MATLAB: Predicting machine performance using neural network

Deep Learning Toolboxneuralneural networkprediction

I want to predict the performance of machine using neural network. More than 20 different input variable (like engine hp, rpm, specification etc.) are used with 150 sample data and 2 output data. DO i have to use time series tool or fitting tool. And after making the network how to predict the output with new input.

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ynew = net(xnew);
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Hope this helps.
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Greg