Search Results for author: WenQi Cai

Found 6 papers, 0 papers with code

Kalman Filter Design for Intermittent Optical Wireless Communication Systems on Time Scales

no code implementations30 Mar 2022 WenQi Cai, Bacem Ben Nasser, Mohamed Djemai, Taous Meriem Laleg-Kirati

In this work, we address the state estimation problem of a vibration-induced intermittent optical wireless communication (OWC) system by designing a Kalman filter on time scales.

Quasi-Newton Iteration in Deterministic Policy Gradient

no code implementations25 Mar 2022 Arash Bahari Kordabad, Hossein Nejatbakhsh Esfahani, WenQi Cai, Sebastien Gros

We show that the approximate Hessian converges to the exact Hessian at the optimal policy, and allows for a superlinear convergence in the learning, provided that the policy parametrization is rich.

reinforcement-learning Reinforcement Learning (RL)

MPC-based Reinforcement Learning for Economic Problems with Application to Battery Storage

no code implementations6 Apr 2021 Arash Bahari Kordabad, WenQi Cai, Sebastien Gros

In this paper, we are interested in optimal control problems with purely economic costs, which often yield optimal policies having a (nearly) bang-bang structure.

Model Predictive Control reinforcement-learning +1

Cannot find the paper you are looking for? You can Submit a new open access paper.