Hamilton-Jacobi Reachability: Some Recent Theoretical Advances and Applications in Unmanned Airspace Management

被引:51
|
作者
Chen, Mo [1 ]
Tomlin, Claire J. [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
关键词
safety-critical systems; Hamilton-Jacobi reachability; computational challenges; unmanned airspace; system decomposition;
D O I
10.1146/annurev-control-060117-104941
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Autonomous systems are becoming pervasive in everyday life, and many of these systems are complex and safety-critical. Formal verification is important for providing performance and safety guarantees for these systems. In particular, Hamilton-Jacobi (HJ) reachability is a formal verification tool for nonlinear and hybrid systems; however, it is computationally intractable for analyzing complex systems, and computational burden is in general a difficult challenge in formal verification. In this review, we begin by briefly presenting background on reachability analysis with an emphasis on the HJ formulation. We then present recent work showing how high-dimensional reachability verification can be made more tractable by focusing on two areas of development: system decomposition for general nonlinear systems, and traffic protocols for unmanned airspace management. By tackling the curse of dimensionality, tractable verification of practical systems is becoming a reality, paving the way for more pervasive and safer automation.
引用
收藏
页码:333 / 358
页数:26
相关论文
共 50 条
  • [1] Hamilton-Jacobi Reachability: A Brief Overview and Recent Advances
    Bansal, Somil
    Chen, Mo
    Herbert, Sylvia
    Tomlin, Claire J.
    [J]. 2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2017,
  • [2] Hamilton-Jacobi Reachability Safety Filter Applications
    不详
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2023, 43 (05): : 148 - 148
  • [3] Hamilton-Jacobi Reachability in Reinforcement Learning: A Survey
    Ganai, Milan
    Gao, Sicun
    Herbert, Sylvia L.
    [J]. IEEE Open Journal of Control Systems, 2024, 3 : 310 - 324
  • [4] Hamilton-Jacobi Multi-Time Reachability
    Doshi, Manan
    Bhabra, Manmeet
    Wiggert, Marius
    Tomlin, Claire J.
    Lermusiaux, Pierre F. J.
    [J]. 2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, : 2443 - 2450
  • [5] Stochastic homogenization of Hamilton-Jacobi equations and some applications
    Souganidis, PE
    [J]. ASYMPTOTIC ANALYSIS, 1999, 20 (01) : 1 - 11
  • [6] Exact and Efficient Hamilton-Jacobi Reachability for Decoupled Systems
    Chen, Mo
    Tomlin, Claire J.
    [J]. 2015 54TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2015, : 1297 - 1303
  • [7] Koopman-Hopf Hamilton-Jacobi Reachability and Control
    Sharpless, Will
    Shinde, Nikhil U.
    Kim, Matthew
    Chow, Yat Tin
    Herbert, Sylvia
    [J]. arXiv, 2023,
  • [8] Hamilton-Jacobi reachability analysis with running cost function
    Liao, Wei
    Liang, Tao-Tao
    Wei, Xiao-Hui
    [J]. Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2022, 39 (06): : 986 - 994
  • [9] Removing Leaking Corners to Reduce Dimensionality in Hamilton-Jacobi Reachability
    Lee, Donggun
    Chen, Mo
    Tomlin, Claire J.
    [J]. 2019 INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2019, : 9320 - 9326
  • [10] On Safety and Liveness Filtering Using Hamilton-Jacobi Reachability Analysis
    Borquez, Javier
    Chakraborty, Kaustav
    Wang, Hao
    Bansal, Somil
    [J]. IEEE Transactions on Robotics, 2024, 40 : 4235 - 4251