Detail výsledku

On SMC-Based Dependability Analysis in LoLiPoP-IoT Project

STRNADEL, J.; LOJDA, J.; SMRŽ, P.; ŠIMEK, V. On SMC-Based Dependability Analysis in LoLiPoP-IoT Project. Steffen, B. (eds) Bridging the Gap Between AI and Reality (AISolA 2024). Lecture Notes in Computer Science. Limenas Hersonissou: Springer Nature Switzerland AG, 2024. p. 420-425. ISBN: 978-3-031-75434-0. ISSN: 0302-9743.
Typ
článek ve sborníku konference
Jazyk
anglicky
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Abstrakt

Many systems require certain level of dependability to fulfill their purpose in predefined conditions. To check whether such a requirement can be met, the designer of a system must use proper means to assess dependability qualitatively or quantitatively, whereas this paper focuses on the latter assessment manner. The first problem with the assessment is that we cannot judge it except by evaluating its subattributes such as reliability, availability or maintainability. The second problem relates to the assessment itself - ideally, assessment builds on an analytical solution; however, if it does not exist, its presumptions are violated etc., an alternative approach must take place. This paper presents our alternative, simulation based approach with a special attention paid to reliability and maintainability; it builds on stochastic timed automata, an instrument able to model a wide class of systems/conditions of one's interest. In our approach, the assessment process takes the advantage of the statistical model checking technique, powerful enough to quantify dependability attributes in realistic situations and with a predefined degree of uncertainty. Finally, the paper evaluates our approach, outlines our research perspectives and gives a conclusion.

Klíčová slova

Fault, Failure, Random variable, Dependability, Reliability, Maintainability, Analysis, Quantitative assessment, Model, Timed automaton, Simulation, Statistical model checking, Uncertainty

Rok
2024
Strany
420–425
Časopis
Lecture Notes in Computer Science, roč. 15217, ISSN 0302-9743
Sborník
Steffen, B. (eds) Bridging the Gap Between AI and Reality (AISolA 2024)
Konference
International Symposium On Leveraging Applications of Formal Methods, Verification and Validation (ISoLA 2024)
ISBN
978-3-031-75434-0
Vydavatel
Springer Nature Switzerland AG
Místo
Limenas Hersonissou
DOI
BibTeX
@inproceedings{BUT189401,
  author="Josef {Strnadel} and Jakub {Lojda} and Pavel {Smrž} and Václav {Šimek}",
  title="On SMC-Based Dependability Analysis in LoLiPoP-IoT Project",
  booktitle="Steffen, B. (eds) Bridging the Gap Between AI and Reality (AISolA 2024)",
  year="2024",
  journal="Lecture Notes in Computer Science",
  volume="15217",
  pages="420--425",
  publisher="Springer Nature Switzerland AG",
  address="Limenas Hersonissou",
  doi="10.1007/978-3-031-75434-0\{_}27",
  isbn="978-3-031-75434-0",
  issn="0302-9743",
  url="https://www.fit.vut.cz/research/publication/13214/"
}
Soubory
Projekty
Long Life Power Platforms for Internet of Things, EU, HORIZON EUROPE, 9A23012, zahájení: 2023-06-01, ukončení: 2026-05-31, řešení
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