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Room Temperature Control emulating PID control using LSTM.

CS 539 Machine Learning Project

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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

  • Please find requirements.txt for dependencies.

  • Following is loss trend of training LSTM

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  • Here is the predictions of LSTM controller values compared to that of PID heater values

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  • 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