function?err=Bpfun（xPThiddennumP_testT_test）
%%?訓(xùn)練&測試BP網(wǎng)絡(luò)
%%?輸入
%?x：一個個體的初始權(quán)值和閾值
%?P：訓(xùn)練樣本輸入
%?T：訓(xùn)練樣本輸出
%?hiddennum：隱含層神經(jīng)元數(shù)
%?P_test:測試樣本輸入
%?T_test:測試樣本期望輸出
%%?輸出
%?err：預(yù)測樣本的預(yù)測誤差的范數(shù)

inputnum=size（P1）;???????%?輸入層神經(jīng)元個數(shù)
outputnum=size（T1）;??????%?輸出層神經(jīng)元個數(shù)
%%?新建BP網(wǎng)絡(luò)
net=newff（minmax（P）[hiddennumoutputnum]{‘tansig‘‘logsig‘}‘trainlm‘）;
%%?設(shè)置網(wǎng)絡(luò)參數(shù)：訓(xùn)練次數(shù)為1000，訓(xùn)練目標為0.01，學(xué)習(xí)速率為0.1
net.trainParam.epochs=1000;
net.trainParam.goal=0.01;
net.trainParam.lr?=?0.1;
net.trainParam.show=NaN;
%?net.trainParam.showwindow=false;??%高版MATLAB使用?不顯示圖形框
%%?BP神經(jīng)網(wǎng)絡(luò)初始權(quán)值和閾值
w1num=inputnum*hiddennum;?%?輸入層到隱層的權(quán)值個數(shù)
w2num=outputnum*hiddennum;%?隱含層到輸出層的權(quán)值個數(shù)
w1=x（1:w1num）;???%初始輸入層到隱含層的權(quán)值
B1=x（w1num+1:w1num+hiddennum）;??%隱層神經(jīng)元閾值
w2=x（w1num+hiddennum+1:w1num+hiddennum+w2num）;?%初始隱層到輸出層的權(quán)值
B2=x（w1num+hiddennum+w2num+1:w1num+hiddennum+w2num+outputnum）;?%輸出層閾值
net.iw{11}=reshape（w1hiddennuminputnum）;
net.lw{21}=reshape（w2outputnumhiddennum）;
net.b{1}=reshape（B1hiddennum1）;
net.b{2}=reshape（B2outputnum1）;
%%?訓(xùn)練網(wǎng)絡(luò)
net=train（netPT）;
%%?測試網(wǎng)絡(luò)
Y=sim（netP_test）;
err=norm（Y-T_test）;

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-01-02?21:38??chapter3\
?????目錄???????????0??2018-01-02?21:38??chapter3\R2009a\
?????文件????????1317??2015-06-30?11:33??chapter3\R2009a\Bpfun.m
?????文件????????2280??2015-06-29?15:38??chapter3\R2009a\GABPMain.m
?????文件?????????404??2010-11-14?00:49??chapter3\R2009a\Objfun.m
?????文件????????1792??2015-06-30?11:34??chapter3\R2009a\callbackfun.m
?????文件????????1605??2015-06-14?11:09??chapter3\R2009a\data.mat
?????目錄???????????0??2018-01-02?21:38??chapter3\R2014a\
?????文件????????1342??2015-06-30?11:34??chapter3\R2014a\Bpfun.m
?????文件????????2280??2015-06-29?15:38??chapter3\R2014a\GABPMain.m
?????文件?????????404??2010-11-14?00:49??chapter3\R2014a\Objfun.m
?????文件????????1815??2015-06-30?11:34??chapter3\R2014a\callbackfun.m
?????文件????????1605??2015-06-14?11:09??chapter3\R2014a\data.mat