%例6.5,fmap1.m
%
clear
pi=3.1416;
x=0:0.5*pi/99:0.5*pi;     
P=[sin(x);cos(x)];                      %畫圓
plot(P(1,:),P(2,:),'b.');               %畫輸入點(diǎn)圖
axis('equal')
[R,Q]=size(P);
S=20;
W0=rands(S,R)*0.1;                      %隨機(jī)產(chǎn)生權(quán)值
hold on
plotsom(W0')                            %畫權(quán)值點(diǎn)及其與相鄰權(quán)值點(diǎn)的連線 
hold off
disp('按任一鍵繼續(xù)')
pause

net=newsom(minmax(P),S);                %創(chuàng)建科荷倫網(wǎng)絡(luò)     
net.trainParam.epochs=200;              %最大訓(xùn)練次數(shù)
net.trainParam.show = 20;                  
net = train(net,P);                     %訓(xùn)練網(wǎng)絡(luò)
figure(2)
plot(P(1,:),P(2,:),'.g','markersize',20)       %畫輸入點(diǎn)
hold on
plotsom(net.iw{1,1},net.layers{1}.distances)
                                         %作訓(xùn)練后的權(quán)值點(diǎn)及其與相鄰權(quán)值點(diǎn)的連線 
hold off