有效集 matlab代码

时间:2023-03-09 02:46:11
有效集 matlab代码
%有效集
function activeset
H=[2 -1; -1 4];
c=[-1 -10]';
Ae=[ ]; be=[ ];
Ai=[-3 -2; 1 0; 0 1];
bi=[-6 0 0]';
x0=[0 0]';
[x,lambda,exitflag,output]=qpact(H,c,Ae,be,Ai,bi,x0) function [x,lamk,exitflag,output]=qpact(H,c,Ae,be,Ai,bi,x0) % 初始化
epsilon=1.0e-9; err=1.0e-6;
k=0; x=x0;
n=length(x); kmax=1.0e3;
ne=length(be); ni=length(bi);
lamk=zeros(ne+ni,1);
index=ones(ni,1);
for i=1:ni
if (Ai(i,:)*x>bi(i)+epsilon)
index(i)=0;
end
end
while (k<=kmax)
%求解子问题
Aee=[]; if(ne>0), Aee=Ae; end
for j=1:ni
if(index(j)>0), Aee=[Aee; Ai(j,:)]; end
end
gk=H*x+c;
[m1,n1] = size(Aee);
[dk,lamk]=qsubp(H,gk,Aee,zeros(m1,1));
if(norm(dk)<=err)
y=0.0;
if(length(lamk)>ne)
[y,jk]=min(lamk(ne+1:length(lamk))); end
if(y>=0)
exitflag=0;
else
exitflag=1;
for i=1:ni
if(index(i)&&(ne+sum(index(1:i)))==jk)
index(i)=0;
break;
end
end
end
k=k+1;
else
exitflag=1;
%求步长
alpha=1.0; tm=1.0;
for i=1:ni
if((index(i)==0)&&(Ai(i,:)*dk<0))
tm1=(bi(i)-Ai(i,:)*x)/(Ai(i,:)*dk);
if(tm1<tm)
tm=tm1; ti=i;
end
end
end
alpha=min(alpha,tm);
x=x+alpha*dk;
%修正有效集
if(tm<1), index(ti)=1;
end
end
if(exitflag==0), break; end
k=k+1;
end
output.fval=0.5*x'*H*x+c'*x;
output.iter=k; % 求解子问题
function [x,lambda]=qsubp(H,c,Ae,be)
ginvH=pinv(H);
[m,n]=size(Ae);
if(m>0)
rb=Ae*ginvH*c + be;
lambda=pinv(Ae*ginvH*Ae')*rb;
x=ginvH*(Ae'*lambda-c);
else
x=-ginvH*c;
lambda=0;
end

  

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