Zhiyu Zhang

Towards coordinated and robust real-time control: a decentralized approach for combined sewer overflow and urban flooding reduction based on multi-agent reinforcement learning

Zhiyu Zhang, Wenchong Tian, Zhenliang Liao · Water Research · 2022 · 54 citations

Natural Resources, Hydrology, Water Resources Management +17

Flooding and Overflow Mitigation Using Deep Reinforcement Learning Based on Koopman Operator of Urban Drainage Systems

Wenchong Tian, Zhenliang Liao, Zhiyu Zhang et al. · Water Resources Research · 2022 · 41 citations · Full text

Natural Resources, Water Resources Management, Machine Learning +15

Improving the interpretability of deep reinforcement learning in urban drainage system operation

Wenchong Tian, Guangtao Fu, Kunlun Xin et al. · Water Research · 2023 · 38 citations

Engineering, Civil Engineering, Hydrology +14

Combined Sewer Overflow and Flooding Mitigation Through a Reliable Real‐Time Control Based on Multi‐Reinforcement Learning and Model Predictive Control

Wenchong Tian, Zhenliang Liao, Guozheng Zhi et al. · Water Resources Research · 2022 · 34 citations

Natural Resources, Environmental Engineering, Water Resources Management +16

The Use of Attention-Enhanced CNN-LSTM Models for Multi-Indicator and Time-Series Predictions of Surface Water Quality

Minhao Zhang, Zhiyu Zhang, Xuan Wang et al. · Water Resources Management · 2024 · 33 citations

Natural Resources, Environmental Engineering, Environmental Sciences +16