多目标人工蜂群算法MOABC的MATLAB仿真,对比Pareto边界+仿真录像

function [pf, ps] = Pareto(name, no, dim) if nargin<3, dim = 3; end if nargin<2, no = 500; end switch name case 'UF1' pf = zeros(2,no); pf(1,:) = linspace(0,1,no); pf(2,:) = 1-sqrt(pf(1,:)); ps = zeros(dim,no); ps(1,:) = linspace(0,1,no); ps(2:dim,:) = sin(6.0*pi*repmat(ps(1,:),[dim-1,1]) + repmat((2:dim)',[1,no])*pi/dim); case 'UF2' pf = zeros(2,no); pf(1,:) = linspace(0,1,no); pf(2,:) = 1-sqrt(pf(1,:)); ps = zeros(dim,no); ps(1,:) = linspace(0,1,no); X1 = repmat(ps(1,:),[dim,1]); A = 6.0*pi*X1 + pi/dim*repmat((1:dim)',[1,no]); B = 0.3*X1.*(X1.*cos(4.0*A)+2.0).*cos(A); ps(3:2:dim,:) = B(3:2:dim,:); B = 0.3*X1.*(X1.*cos(4.0*A)+2.0).*sin(A); ps(2:2:dim,:) = B(2:2:dim,:); clear A B; case 'UF3' pf = zeros(2,no); pf(1,:) = linspace(0,1,no); pf(2,:) = 1-sqrt(pf(1,:)); ps = zeros(dim,no); ps(1,:) = linspace(0,1,no); ps(2:dim,:) = repmat(ps(1,:),[dim-1,1]).^(0.5+1.5*(repmat((0:1:(dim-2))',[1,no]))/(dim-2.0)); case 'UF4' pf = zeros(2,no); pf(1,:) = linspace(0,1,no); pf(2,:) = 1-pf(1,:).^2; ps = zeros(dim,no); ps(1,:) = linspace(0,1,no); ps(2:dim,:) = sin(6.0*pi*repmat(ps(1,:),[dim-1,1]) + repmat((2:dim)',[1,no])*pi/dim); case 'UF5' no = 21; pf = zeros(2,no); pf(1,:) = (0:1:20)/20.0; pf(2,:) = 1-pf(1,:); ps = zeros(dim,no); ps(1,:) = pf(1,:); ps(2:dim,:) = sin(6.0*pi*repmat(ps(1,:),[dim-1,1])); case 'UF6' num = floor(no/3); pf = zeros(2,no); pf(1,1:num) = 0.0; pf(1,(num+1):(2*num)) = linspace(0.25,0.5,num); pf(1,(2*num+1):no) = linspace(0.75,1.0,no-2*num); pf(2,:) = 1-pf(1,:); ps = zeros(dim,no); ps(1,:) = pf(1,:); ps(2:dim,:) = sin(6.0*pi*repmat(ps(1,:),[dim-1,1]) + repmat((2:dim)',[1,no])*pi/dim); case 'UF7' pf = zeros(2,no); pf(1,:) = linspace(0,1,no); pf(2,:) = 1-pf(1,:); ps = zeros(dim,no); ps(1,:) = linspace(0,1,no); ps(2:dim,:) = sin(6.0*pi*repmat(ps(1,:),[dim-1,1]) + repmat((2:dim)',[1,no])*pi/dim); case {'UF8','UF10'} num = floor(sqrt(no)); no = num*num; [s,t] = meshgrid(linspace(0,1,num),linspace(0,1,num)); ps = zeros(dim,no); ps(1,:) = reshape(s,[1,no]); ps(2,:) = reshape(t,[1,no]); ps(3:dim,:) = 2.0*repmat(ps(2,:),[dim-2,1]).*sin(2.0*pi*repmat(ps(1,:),[dim-2,1]) + repmat((3:dim)',[1,no])*pi/dim); pf = zeros(3,no); pf(1,:) = cos(0.5*pi*ps(1,:)).*cos(0.5*pi*ps(2,:)); pf(2,:) = cos(0.5*pi*ps(1,:)).