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Tuning parameters of Kp Ki Kd is exhuastive and non trivial so we train a LSTM model so that we can emulate PID and completely and replace it
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Please find requirements.txt for dependencies.
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Following is loss trend of training LSTM
- Here is the predictions of LSTM controller values compared to that of PID heater values
- To train the LSTM network use python3 train_pid.py
- Then a model will be generated it can be used in python3 lstm_pid.py