Certification Game for the Safety Analysis of AI-Based CPS

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Current certification procedures aim at establishing trust in manufacturers of artificial intelligence/machine learning based cyber-physical systems. The certification process usually requires the manufacturer to demonstrate excellence in following safety engineering standards and regulations throughout the holistic system’s engineering process. This paper touches on the need for real-world performance monitoring performed by the certifier to ensure that the operational system does not deviate from the specifications. We propose an interactive cooperative process between the manufacturer and certifier which aims at verifying conformance and consistency between the specifications and the operational model while preserving the manufacturer’s competitive advantage.

Original languageEnglish (US)
Title of host publicationComputer Safety, Reliability, and Security. SAFECOMP 2021 Workshops - DECSoS, MAPSOD, DepDevOps, USDAI, and WAISE, Proceedings
EditorsIbrahim Habli, Mark Sujan, Simos Gerasimou, Erwin Schoitsch, Friedemann Bitsch
PublisherSpringer Science and Business Media Deutschland GmbH
Pages297-310
Number of pages14
ISBN (Print)9783030839055
DOIs
StatePublished - 2021
Externally publishedYes
Event40th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2021 held in conjunction with Workshops on DECSoS, MAPSOD, DepDevOps, USDAI and WAISE 2021 - Virtual, Online
Duration: Sep 7 2021Sep 10 2021

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12853 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference40th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2021 held in conjunction with Workshops on DECSoS, MAPSOD, DepDevOps, USDAI and WAISE 2021
CityVirtual, Online
Period9/7/219/10/21

Keywords

  • AI-based cyber-physical systems
  • Certification
  • Game theory
  • Operational safety

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Computer Science(all)

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