Use LSTM Network for Nonlinear System Identification

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Marco Pizzoli 2021-10-13

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https://ww2.mathworks.cn/matlabcentral/answers/1562631-use-lstm-network-for-nonlinear-system-identification

评论： Fakihatu Abdi 2023-2-1

I want to identify a nonlinear system and have the time histories of the input and output data available.

I would like to exploit the potential of LSTM networks. I have found that a guide to identification in the linear domain is available at this address https://it.mathworks.com/help/ident/ug/use-lstm-for-linear-system-identification.html. Is it possible to use the same procedure to identify a nonlinear model?

Thank you in advance!

Marco

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Fakihatu Abdi 2023-2-1

Hello Marco,

Are you have the answer to this question? Coincidentally, I'm also working on this topic for my final project. I want to identify a non-linear system modeling with time-series data for input and output in induction motor for fault detection. If you have the MATLAB code for the LSTM networks to solve this, would you share it with me? Thank you.

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