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constrained_tournament_selection2.m
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% Copyright [2018] [Proteek Chandan Roy]
%
% Licensed under the Apache License, Version 2.0 (the "License");
% you may not use this file except in compliance with the License.
% You may obtain a copy of the License at
%
% http://www.apache.org/licenses/LICENSE-2.0
%
% Unless required by applicable law or agreed to in writing, software
% distributed under the License is distributed on an "AS IS" BASIS,
% WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
% See the License for the specific language governing permissions and
% limitations under the License.
%
% Proteek Chandan Roy, 2018
% Contact: [email protected], [email protected]
function selected_pop = constrained_tournament_selection2(opt, pop, popObj, popCV)
N = opt.nsga2.N;% pop size
%----TOURNAMENT CANDIDATES-------------------------------------------------
tour1 = randperm(N);
tour2 = randperm(N);
%----START TOURNAMENT SELECTION--------------------------------------------
selected_pop = zeros(N, opt.V); % Only the design variables of the selected members
for i = 1:N
p1 = tour1(i);
p2 = tour2(i);
if (popCV(p1)<=0 && popCV(p2)<=0)%both are feasible
obj1 = popObj(p1,:);
obj2 = popObj(p2,:);
d = lex_dominate(obj1, obj2);
if d == 1 %p1 dominates p2
selected_pop(i, :) = pop(p1,1:opt.V);
elseif d == 3 % p2 dominates p1
selected_pop(i, :) = pop(p2,1:opt.V);
else % d == 2
% check crowding distance
if(opt.nsga2.CD(p1)>opt.nsga2.CD(p2))
selected_pop(i, :) = pop(p1,1:opt.V);
elseif (opt.nsga2.CD(p1)<opt.nsga2.CD(p2))
selected_pop(i, :) = pop(p2,1:opt.V);
else %randomly pick any solution
if(rand <= 0.5)
pick = p1;
else
pick = p2;
end
selected_pop(i, :) = pop(pick,1:opt.V);
end
end
else
if(popCV(p1) < popCV(p2)) %p1 less constraint violation
selected_pop(i, :) = pop(p1,1:opt.V);
else
if (popCV(p2) < popCV(p1))
selected_pop(i, :) = pop(p2,1:opt.V); %p2 has less constraint violation
else %randomly pick any solution
if(rand <= 0.5)
pick = p1;
else
pick = p2;
end
selected_pop(i, :) = pop(pick,1:opt.V);%initially p1 was randomly choosen
end
end
end
end
end