How to detect different physiological signals automatically?

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Hi,
I am writing a code that can recognize some physiological signals such as ECG, PPG and EMG automatically. For this purpose, I need to extract some features from each signal and then learn them to a neural network.
My problem is at features selection part. Which features for each signal should be extracted that can be useful in automatic detection process of these signals?
I appreciate your help in advance.
-BR, Shadi

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