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1. Koopman-Emulator-RL Koopman-Emulator-RL Public

   Use Koopman emulator to train RLs

   Jupyter Notebook 12 1

2. Seq_pred Seq_pred Public

   ANN, RNN and LSTM were established to predict a time series data, Chl-a concentration over time. With the help of Transfer learning, these models were able to applied for a long period predict

   Python 6 1

3. DRL_GR_UDS DRL_GR_UDS Public

   Combine DRL and GR for UDS real-time control

   Jupyter Notebook 5

4. Knowledge-Guided_UDS_DRL Knowledge-Guided_UDS_DRL Public

   A DRL training framework based on knowledge of UDS RTC for flooding and CSO mitigation.

   Jupyter Notebook 4

5. WQ_Pre WQ_Pre Public

   Applying machine learning method on water quality prediction. Developed by Wenchong Tian and Xuan Wang in Tongji University

   Python 2 1

6. NN_PDE NN_PDE Public

   This project try to design an algorithm to solve PDE based on neural network. The basic theory is from Koopman operator theory and some research work of using neural network to solve PDE. All the r…

   Python 2