Clustring_With_ICA.rar_ICA_clustering_majormj3_strawcv4

function emp=CreateInitialEmpires() %global Problem Definition Parameters global ProblemSettings; CostFunction=ProblemSettings.CostFunction; VarMin=ProblemSettings.VarMin; VarMax=ProblemSettings.VarMax; VarSize=ProblemSettings.VarSize; %global ICA Settings Parameters global IcaSettings; nPop=IcaSettings.nPop; nEmp=IcaSettings.nEmp; nCol=IcaSettings.nCol; alpha=IcaSettings.alpha; %Create Empty Country emptyCountry.Position=[]; emptyCountry.Cost=[]; emptyCountry.Sol=[]; Country=repmat(emptyCountry,nPop,1); %All Of the Countries %Determine Position and Cost for Countries for i=1:nPop Country(i).Position=unifrnd(VarMin,VarMax,VarSize); [Country(i).Cost,Country(i).Sol]=CostFunction(Country(i).Position); % while(sum(Country(i).Position)==0) % Country(i).Position=unifrnd(VarMin,VarMax,VarSize); % Country(i).Cost=CostFunction(Country(i).Position); % end end %Detemine Impirialists and Colonies [~,so]=sort([Country.Cost]); Country=Country(so); Imp=Country(1:nEmp); Col=Country(nEmp+1:end); %Create Empty Empire emptyEmpire.Imp=[]; emptyEmpire.Col=repmat(emptyCountry,0,1); emptyEmpire.nCol=0; emptyEmpire.TotalCost=0; emp=repmat(emptyEmpire,nEmp,1); %Determine Impirialists and Colonies of each Empire %Impirialists for i=1:nEmp emp(i).Imp=Imp(i); end %Calculate P P=exp(-alpha*[Imp.Cost]/max([Imp.Cost])); P=P/sum(P); %Assign Colonies for j=1:nCol k=RouletteWheelSelection(P); emp(k).Col=[emp(k).Col Col(j)]; emp(k).nCol=emp(k).nCol+1; end end