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Measure confidence of assurance cases in safety-critical domains

Published:27 May 2018Publication History

ABSTRACT

Evaluation of assurance cases typically requires certifiers' domain knowledge and experience, and, as such, most software certification has been conducted manually. Given the advancement in uncertainty theories and software traceability, we envision that these technologies can synergistically be combined and leveraged to offer some degree of automation to improve the certifiers' capability to perform software certification. To this end, we present a novel confidence calculation framework that 1) applies the Dempster-Shafer theory as a mathematical model to calculate the confidence between a parent claim and its children claims; and 2) uses the vector space model to evaluate the confidence for the evidence items using traceability information. A fragment of an assurance case (expressed in the goal-structuring notation - GSN) for the coupled tank system is used to illustrate our new framework.

References

  1. EUROCONTROL---European Organisation for the Safety of Air Navigation, "Preliminary Safety Case for ADS-B Airport Surface Surveillance Application, V 1.2," {Online}. Available: https://www.eurocontrol.int/sites/default/files/publication/files/surveillance-cascade-preliminary-safety-case-for-airports-surface-surveillance-applications-201111.pdf.Google ScholarGoogle Scholar
  2. R. Wang, J. Guiochet and G. Motet, "Confidence Assessment Framework for Safety Arguments," in Proc. of SafeComp'17, Trento, Italy, 2017.Google ScholarGoogle Scholar
  3. E. W. Denney and G. J. Pai, "Safety Case Patterns: Theory and Applications," NASA/TM-2015-218492, 2015.Google ScholarGoogle Scholar
  4. R. Hawkins, I. Habli, D. Kolovos, R. Paige and T. Kelly, "Weaving an Assurance Case from Design: A Model-Based Approach," in Proc. of HASE'15, Daytona Beach, FL, 2015. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. Goal Structuring Notation Working Group, "GSN Community Standard Version 1," 2011.Google ScholarGoogle Scholar
  6. K. H. Gross, A. W. Fifarek and J. A. Hoffman, "Incremental Formal Methods Based Design Approach Demonstrated on a Coupled Tanks Control System," in Proceedings of HASE'16, Orlando, FL, 2016. Google ScholarGoogle ScholarDigital LibraryDigital Library
  7. G. Tsatsaronis and V. Panagiotopoulou, "A Generalized Vector Space Model for Text Retrieval Based on Semantic Relatedness," in Proc. of EACL'09, 2009. Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. AFRL-VVCAS, "TwoTanksExample," October 2015. {Online}. Available: https://github.com/AFRL-VVCAS/TwoTanksExample.Google ScholarGoogle Scholar
  9. E. Denney, P. Ganesh and H. Ibrahim, "Towards Measurement of Confidence in Safety Cases," in Proceedings of ESEM'11, Banff, Alberta, Canada, 2011. Google ScholarGoogle ScholarDigital LibraryDigital Library
  10. L. Duan, S. Rayadurgam, M. Heimdahl, O. Sokolsky and I. Lee, "Representation of Confidence in Assurance Cases Using the Beta Distribution," in Proceedings of HASE'16, Orlando, FL, Jan, 2016. Google ScholarGoogle ScholarDigital LibraryDigital Library

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  • Published in

    cover image ACM Conferences
    ICSE-NIER '18: Proceedings of the 40th International Conference on Software Engineering: New Ideas and Emerging Results
    May 2018
    130 pages
    ISBN:9781450356626
    DOI:10.1145/3183399

    Copyright © 2018 ACM

    © 2018 Association for Computing Machinery. ACM acknowledges that this contribution was authored or co-authored by an employee, contractor or affiliate of the United States government. As such, the United States Government retains a nonexclusive, royalty-free right to publish or reproduce this article, or to allow others to do so, for Government purposes only.

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    • Published: 27 May 2018

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