Error in running 1d cnn

% Train Basic 1D-CNN %
% Prepare XTrain,YTrain (signal,label)
%% TODO %%


XTrain = load('D:\Trishita\VAD_NN\voicedregion_signal');
YTrain= load('D:\Trishita\VAD_NN\voicedregion_label');
chunklength = 1000;
% numberofchunks = floor(length(XTrain)/chunklength);
numberofchunks = 1;
XTrain = reshape(XTrain(1:numberofchunks*chunklength),chunklength,1,numberofchunks);
YTrain = reshape(YTrain(1:numberofchunks*chunklength),chunklength,1,numberofchunks);

XValidation = load('D:\Trishita\VAD_NN\voicedregion_signal');
YValidation= load('D:\Trishita\VAD_NN\voicedregion_label');
chunklength = 1000;
% numberofchunks = floor(length(XValidation)/chunklength);
numberofchunks = 1;
XValidation = reshape(XValidation(1:numberofchunks*chunklength),chunklength,1,1,numberofchunks);
YValidation = reshape(YValidation(1:numberofchunks*chunklength),chunklength,1,1,numberofchunks);



% define network %
layers = [
    % input signal chunk - 1000x1
    imageInputLayer([1000 1 1])
    convolution2dLayer([3,1],1,'Padding','same')
    reluLayer
    convolution2dLayer([3,1],32,'Padding','same')
    reluLayer
    convolution2dLayer([3,1],32,'Padding','same')
    reluLayer
    convolution2dLayer([3,1],32,'Padding','same')
    reluLayer
    fullyConnectedLayer(1000)
    regressionLayer
    ];

% define training options
miniBatchSize  = 128;
validationFrequency = 8000;
options = trainingOptions('sgdm', ...
    'MiniBatchSize',miniBatchSize, ...
    'MaxEpochs',30, ...
    'InitialLearnRate',1e-3, ...
    'LearnRateSchedule','piecewise', ...
    'LearnRateDropFactor',0.1, ...
    'LearnRateDropPeriod',20, ...
    'Shuffle','every-epoch', ...
    'ValidationData',{XValidation,YValidation}, ...
    'ValidationFrequency',validationFrequency, ...
    'Plots','training-progress', ...
    'Verbose',false);

% train and wait
net = trainNetwork(XTrain,YTrain,layers,options);

My error is: XTrain =

reshape(XTrain(1:numberofchunks*chunklength),chunklength,1,numberofchunks); 
>> BasicCNN
Index exceeds array bounds.

Answer 1

[Shengjie Ren]

Is the matlab program of 1D-CNN implemented? Is it easy to share? Thank you so [e-mail]