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Temporal Behavior Trees -- Segmentation

Published:14 May 2024Publication History

ABSTRACT

We present our tool for the segmentation of temporal behavior trees (TBT), a novel formalism for monitoring specifications. TBTs can be easily retrofitted to behavior trees, commonly used to program robotic applications. Our tool supports the robustness semantics of TBT and generates trace segmentations. In other words, given a TBT specification and a trace, it determines the optimal assignment of TBT nodes to sub-traces. To illustrate its application, we use the example of an autonomous ship deck landing. We showcase the user inputs required and demonstrate how the outputs can be interpreted to identify challenging task aspects, contributing to a comprehensive system analysis.

References

  1. Michele Colledanchise and Petter Ögren. 2018. Behavior trees in robotics and AI: An introduction. CRC Press.Google ScholarGoogle Scholar
  2. Alexandre Donzé and Oded Maler. 2010. Robust satisfaction of temporal logic over real-valued signals. In International Conference on Formal Modeling and Analysis of Timed Systems. Springer, 92–106.Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. Georgios E Fainekos and George J Pappas. 2006. Robustness of temporal logic specifications. In International Workshop on Formal Approaches to Software Testing.Google ScholarGoogle ScholarDigital LibraryDigital Library
  4. Sebastian Schirmer, Jasdeep Singh, Emily Jensen, Johann Dauer, Bernd Finkbeiner, and Sriram Sankaranarayanan. 2024. Temporal Behavior Trees: Segmentation and Robustness(HSCC ’24).Google ScholarGoogle Scholar

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  • Published in

    cover image ACM Conferences
    HSCC '24: Proceedings of the 27th ACM International Conference on Hybrid Systems: Computation and Control
    May 2024
    307 pages
    ISBN:9798400705229
    DOI:10.1145/3641513

    Copyright © 2024 Owner/Author

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    • Published: 14 May 2024

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