Model Checking for Probabilistic Timed Black-box Systems (S)

Probabilistic timed systems are increasingly crucial in modern system architecture.Ensuring the correctness of system behavior has become a crucial problem, and model checking offers a solution.However, it is a challenge to obtain model for black-box systems.Currently, there is a lack of model checking method for probabilistic timed black box systems.Thus, we propose a passive model learning algorithm for probabilistic timed automata, combine it with the existing framework for the model checking of probabilistic timed black-box systems.We also carried out relevant experiments and the results demonstrate the accuracy of this approach.

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Publication Details

Journal
Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering
Published
2024-10-28
DOI
https://doi.org/10.18293/seke2024-038
Primary Topic
Formal Methods in Verification
Type
article
Field-Weighted Citation Impact
0.00
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article

Model Checking for Probabilistic Timed Black-box Systems (S)

Jin Xu, Yibo Li
Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge Engineering
Formal Methods in Verification
article

Model Checking for Probabilistic Timed Black-box Systems (S)

Jin Xu, Yibo Li
article en

Abstract

Probabilistic timed systems are increasingly crucial in modern system architecture.Ensuring the correctness of system behavior has become a crucial problem, and model checking offers a solution.However, it is a challenge to obtain model for black-box systems.Currently, there is a lack of model checking method for probabilistic timed black box systems.Thus, we propose a passive model learning algorithm for probabilistic timed automata, combine it with the existing framework for the model checking of probabilistic timed black-box systems.We also carried out relevant experiments and the results demonstrate the accuracy of this approach.

Proceedings/Proceedings of the ... International Conference on Software Engineering and Knowledge EngineeringVol. 2024
Tongji University (CN)
Openalex Percentile: Top 70%
Formal Methods in Verification
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