학술논문

Fast, Smooth, and Safe: Implicit Control Barrier Functions Through Reach-Avoid Differential Dynamic Programming
Document Type
Periodical
Source
IEEE Control Systems Letters IEEE Control Syst. Lett. Control Systems Letters, IEEE. 7:2994-2999 2023
Subject
Robotics and Control Systems
Computing and Processing
Components, Circuits, Devices and Systems
Safety
Reachability analysis
Robots
Dynamic programming
Aerospace electronics
Task analysis
Planning
Autonomous systems
reach-avoid analysis
control barrier functions
Language
ISSN
2475-1456
Abstract
Safety is a central requirement for autonomous system operation across domains. Hamilton-Jacobi (HJ) reachability analysis can be used to construct “least-restrictive” safety filters that result in infrequent, but often extreme, control overrides. In contrast, control barrier function (CBF) methods apply smooth control corrections to guard the system against an often conservative safety boundary. This letter provides an online scheme to construct an implicit CBF through HJ reach-avoid differential dynamic programming in a receding-horizon framework, enabling smooth safety filtering with infinite-time safety guarantees. Simulations with the Dubins car and 5D bicycle dynamics demonstrate the scheme’s ability to preserve safety smoothly without the conservativeness of handcrafted CBFs.