*sin(0.5*pi*ps(2,:)); pf(3,:) = sin(0.5*pi*ps(1,:)); clear s t; case 'UF9' num = floor(sqrt(no)); no = num*num; noA = floor(num/2); A = zeros(1,num); A(1,1:noA) = linspace(0,0.25,noA); A(1,noA+1:num) = linspace(0.75,1,num-noA); [s,t] = meshgrid(A,linspace(0,1,num)); ps = zeros(dim,no); ps(1,:) = reshape(s,[1,no]); ps(2,:) = reshape(t,[1,no]); ps(3:dim,:) = 2.0*repmat(ps(2,:),[dim-2,1]).*sin(2.0*pi*repmat(ps(1,:),[dim-2,1]) + repmat((3:dim)',[1,no])*pi/dim); pf = zeros(3,no); pf(1,:) = ps(1,:).*ps(2,:); pf(2,:) = (1.0-ps(1,:)).*ps(2,:); pf(3,:) = 1.0-ps(2,:); clear A s t; case 'CF1' no = 21; pf = zeros(2,no); pf(1,:) = (0:1:20)/20.0; pf(2,:) = 1-pf(1,:); ps = []; case 'CF2' no = floor(no/3.0); pf = zeros(2,3*no); pf(1,(no+1):(2*no)) = linspace(0.25^2,0.25,no); pf(1,(2*no+1):(3*no)) = linspace(0.75^2,1.0,no); pf(2,:) = 1-sqrt(pf(1,:)); ps = []; case 'CF3' no = floor(no/3.0); pf = zeros(2,3*no); pf(1,(no+1):(2*no)) = linspace(0.25^0.5,0.5^0.5,no); pf(1,(2*no+1):(3*no)) = linspace(0.75^0.5,1.0^0.5,no); pf(2,:) = 1-pf(1,:).^2; ps = []; case {'CF4','CF5'} no = floor(no/4.0); pf = zeros(2,4*no); pf(1,1:(2*no)) = linspace(0,0.5,2*no); pf(2,1:(2*no)) = 1-pf(1,1:(2*no)); pf(1,(2*no+1):(3*no)) = linspace(0.5,0.75,no); pf(2,(2*no+1):(3*no)) = -0.5*pf(1,(2*no+1):(3*no))+0.75; pf(1,(3*no+1):(4*no)) = linspace(0.75,1.0,no); pf(2,(3*no+1):(4*no)) = 1.125-pf(1,(3*no+1):(4*no)); ps = []; case {'CF6','CF7'} no = floor(no/4.0); pf = zeros(2,4*no); pf(1,1:(2*no)) = linspace(0,0.5,2*no); pf(2,1:(2*no)) = (1.0-pf(1,1:(2*no))).^2; pf(1,(2*no+1):(3*no)) = linspace(0.5,0.75,no); pf(2,(2*no+1):(3*no)) = 0.5*(1.0-pf(1,(2*no+1):(3*no))); pf(1,(3*no+1):(4*no)) = linspace(0.75,1.0,no); pf(2,(3*no+1):(4*no)) = 0.25*sqrt(1.0-pf(1,(3*no+1):(4*no))); ps = []; case 'CF8' no = floor(no/5.0); pf = zeros(3,5*no); for k = 0:1:4 s = k*no+1; e = k*no+no; pf(3,s:e) = linspace(0,1,no); pf(1,s:e) = sqrt(k/4.0*(1.0-pf(3,s:e).^2)); pf(2,s:e) = sqrt(1-pf(1,s:e).^2-pf(3,s:e).^2); end ps = []; case {'CF9','CF10'} no1 = floor(sqrt(no/12)); no = 4*no1*no1; pf = zeros(3,3*no); s = 1; e = no; pf(1,s:e) = 0; pf(2,s:e) = linspace(0,1,no); pf(3,s:e) = sqrt(1-pf(2,s:e).^2); for k = 1:1:2 s = k*no+1; e = k*no+no; A = repmat(linspace(0,1,4*no1),[no1,1]); B = repmat((linspace(2*k-1, 2*k, no1)/4.0)',[1,4*no1]); B = sqrt(B.*repmat(1-linspace(0,1,4*no1).^2,[no1,1])); pf(3,s:e) = reshape(A,1,no); pf(1,s:e) = reshape(B,1,no); pf(2,s:e) = sqrt((1-pf(1,s:e).^2-pf(3,s:e).^2)); end ps = []; end end