Control Barrier Functions For Cyber-Physical Systems And Applications To Nmpc

IEEE ROBOTICS AND AUTOMATION LETTERS(2021)

引用 4|浏览11
暂无评分
摘要
Tractable safety-ensuring algorithms for cyber-physical systems are important in critical applications. Approaches based on Control Barrier Functions assume continuous enforcement, which is not possible in an online fashion. This letter presents two tractable algorithms to ensure forward invariance of discrete-time controlled cyber-physical systems. Both approaches are based on Control Barrier Functions to provide strict mathematical safety guarantees. The first algorithm exploits Lipschitz continuity and formulates the safety condition as a robust program which is subsequently relaxed to a set of affine conditions. The second algorithm is inspired by tube-NMPC and uses an affine Control Barrier Function formulation in conjunction with an auxiliary controller to guarantee safety of the system. We combine an approximate NMPC controller with the second algorithm to guarantee strict safety despite approximated constraints and show its effectiveness experimentally on a mini-Segway.
更多
查看译文
关键词
Safety, Control systems, Dynamical systems, Cyber-physical systems, Approximation algorithms, Trajectory, Stability analysis, Optimization and optimal control, robot safety, control barrier functions, nonlinear model predictive control
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要