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%% 清空环境变量
: r5 L% s* z/ O2 dclear all
+ N/ o4 t+ n0 g9 O0 S! h' w/ \' `$ S- Bclc
) C' E0 ` F, u%% 训练数据
' r" a) u5 ^* ~* b" W2 BP = [0 1 2 3 4 5 6 7 8 9 10];
3 W0 D* x5 K: d6 MT = [0 1 2 3 4 3 2 1 2 3 4];
0 ]& D4 \& ]3 C: K- g%% 创建网络
u4 X" e" Q0 y; s2 u$ L' z' R4 wnet = newff(minmax(P),[5 1],{'tansig','purelin'},'trainlm');
& ~* V# s7 Y( \: u7 [% 设置训练参数
0 Q5 ~9 t4 O0 N7 c( `: W' E2 A$ a h: pnet.trainParam.epochs = 500;# P) S- A5 f0 ^0 }
net.trainParam.show=10;
# D6 Y' n$ g7 E0 w8 ~net.trainParam.goal=1e-2;3 Y. e# q8 L; G2 k, E0 q% V$ n
net.trainParam.lr=0.1;) @) k; M! k7 G
%% 训练网络% V* ^- V* a' A+ h" Y
net = train(net,P,T);
: E% O8 l6 _, A%% 记录权值和阈值, x' _) }! ]5 i- m- s
w1=net.iw{1};
5 b( T9 ^+ D) F/ [2 r/ i6 U3 Aw2=net.lw{2};
% D/ x2 r" ?5 \2 a0 a) A; jb1=net.b{1};
6 t: y. _$ q! x, J1 @. N0 }b2=net.b{2};- o2 ]( C+ C/ A9 g* [7 h+ h
%% 仿真测试7 M( l: O( x( U; h
Y1= sim(net,P)
# u0 S* F: ?7 V% \%% 手动计算一
5 F& n5 c& a1 z8 ma=tansig(w1*P,b1);$ [: F+ W+ o& B8 x* T
Y2=purelin(w2*a,b2)
, Q. O- a# ~6 f: Q; \+ X%% 手动计算二/ W/ X0 u" G; e, w' ?: p
b=tansig(w1*P+repmat(b1,1,size(P,2)));6 b$ K9 {* O- G; o
Y3=purelin(w2*b+repmat(b2,1,size(P,2)))
/ O5 V( M" y( V8 G, f* j; o%% 判断是否相等
3 U( P0 J$ W7 r( ~+ k8 G, Iflag=isequal(Y1,Y2) && isequal(Y1,Y3) |
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