3 papers
math.AP2026
Backstepping-Guided Reinforcement Learning for Wide-Range Saint-Venant Canal Regulation
Chenchen Wang, Jie Qi
Backstepping control provides local stability guarantees for nonlinear Saint-Venant systems, but its regulation performance may degrade when the system operates far from the nomina…
math.OC2025
Soft Actor-Critic with Backstepping-Pretrained DeepONet for control of PDEs
Chenchen Wang, Jie Qi, Jiaqi Hu
This paper develops a reinforcement learning-based controller for the stabilization of partial differential equation (PDE) systems. Within the soft actor-critic (SAC) framework, we…
cond-mat.mes-hall2023
Transverse spin selectivity in helical nanofibers prepared without any chiral molecule
Chenchen Wang, Zeng-Ren Liang, Xiao-Feng Chen +4
In the last decade, chirality-induced spin selectivity (CISS) has been attracting extensive interest. However, there still exists a large gap between experiments and quantitative t…