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% Weights and values declaration w10 = [2, 4, 6, 7, 3, 1, 2, 4, 3, 2, 6, 4, 2, 3, 1, 2, 3, 3, 5, 1]; v10 = [3, 6, 5, 9, 11, 2, 4, 7, 5, 6, 1, 3, 2, 6, 4, 5, 2, 3, 3, 4]; w15 = [2, 4, 3, 5, 1, 2, 3, 6, 5, 4, 2, 7, 5, 3, 1]; v15 = [2, 6, 5, 7, 9, 2, 3, 1, 5, 4, 4, 2, 8, 1, 10]; w20 = [2, 4, 6, 7, 3, 1, 2, 4, 3, 2, 6, 4, 2, 3, 1, 2, 3, 3, 5, 1]; v20 = [3, 6, 5, 9, 11, 2, 4, 7, 5, 6, 1, 3, 2, 6, 4, 5, 2, 3, 3, 4]; weights = w10 %[2,3,1,2]; values = v10 %[5,7,2,4]; %capacity of knapsack, population and num of generations definition maxCapacity=20; population= 55; amountOfGenerations= 50; %initial parents and offsprings declaration BinaryParents=[]; BestParent=[]; BinaryOffsprings=[]; % PARENTS(WEIGTHS , VALUES) Parents=zeros(population,2); %random generation of 1st parents BinaryParents=rand(population,size(weights,2)); BinaryParents=round(BinaryParents); for generation = 1 : amountOfGenerations Parents=zeros(population,2); %calculations parents weights and values for i = 1 : size(BinaryParents,1) for j = 1 : size(BinaryParents,2) Parents(i,1)=Parents(i,1) + BinaryParents(i,j)*weights(j); Parents(i,2)=Parents(i,2) + BinaryParents(i,j)*values(j); end if Parents(i,1) > maxCapacity Parents(i,2)=0; end end temp_parents_4_crossover=[]; [BestParent, BestParent_index] = max(Parents(:,2)); BinaryOffsprings = []; %creating a matrix of temp parents (without the best one) for crossover for index = 1 : size(BinaryParents,1) if index ~= BestParent_index temp_parents_4_crossover=[temp_parents_4_crossover; BinaryParents(index,:)]; end end %crossover for offspring_index=1: 2 : size(temp_parents_4_crossover,1) for i = 1 : size(temp_parents_4_crossover, 2) if i <= size(temp_parents_4_crossover,2)/2 BinaryOffsprings(offspring_index ,i) = temp_parents_4_crossover(offspring_index,i); BinaryOffsprings(offspring_index+1 ,i) = temp_parents_4_crossover(offspring_index+1,i); else BinaryOffsprings(offspring_index ,i) = temp_parents_4_crossover(offspring_index+1,i); BinaryOffsprings(offspring_index+1 ,i) = temp_parents_4_crossover(offspring_index,i); end end %Offsprings_binary(offspring_index,:)= [Offsprings_binary(offspring_index),temp_parents_4_crossover(offspring_index,(1:half))]; end BinaryOffsprings=[BinaryOffsprings;BinaryParents(BestParent_index,:)]; BinaryParents=BinaryOffsprings; end [BestParent, BestParent_index] = max(Parents(:,2)); BestParent BinaryParents(BestParent_index,:) Parents
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