Runtime Enforcement of Cyber-Physical Systems

Author:

Pinisetty Srinivas1,Roop Partha S.2,Smyth Steven3,Allen Nathan2,Tripakis Stavros4,Hanxleden Reinhard Von3

Affiliation:

1. Aalto University, Finland and University of Gothenburg, Sweden

2. University of Auckland, New Zealand

3. Kiel University, Germany

4. Aalto University, Finland and UC Berkeley, USA

Abstract

Many implantable medical devices, such as pacemakers, have been recalled due to failure of their embedded software. This motivates rethinking their design and certification processes. We propose, for the first time, an additional layer of safety by formalising the problem of run-time enforcement of implantable pacemakers. While recent work has formalised run-time enforcement of reactive systems, the proposed framework generalises existing work along the following directions: (1) we develop bi-directional enforcement, where the enforced policies depend not only on the status of the pacemaker (the controller) but also of the heart (the plant), thus formalising the run-time enforcement problem for cyber-physical systems (2) we express policies using a variant of discrete timed automata (DTA), which can cover all regular properties unlike earlier frameworks limited to safety properties, (3) we are able to ensure the timing safety of implantable devices through the proposed enforcement, and (4) we show that the DTA-based approach is efficient relative to its dense time variant while ensuring that the discretisation error is relatively small and bounded. The developed approach is validated through a prototype system implemented using the open source KIELER framework. The experiments show that the framework incurs minimal runtime overhead.

Funder

Academy of Finland

Swedish Research Council

University of Auckland Faculty Research Development Fund

U.S. National Science Foundation

Deutsche Forschungsgemeinschaft

Publisher

Association for Computing Machinery (ACM)

Subject

Hardware and Architecture,Software

Cited by 32 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Runtime Verified Neural Networks for Cyber-Physical Systems;Proceedings of the 7th ACM International Workshop on Verification and Monitoring at Runtime Execution;2024-09-13

2. Adaptive Industrial Control Systems via IEC 61499 and Runtime Enforcement;ACM Transactions on Autonomous and Adaptive Systems;2024-08-31

3. Specifying and Monitoring Safe Driving Properties with Scene Graphs;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

4. REDriver: Runtime Enforcement for Autonomous Vehicles;Proceedings of the IEEE/ACM 46th International Conference on Software Engineering;2024-04-12

5. Student Research Abstract: Enhancing Safety in Cyber-Physical Systems Through Runtime Enforcement;Proceedings of the 39th ACM/SIGAPP Symposium on Applied Computing;2024-04-08

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