Jiandong Zhang

Hierarchical Multi-Agent Reinforcement Learning for Cooperative Wildfire Suppression with Amphibious Firefighting UAVs

Cooperative task planning for amphibious firefighting UAVs deployed across multiple bases is challenging because of complex resource coupling, evolving fire conditions, and real-time decision requirements. This study proposes an H-MAPPO-LSTM method with a three-level hierarchical...