Energy Efficient 3-D UAV Control for Persistent Communication Service and Fairness: A Deep Reinforcement Learning Approach. - Hang Qi; Zhiqun Hu; Hao Huang 015; Xiangming Wen; Zhaoming Lu (IEEE Access, 2020)

On-Demand Channel Bonding in Heterogeneous WLANs: A Multi-Agent Deep Reinforcement Learning Approach. - Hang Qi; Hao Huang 015; Zhiqun Hu; Xiangming Wen; Zhaoming Lu (Sensors, 2020)

A Hierarchical Spatio-Temporal Cooperative Reinforcement Learning Approach for Traffic Signal Control. - Muyu Li; Zhiqun Hu; Hao Huang 015; Zhaoming Lu; Xiangming Wen (ITSC, 2022)

Train a central traffic prediction model using local data: A spatio-temporal network based on federated learning. - Hao Huang 015; Zhiqun Hu; Yueting Wang; Zhaoming Lu; Xiangming Wen; Bin Fu (Eng. Appl. Artif. Intell., 2023)

Network-Scale Traffic Signal Control via Multiagent Reinforcement Learning With Deep Spatiotemporal Attentive Network. - Hao Huang 015; Zhiqun Hu; Zhaoming Lu; Xiangming Wen (IEEE Trans. Cybern., 2023)

Reinforcement learning for energy efficiency improvement in UAV-BS access networks: A knowledge transfer scheme. - Zhiqun Hu; Yujing Zhang; Hao Huang 015; Xiangming Wen; Obinna Agbodike; Jenhui Chen (Eng. Appl. Artif. Intell., 2023)

Refine Reinforcement Learning for Safety Training of Autonomous Driving. - Fukun Yang; Zhiqun Hu; Yuanming Zhang; Hao Huang 015; Guixin Wang (ITSC, 2024)

Optimization for Customized Bus Stop Planning, Order Schedule, and Routing Design in On-Demand Urban Mobility. - Yueting Wang; Zhiqun Hu; Hao Huang 015; Zhaoming Lu; Xiangming Wen (IEEE Internet Things J., 2024)

Cooperative Optimization of Traffic Signals and Vehicle Speed Using a Novel Multi-Agent Deep Reinforcement Learning. - Hao Huang 015; Zhiqun Hu; Muyu Li; Zhaoming Lu; Xiangming Wen (IEEE Trans. Veh. Technol., 2024)

Intersec2vec-TSC: Intersection Representation Learning for Large-Scale Traffic Signal Control. - Hao Huang 015; Zhiqun Hu; Yueting Wang; Zhaoming Lu; Xiangming Wen (IEEE Trans. Intell. Transp. Syst., 2024)