Litcius/Paper detail

Discrete-Time Control Barrier Function: High-Order Case and Adaptive Case

Yuhan Xiong, Di‐Hua Zhai, Mahdi Tavakoli, Yuanqing Xia

2022IEEE Transactions on Cybernetics78 citationsDOI

Abstract

This article proposes the novel concepts of the high-order discrete-time control barrier function (CBF) and adaptive discrete-time CBF. The high-order discrete-time CBF is used to guarantee forward invariance of a safe set for discrete-time systems of high relative degree. An optimization problem is then established unifying high-order discrete-time CBFs with discrete-time control Lyapunov functions to yield a safe controller. To improve the feasibility of such optimization problems, the adaptive discrete-time CBF is designed, which can relax constraints on system control input through time-varying penalty functions. The effectiveness of the proposed methods in dealing with high relative degree constraints and improving feasibility is verified on the discrete-time system of a three-link manipulator.

Topics & Concepts

Discrete time and continuous timeControl theory (sociology)Computer scienceMathematical optimizationLyapunov functionController (irrigation)Function (biology)Penalty methodAdaptive controlDiscrete systemSet (abstract data type)Control (management)MathematicsAlgorithmPhysicsQuantum mechanicsEvolutionary biologyStatisticsBiologyProgramming languageNonlinear systemArtificial intelligenceAgronomyAdaptive Control of Nonlinear SystemsVehicle Dynamics and Control SystemsAdvanced Control Systems Optimization