MATLAB: Do I receive errors when training a multi-input Series/Parallel NARX network in Neural Network Toolbox 5.0.2 (R2007a)

Deep Learning Toolboxinputmultiinputmultivariablenarx

I am trying to train a multivariable input using NEWNARXSP.
When I execute the following commands:
a={[0.1] [0.2] [0.3] [0.4] [0.5] [0.6] [0.7] [0.8] [0.9] [1.0]};
b={[-0.1] [0.2] [-0.3] [0.4] [-0.5] [0.6] [-0.7] [0.8] [-0.9] [1.0]};
c={[-0.2] [0.4] [-0.6] [0.8] [-0.2] [0.4] [-0.6] [0.8] [-0.2] [0.4]};
d1=[1 2];
d2=[1 2];
narx_net = newnarxsp({[0.1 1.0],[-0.9 1.0],[-0.6 0.8]},d1,d2,[5 1],{'tansig','purelin'}); 
p=[a;b;c] ;
t=c;
narx_net.trainFcn = 'trainbr';
narx_net.trainParam.show = 10;
narx_net.trainParam.epochs = 600;
narx_net = train(narx_net,p,t);
I receive the following error in TRAIN:
 ??? Error using ==> network.train
 Inputs are incorrect size for network.
 Cell array must have 2 rows.

Best Answer

This change has been incorporated into the documentation in Release 2010b (R2010b). For previous releases, read below for any additional information:
The syntax for the inputs using TRAIN is different using multivariable inputs than for single-input networks.
To work around this issue, please rewrite your code as follows:
a=cell2mat(a);
b=cell2mat(b);
c=cell2mat(c);
d1=[1 2];
d2=[1 2];
narx_net = newnarxsp({[0.1 1.0;-0.9 1.0],[-0.6 0.8]},d1,d2,[5 1],{'tansig','purelin'});
p=[a;b;c];
P=mat2cell(p,[size(p,1)-1  1],ones(size(p,2),1));
T=mat2cell(c,1,ones(size(c,2),1));
narx_net.trainFcn = 'trainbr';
narx_net.trainParam.show = 10;
narx_net.trainParam.epochs = 600;
narx_net=train(narx_net,P,T);
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