activity
20232026
most citedDual Control of Exploration and Exploitation for Auto-Optimisation Control with Active Learning

11 citations · 13 across the 7 of their papers we have counts for

collaborators

8 papers

eess.SY2026

Collaborative Optimization Framework of Battery Charging / Swapping Stations for eVTOLs Based on Closed-Loop Supply Chain and Space-Time Network

Pengfeng Lin, Miao Zhu, Jiahui Sun +3

Electric vertical take-off and landing (eVTOL) aircraft, by virtue of their advantages such as high efficiency, environmental friendliness, and low noise, are regarded as an effect…

eess.SY2026

MPC as a Copilot: A Predictive Filter Framework with Safety and Stability Guarantees

Yunda Yan, Chenxi Tao, Jinya Su +2

Ensuring both safety and stability remains a fundamental challenge in learning-based control, where goal-oriented policies often neglect system constraints and closed-loop state co…

math.OC2025

Deep Reinforcement Learning Optimization for Uncertain Nonlinear Systems via Event-Triggered Robust Adaptive Dynamic Programming

Ningwei Bai, Chi Pui Chan, Qichen Yin +3

This work proposes a unified control architecture that couples a Reinforcement Learning (RL)-driven controller with a disturbance-rejection Extended State Observer (ESO), complemen…

eess.SY2025

Enhancing Robustness of Control Barrier Function: A Reciprocal Resistance-based Approach

Xinming Wang, Zongyi Guo, Jianguo Guo +2

In this note, a new reciprocal resistance-based control barrier function (RRCBF) is developed to enhance the robustness of control barrier functions for disturbed affine nonlinear…

cs.RO2024★ 2 cited

Redundant Observer-Based Tracking Control for Object Extraction Using a Cable Connected UAV

Benjamin J. Marshall, Yunda Yan, James Knowles +2

A new disturbance observer based control scheme is developed for a quadrotor under the concurrent disturbances from a lightweight elastic tether cable and a lumped vertical disturb…

cs.RO2024

Guarding Force: Safety-Critical Compliant Control for Robot-Environment Interaction

Xinming Wang, Jun Yang, Jianliang Mao +3

In this study, we propose a safety-critical compliant control strategy designed to strictly enforce interaction force constraints during the physical interaction of robots with unk…

math.OC2023

Stability of Finite Receding Horizon Control: A Complementary Approach

Wen-Hua Chen, Yunda Yan

This paper presents a complementary approach to establish stability of finite receding horizon control with a terminal cost. First a new augmented stage cost is defined by rotating…

eess.SY2023★ 11 cited

Dual Control of Exploration and Exploitation for Auto-Optimisation Control with Active Learning

Zhongguo Li, Wen-Hua Chen, Jun Yang +1

The quest for optimal operation in environments with unknowns and uncertainties is highly desirable but critically challenging across numerous fields. This paper develops a dual co…