How to train ANN if my input data is in the form of signals (EMTP-ATP)?

I have generated my dataset using ATP-EMTP generated signals.Now i want to train ANN using these signals for fault prediction.I tried alot but still didn,t come with any solution. signal demonstration is attach in image.

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Answer 1

[Greg Heath]

There are two separate regions with stationary summary statistics.

This can be modeled with two nets.

Why does the secondary current occur before the magnetizing current?

Hope this helps

Greg

[Machine Learning Enthusiast]

How can i achieve this two nets? I want to use Feedforward Neural Network with Sigmoid function