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%% 清空环境变量
4 K5 b& I- L6 W+ k# c1 H n8 xclear all3 s5 a# l L3 m9 g+ |; t
clc" e5 s- F6 Y- A$ B' y9 n% L
%% 训练数据4 L0 O5 n5 @! q+ l7 s+ X* c
P = [0 1 2 3 4 5 6 7 8 9 10];: C3 ]5 y0 i+ v( f% }+ Y& q
T = [0 1 2 3 4 3 2 1 2 3 4];
u* ]; p7 `8 f%% 创建网络
; A+ j$ \! s4 y# V8 Vnet = newff(minmax(P),[5 1],{'tansig','purelin'},'trainlm');) p( S9 }) I, ]; U3 ]5 \8 k
% 设置训练参数
" f8 w8 \$ a0 znet.trainParam.epochs = 500;. L+ W' }5 X# v4 a. E2 j' i
net.trainParam.show=10;
' I: q" N: k8 V& _4 B' o v( ]( J& Hnet.trainParam.goal=1e-2;6 G0 ~- R- \& h( u
net.trainParam.lr=0.1;1 b! _$ N. Z- C. a/ k9 c: H7 F3 [
%% 训练网络3 ]8 ] @, h# W' D" D) S
net = train(net,P,T);! ^0 M/ V. I4 o+ t
%% 记录权值和阈值7 y5 E0 o) O% V( P# I; Q7 _$ x
w1=net.iw{1};' i! t0 T |) Z0 f
w2=net.lw{2};
( k3 ]- ]1 z; A' ?b1=net.b{1};% G" a, @0 E6 Y5 }" P$ B
b2=net.b{2};
0 g! W/ d& C% t5 a$ x%% 仿真测试
4 r; k( E) n$ E- N9 N3 BY1= sim(net,P)
# D" d* F5 @/ {2 w. ~; j%% 手动计算一5 Y w2 W) d; K7 H- e7 u* j' R$ d9 h
a=tansig(w1*P,b1);4 a/ n2 b; I% F7 D
Y2=purelin(w2*a,b2)
0 g: a# ]* ?+ \0 n+ O9 |%% 手动计算二
4 b( e1 ]: j2 W% i- L) Mb=tansig(w1*P+repmat(b1,1,size(P,2)));7 X& [# X; X5 n8 P& m+ s, |
Y3=purelin(w2*b+repmat(b2,1,size(P,2)))
- E- Z. Q. U; `: d7 ]4 h3 Y2 R%% 判断是否相等/ F1 r# z- K! N; L2 ]+ m7 }
flag=isequal(Y1,Y2) && isequal(Y1,Y3) |
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