%??Traning?Feed-forward?Neural?Networks?using?Grey?Wolf?Optimizer???%
%???????????????????????????????????????????????????????????????????%
%??Developed?in?MATLAB?R2011b（7.13）?????????????????????????????????%
%???????????????????????????????????????????????????????????????????%
%??Author?and?programmer:?Seyedali?Mirjalili????????????????????????%
%???????????????????????????????????????????????????????????????????%
%?????????e-Mail:?ali.mirjalili@gmail.com???????????????????????????%
%?????????????????seyedali.mirjalili@griffithuni.edu.au?????????????%
%???????????????????????????????????????????????????????????????????%
%???????Homepage:?http://www.alimirjalili.com???????????????????????%
%???????????????????????????????????????????????????????????????????%
%???Main?paper:?S.?MirjaliliHow?effective?is?the?Grey?Wolf?????????%
%???????????????optimizer?in?training?multi-layer?perceptrons???????%
%??????????????Applied?Intelligece?in?press?2015?????????????????%
%???????????????http://dx.doi.org/10.1007/s10489-014-0645-7?????????%
%???????????????????????????????????????????????????????????????????%

%?This?function?containts?full?information?and?implementations?of?the
%?datasets

%?lb?is?the?lower?bound:?lb=[lb_1lb_2...lb_d]
%?up?is?the?uppper?bound:?ub=[ub_1ub_2...ub_d]
%?dim?is?the?number?of?variables?（dimension?of?the?problem）

function?[lbubdimfobj]?=?Get_Functions_details（F）


switch?F???????
???case?‘F1‘
????????fobj=@MLP_XOR
????????lb=-10;
????????ub=10;
????????dim=36;
????????
????case?‘F2‘
????????fobj?=?@MLP_Baloon;
????????lb=-10;
????????ub=10;
????????dim=55;???
????????
????case?‘F3‘
????????fobj=@MLP_Iris
????????lb=-10;
????????ub=10;
????????dim=75;
????????
????case?‘F4‘
????????fobj=@MLP_Cancer
????????lb=-10;
????????ub=10;
????????dim=209;
????????
?????case?‘F5‘
????????fobj=@MLP_Heart
????????lb=-10;
????????ub=10;
????????dim=1081;???????
????????
?????case?‘F6‘
????????fobj=@MLP_Sigmoid
????????lb=-10;
????????ub=10;
????????dim=46;?
????????
?????case?‘F7‘
????????fobj=@MLP_Cosine
????????lb=-10;
????????ub=10;
????????dim=46;????
????????
?????case?‘F8‘
?????????fobj=@MLP_Sine
?????????lb=-10;
?????????ub=10;
?????????dim=46;
????????
?????case?‘F9‘
?????????fobj=@MLP_Sphere
?????????lb=-10;
?????????ub=10;
?????????dim=61;
?????????
end

end

function?o=MLP_Baloon（solution）

load?baloon.txt
?x=sortrows（baloon2）;
?%I2=x（1:1501:4）;
?I2（:1）=x（1:201）;
?I2（:2）=x（1:202）;
?I2（:3）=x（1:203）;
?I2（:4）=x（1:204）;
?T=x（1:205）;

Hno=9;
dim?=?6*9+1;??????????????????????%?Dimension?of?the?problem

???o??=?0;
????????for?ww=1:45
????????????W（ww）=solution（1ww）;
????????end
????????for?bb=46:55
????????????B（bb-45）=solution（1bb）;
????????end????????
????????fitness=0;
????????for?pp=1:20
????????????actualvalue=my_simulate（491WBI2（pp:））;

????????????????fitness=fitness+（T（pp）-actualvalue）^2;

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件?????????218??2011-06-05?12:52??NNGWO\Baloon.txt
?????文件???????20586??2011-06-06?16:31??NNGWO\Cancer.txt
?????文件???????10212??2015-07-26?01:29??NNGWO\Get_Functions_details.m
?????文件????????4178??2015-07-26?01:29??NNGWO\GWO.m
?????文件??????438013??2015-02-20?21:31??NNGWO\GWOMLP.png
?????文件????????3758??2011-06-04?16:01??NNGWO\Heart.txt
?????文件????????1703??2015-07-26?01:34??NNGWO\initialization.m
?????文件????????2850??2010-10-14?01:44??NNGWO\Iris.txt
?????文件????????1319??2015-07-26?01:34??NNGWO\license.txt
?????文件???????15858??2015-07-26?00:22??NNGWO\main.asv
?????文件???????14453??2015-07-26?01:37??NNGWO\main.m
?????文件????????1192??2015-07-26?01:35??NNGWO\My_sigmoid.m
?????文件????????1555??2015-07-26?01:28??NNGWO\my_simulate.m
?????文件????????1378??2015-07-26?01:34??NNGWO\my_simulate_2_inputs.m