2 papers
cs.RO2026
Safe Bayesian Optimization for Complex Control Systems via Additive Gaussian Processes
Hongxuan Wang, Xiaocong Li, Lihao Zheng +2
Automatic controller tuning is attractive for robotics and mechatronic systems whose dynamics are difficult to model accurately, but direct black-box optimization can be unsafe bec…
cs.RO2024
Robotic Control Optimization Through Kernel Selection in Safe Bayesian Optimization
Lihao Zheng, Hongxuan Wang, Xiaocong Li +2
Control system optimization has long been a fundamental challenge in robotics. While recent advancements have led to the development of control algorithms that leverage learning-ba…