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Performance Evaluation Methodologies and Tools. 16th EAI International Conference, VALUETOOLS 2023, Crete, Greece, September 6–7, 2023, Proceedings

Research Article

The Best of Both Worlds: Analytically-Guided Simulation of HPnGs for Optimal Reachability

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BibTeX Plain Text
  • @INPROCEEDINGS{10.1007/978-3-031-48885-6_5,
        author={Mathis Niehage and Anne Remke},
        title={The Best of Both Worlds: Analytically-Guided Simulation of HPnGs for Optimal Reachability},
        proceedings={Performance Evaluation Methodologies and Tools. 16th EAI International Conference, VALUETOOLS 2023, Crete, Greece, September 6--7, 2023, Proceedings},
        proceedings_a={VALUETOOLS},
        year={2024},
        month={1},
        keywords={Statistical simulation State-space representation Hybrid Petri nets with general transitions},
        doi={10.1007/978-3-031-48885-6_5}
    }
    
  • Mathis Niehage
    Anne Remke
    Year: 2024
    The Best of Both Worlds: Analytically-Guided Simulation of HPnGs for Optimal Reachability
    VALUETOOLS
    Springer
    DOI: 10.1007/978-3-031-48885-6_5
Mathis Niehage1,*, Anne Remke1
  • 1: Westfälische Wilhelms-Universität
*Contact email: mathis.niehage@uni-muenster.de

Abstract

Efficient reachability analysis, as well as statistical model checking have been proposed for the evaluation of Hybrid Petri nets with general transitions (HPnG). Both have different (dis-)advantages. The performance of statistical simulation suffers in large models and the number of required simulation runs to achieve a relatively small confidence interval increases considerably. The approach introduced for analytical reachability analysis of HPnGs however, becomes infeasible for a large number of random variables. To overcome these limitations, this paper applies statistical simulation for optimal reachability defined asuntilproperty in Stochastic Time Logic to a pre-computed symbolic state-space representation of HPnGs, i.e., the Parametric Location Tree (PLT), which has previously been used for model checking HPnGs. A case study on a water tank model shows the feasiblity of the approach and illustrates its advantages w.r.t. the original simulation and analysis approaches.

Keywords
Statistical simulation State-space representation Hybrid Petri nets with general transitions
Published
2024-01-03
Appears in
SpringerLink
http://dx.doi.org/10.1007/978-3-031-48885-6_5
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