| Towards coordinated and robust real-time control: a decentralized approach for combined sewer overflow and urban flooding reduction based on multi-agent reinforcement learning Z Zhang, W Tian, Z Liao Water Research 229, 119498, 2023 | 29 | 2023 |
| Flooding and overflow mitigation using deep reinforcement learning based on Koopman operator of urban drainage systems W Tian, Z Liao, Z Zhang, H Wu, K Xin Water Resources Research 58 (7), e2021WR030939, 2022 | 28 | 2022 |
| Combined Sewer Overflow and Flooding Mitigation Through a Reliable Real‐Time Control Based on Multi‐Reinforcement Learning and Model Predictive Control W Tian, Z Liao, G Zhi, Z Zhang, X Wang Water Resources Research 58 (7), e2021WR030703, 2022 | 21 | 2022 |
| Improving the interpretability of deep reinforcement learning in urban drainage system operation W Tian, G Fu, K Xin, Z Zhang, Z Liao Water Research 249, 120912, 2024 | 10 | 2024 |
| Flooding mitigation through safe & trustworthy reinforcement learning W Tian, K Xin, Z Zhang, M Zhao, Z Liao, T Tao Journal of Hydrology 620, 129435, 2023 | 6 | 2023 |
| Comparison of real-time control methods for CSO reduction with two evaluation indices: Computing load rate and double baseline normalized distance Z Liao, Z Zhang, W Tian, X Gu, J Xie Water Resources Management 36 (12), 4469-4484, 2022 | 6 | 2022 |
| A" Prediction-Detection-Judgment" framework for sudden water contamination event detection with online monitoring Z Liao, M Zhang, Y Chen, Z Zhang, H Wang Journal of Environmental Management 355, 120496, 2024 | 5 | 2024 |
| State selection and cost estimation for deep reinforcement learning-based real-time control of urban drainage system W Tian, K Xin, Z Zhang, Z Liao, F Li Water 15 (8), 1528, 2023 | 5 | 2023 |
| The use of attention-enhanced CNN-LSTM models for multi-indicator and time-series predictions of surface water quality M Zhang, Z Zhang, X Wang, Z Liao, L Wang Water Resources Management, 1-17, 2024 | 4 | 2024 |
| Graph neural network-based surrogate modelling for real-time hydraulic prediction of urban drainage networks Z Zhang, W Tian, C Lu, Z Liao, Z Yuan Water Research 263, 122142, 2024 | 3 | 2024 |
| Enhancing interpretability and generalizability of deep learning-based emulator in three-dimensional lake hydrodynamics using Koopman operator and transfer learning … W Tian, Z Zhang, D Bouffard, H Wu, K Xin, X Gu, Z Liao Water Research 249, 120996, 2024 | 2 | 2024 |
| An integrated assessment of urban flooding risk and resilience based on spatial grids Z Liao, X He, W Tian, Z Zhang, H Wang, W Xie Urban Water Journal, 1-12, 2025 | | 2025 |
| Source identification of water distribution system contamination based on simulated annealing–particle swarm optimization algorithm Z Liao, X Shi, Y Liao, Z Zhang Environmental Monitoring and Assessment 196 (12), 1216, 2024 | | 2024 |