Deepak Akhare

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

Deepak Akhare, Luning Sun, Xin-Yang Liu, Xiantao Fan, Timo Bremer, Ben Zhu, et al.

Active flow control is a fundamental application in engineering. Recent advances in deep reinforcement learning have made progress in this field. However, the classical online RL approaches require extensive real-time interactions with the high fidelity environment, while each se…Read more