Search Results for author: Xin-Yang Liu

Found 4 papers, 1 papers with code

Asynchronous Parallel Reinforcement Learning for Optimizing Propulsive Performance in Fin Ray Control

no code implementations21 Jan 2024 Xin-Yang Liu, Dariush Bodaghi, Qian Xue, Xudong Zheng, Jian-Xun Wang

Despite extensive research on the kinematics and hydrodynamics of fish locomotion, the intricate control strategies in fin-ray actuation remain largely unexplored.

Multi-resolution partial differential equations preserved learning framework for spatiotemporal dynamics

1 code implementation9 May 2022 Xin-Yang Liu, Min Zhu, Lu Lu, Hao Sun, Jian-Xun Wang

Traditional data-driven deep learning models often struggle with high training costs, error accumulation, and poor generalizability in complex physical processes.

Physics-informed Dyna-Style Model-Based Deep Reinforcement Learning for Dynamic Control

no code implementations31 Jul 2021 Xin-Yang Liu, Jian-Xun Wang

Model-based reinforcement learning (MBRL) is believed to have much higher sample efficiency compared to model-free algorithms by learning a predictive model of the environment.

Model-based Reinforcement Learning reinforcement-learning +1

Significant Inverse Magnetocaloric Effect induced by Quantum Criticality

no code implementations17 Feb 2021 Tao Liu, Xin-Yang Liu, Yuan Gao, Hai Jin, Jun He, Xian-Lei Sheng, Wentao Jin, Ziyu Chen, Wei Li

Strong fluctuations in the low-$T$ quantum critical regime can give rise to a large thermal entropy change and thus significant cooling effect when approaching the QCP.

Strongly Correlated Electrons

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