Xin-Yang Liu

Offline Reinforcement Learning for Fluid Controls: Data-based Multi-observational Policy Extraction

This work develops a sensor position-conditioned architecture that enables a single policy network to adapt seamlessly to multiple sensor arrangements and demonstrates that the policy extraction from the dataset provides unprecedented flexibility for sensor placement optimization.