2 citations · 3 across the 9 of their papers we have counts for
4 papers · 1 filter
Verifiable Model-Free Safety Filters via Reinforcement Learning
Bihui Yin, Yiwen Lu, Yuchen Jiang +1
This paper presents a reinforcement learning approach of a model-free safety filter, drawing inspiration from the framework of model-based Predictive Safety Filters (PSFs). Similar…
Identification with Orthogonal Basis Functions: Convergence Speed, Asymptotic Bias, and Rate-Optimal Pole Selection
Jiayun Li, Yiwen Lu, Yilin Mo +1
This paper is concerned with performance analysis and pole selection problem in identifying linear time-invariant (LTI) systems using orthogonal basis functions (OBFs), a system id…
Regret Analysis with Almost Sure Convergence for OBF-ARX Filter
Jiayun Li, Yiwen Lu, Yilin Mo
This paper considers the output prediction problem for an unknown Linear Time-Invariant (LTI) system. In particular, we focus our attention on the OBF-ARX filter, whose transfer fu…
Linear Model Predictive Control under Continuous Path Constraints via Parallelized Primal-Dual Hybrid Gradient Algorithm
Zishuo Li, Bo Yang, Jiayun Li +2
In this paper, we consider a Model Predictive Control (MPC) problem of a continuous-time linear time-invariant system subject to continuous-time path constraints on the states and…