English

Control-Lyapunov and Control-Barrier Functions based Quadratic Program for Spatio-temporal Specifications

Optimization and Control 2021-06-11 v2 Systems and Control

Abstract

This paper presents a method for control synthesis under spatio-temporal constraints. First, we consider the problem of reaching a set SS in a user-defined or prescribed time TT. We define a new class of control Lyapunov functions, called prescribed-time control Lyapunov functions (PT CLF), and present sufficient conditions on the existence of a controller for this problem in terms of PT CLF. Then, we formulate a quadratic program (QP) to compute a control input that satisfies these sufficient conditions. Next, we consider control synthesis under spatio-temporal objectives given as: the closed-loop trajectories remain in a given set SsS_s at all times; and, remain in a specific set SiS_i during the time interval [ti,ti+1)[t_i, t_{i+1}) for i=0,1,,Ni = 0, 1, \cdots, N; and, reach the set Si+1S_{i+1} on or before t=ti+1t = t_{i+1}. We show that such spatio-temporal specifications can be translated into temporal logic formulas. We present sufficient conditions on the existence of a control input in terms of PT CLF and control barrier functions. Then, we present a QP to compute the control input efficiently, and show its feasibility under the assumptions of existence of a PT CLF. To the best of authors' knowledge, this is the first paper proposing a QP based method for the aforementioned problem of satisfying spatio-temporal specifications for nonlinear control-affine dynamics with input constraints. We also discuss the limitations of the proposed methods and directions of future work to overcome these limitations. We present numerical examples to corroborate our proposed methods.

Keywords

Cite

@article{arxiv.1903.06972,
  title  = {Control-Lyapunov and Control-Barrier Functions based Quadratic Program for Spatio-temporal Specifications},
  author = {Kunal Garg and Dimitra Panagou},
  journal= {arXiv preprint arXiv:1903.06972},
  year   = {2021}
}

Comments

IEEE Conference on Decision and Controls, 2019, Nice, France

R2 v1 2026-06-23T08:10:18.907Z