English

Verification of $L_1$ Adaptive Control using Verse Library: A Case Study of Quadrotors

Systems and Control 2024-02-15 v1 Systems and Control

Abstract

L1L_1 adaptive control (L1L_1AC) is a control design technique that can handle a broad class of system uncertainties and provide transient performance guarantees. In this work-in-progress abstract, we discuss how existing formal verification tools can be applied to check the performance of L1L_1AC systems. We show that the theoretical transient performance and robustness guarantees of an L1L_1 adaptive controller for an 18-dimensional quadrotor system can be verified using the recently developed Verse reachability analysis tool. We will further consider the performance verification of L1L_1AC on systems with learning-enabled components.

Keywords

Cite

@article{arxiv.2303.13819,
  title  = {Verification of $L_1$ Adaptive Control using Verse Library: A Case Study of Quadrotors},
  author = {Lin Song and Yangge Li and Sheng Cheng and Pan Zhao and Sayan Mitra and Naira Hovakimyan},
  journal= {arXiv preprint arXiv:2303.13819},
  year   = {2024}
}

Comments

accepted to ICCPS-wip 2023