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Surveying uncertainty representation: a unified model for cyber-physical systems

Mäkelburg, Johannes ; Perez-Palacin, Diego 1; Mirandola, Raffaela 1; Acosta, Maribel
1 Institut für Informationssicherheit und Verlässlichkeit (KASTEL), Karlsruher Institut für Technologie (KIT)

Abstract:

Cyber-Physical Systems (CPS) operate in dynamic environments, leading to different types of uncertainty that affect their design, operation, and reliability. This work provides a comprehensive review of uncertainty representations and categorizes them based on the dimensions used to represent uncertainty. Through this categorization, key gaps and limitations in existing approaches are identified, such as inconsistent terminology, the lack of systematic differentiation between CPS components, and the absence of explicit consideration of autonomy in CPS. To address these issues, a Conceptual Model of Uncertainty Representations in CPS is introduced, which unifies the terminology used in existing frameworks while introducing missing categories specifically tailored to CPS. Our model incorporates distinctions between cyber, physical, and platform components, as well as between autonomous and non-autonomous subsystems, offering a more precise characterization of uncertainty. Its applicability is demonstrated through examples from the automotive domain, showing its effectiveness in capturing and structuring uncertainty in real-world scenarios. ... mehr


Verlagsausgabe §
DOI: 10.5445/IR/1000192687
Veröffentlicht am 28.04.2026
Originalveröffentlichung
DOI: 10.1007/s00607-026-01657-6
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Informationssicherheit und Verlässlichkeit (KASTEL)
Publikationstyp Zeitschriftenaufsatz
Publikationsmonat/-jahr 05.2026
Sprache Englisch
Identifikator ISSN: 0010-485X, 1436-5057
KITopen-ID: 1000192687
Erschienen in Computing
Verlag Springer
Band 108
Heft 5
Seiten 68
Vorab online veröffentlicht am 21.04.2026
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