ga.rar_GA_binary genetic_ga binary_genetic binary

fandoghi_fill=fandoghi_fill(1:2500,1:51); fandoghi=fandoghi_fill; ahmad=ahmad_fill; data_train=[fandoghi(1:158,1:40),ahmad(1:158,1:40)]; data_test=[fandoghi(1:158,41:51),ahmad(1:158,41:51)]; % maximum=max(data_train); % minimum=min(data_train); data_train_1=data_train(1,:); %%%%%%%%%%zero_crossing % information=data_train; % [count_zero_crossing,count_zero]=zero_crossing(information); y=fft(data_train); mag=abs(y); magn=mag(1:80,:); [magni,fstdm]=mapstd(magn); magni=removeconstantrows(magni); [magnitude,fpcam]=processpca(magni,0.01); ph=angle(y); pha=ph(1:80,:); [phas,fstdph]=mapstd(pha); [phase,fpcaph]=processpca(phas,0.01); inputnetwork=[data_train_1;magnitude;phase]; range=minmax(inputnetwork); net=newff(range,[30 15 2]); net.trainParam.epochs =100; net=train(net,inputnetwork,targettrain); output=sim(net,inputnetwork); output_digital=hardlim(output-0.9999); data_test_1=data_test(1,:); x=fft(data_test); amp=abs(x); ampl=amp(1:80,:); ampli=mapstd('apply',ampl,fstdm); amplitude=processpca('apply',ampli,fpcam); dar=angle(x); dara=dar(1:80,:); daraj=mapstd('apply',dara,fstdph); daraje=processpca('apply',daraj,fpcaph); testnetwork=[data_test_1;amplitude;daraje]; outputtest=sim(net,testnetwork); outputtest_digital=hardlim(outputtest-0.9999);