;   

end

%% ½á¹û·ÖÎö
plot(yy)
title(['ÊÊÓ¦¶ÈÇúÏß  ' 'ÖÕÖ¹´úÊý£½' num2str(maxgen)]);
xlabel('½ø»¯´úÊý');ylabel('ÊÊÓ¦¶È');

x=zbest;
%% °Ñ×îÓųõʼ·§ÖµÈ¨Öµ¸³ÓèÍøÂçÔ¤²â
% %ÓÃÒÅ´«Ëã·¨ÓÅ»¯µÄBPÍøÂç½øÐÐÖµÔ¤²â
w1=x(1:inputnum*hiddennum);
B1=x(inputnum*hiddennum+1:inputnum*hiddennum+hiddennum);
w2=x(inputnum*hiddennum+hiddennum+1:inputnum*hiddennum+hiddennum+hiddennum*outputnum);
B2=x(inputnum*hiddennum+hiddennum+hiddennum*outputnum+1:inputnum*hiddennum+hiddennum+hiddennum*outputnum+outputnum);

net.iw{1,1}=reshape(w1,hiddennum,inputnum);
net.lw{2,1}=reshape(w2,outputnum,hiddennum);
net.b{1}=reshape(B1,hiddennum,1);
net.b{2}=B2;


net.trainParam.epochs=100;
net.trainParam.lr=0.1;
net.trainParam.goal=0.00001;
²»ÖªµÀÊÊÓ¦¶ÈÖµº¯ÊýÔõôÐÞ¸ÄÀÏÊdzöÏÖÎÊÌâ
Error using fun (line 13)
Not enough input arguments.
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