DACOM: Learning Delay-Aware Communication for Multi-Agent Reinforcement Learning

no code implementations • 3 Dec 2022 • Tingting Yuan, Hwei-Ming Chung, Jie Yuan, XiaoMing Fu

Communication is supposed to improve multi-agent collaboration and overall performance in cooperative Multi-agent reinforcement learning (MARL).

Autonomous Driving Multi-agent Reinforcement Learning +2

PP-MARL: Efficient Privacy-Preserving MARL for Cooperative Intelligence in Communication

no code implementations • 26 Apr 2022 • Tingting Yuan, Hwei-Ming Chung, XiaoMing Fu

Artificial intelligence (AI) has been introduced in communication networks and services to improve efficiency via self-optimization.

Management Multi-agent Reinforcement Learning +1

Distributed Deep Reinforcement Learning for Intelligent Load Scheduling in Residential Smart Grids

no code implementations • 29 Jun 2020 • Hwei-Ming Chung, Sabita Maharjan, Yan Zhang, Frank Eliassen

To cope with this growth, intelligent management of the consumption profile of the households is necessary, such that the households can save the electricity bills, and the stress to the power grid during peak hours can be reduced.

Management reinforcement-learning +2