Verification of Behavior Trees with Contingency Monitors

Behavior Trees (BTs) are high level controllers that have found use in a wide range of robotics tasks. As they grow in popularity and usage, it is crucial to ensure that the appropriate tools and methods are available for ensuring they work as intended. To that end, we created a new methodology by which to create Runtime Monitors for BTs. These monitors can be used by the BT to correct when undesirable behavior is detected and are capable of handling LTL specifications. We demonstrate that in terms of runtime, the generated monitors are on par with monitors generated by existing tools and highlight certain features that make our method more desirable in various situations. We note that our method allows for our monitors to be swapped out with alternate monitors with fairly minimal user effort. Finally, our method ties in with our existing tool, BehaVerify, allowing for the verification of BTs with monitors.

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Publication Details

Journal
Electronic Proceedings in Theoretical Computer Science
Published
2024-11-20
DOI
https://doi.org/10.4204/eptcs.411.4
Primary Topic
Evolutionary Algorithms and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Verification of Behavior Trees with Contingency Monitors

Taylor T. Johnson, Serena S. Serbinowska, Anne M. Tumlin, Nicholas Potteiger
Electronic Proceedings in Theoretical Computer Science
Evolutionary Algorithms and Applications
article

Verification of Behavior Trees with Contingency Monitors

Taylor T. Johnson, Serena S. Serbinowska, Anne M. Tumlin, Nicholas Potteiger
article en

Abstract

Behavior Trees (BTs) are high level controllers that have found use in a wide range of robotics tasks. As they grow in popularity and usage, it is crucial to ensure that the appropriate tools and methods are available for ensuring they work as intended. To that end, we created a new methodology by which to create Runtime Monitors for BTs. These monitors can be used by the BT to correct when undesirable behavior is detected and are capable of handling LTL specifications. We demonstrate that in terms of runtime, the generated monitors are on par with monitors generated by existing tools and highlight certain features that make our method more desirable in various situations. We note that our method allows for our monitors to be swapped out with alternate monitors with fairly minimal user effort. Finally, our method ties in with our existing tool, BehaVerify, allowing for the verification of BTs with monitors.

Electronic Proceedings in Theoretical Computer ScienceVol. 411
National Science Foundation, Defense Advanced Research Projects Agency, Advanced Research Projects Agency, Air Force Office of Scientific Research
Climate action
Openalex Percentile: Top 81%
Evolutionary Algorithms and Applications
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