How to get Equation of Function developed by ANN (Curve fitting) after training

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Can I get equation of the function in Curve fitting using Artificial Neural Network after training the inputs and outputs

Respuesta aceptada

Greg Heath
Greg Heath el 11 de Mzo. de 2015
clear all, close all, clc
[ x , t ] = simplefit_dataset;
[ I N ] = size( x ) %[ 1 94 ]
[ O N ] = size( t ) %[ 1 94 ]
MSE00 = mean(var(t',1)) % 8.3378
figure(1), hold on
plot( x, t, 'LineWidth', 2 )
net = fitnet;
rng( 'default' )
[ net tr y e ] = train( net, x, t );
% y = net( x ); e = t - y;
plot( x, y, 'r.' )
NMSE = mse(e)/MSE00 %1.7558e-05
Rsquare = 1 - NMSE % 0.99998
xn = mapminmax(x);
[ tn, tsettings ] = mapminmax(t);
b2 = net.b{2} ;
LW = net.LW{ 2, 1 };
B1 = repmat( net.b{1} , I, N ) ;
IW = net.IW{ 1 ,1 };
yn = b2 + LW * tanh( B1 + IW * xn );
y2 = mapminmax.reverse(yn,tsettings);
dy = max(abs(y-y2)) % 3.5527e-15
Hope this helps.
Thank you for formally accepting my answer
Greg

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