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Open AccessReview
Review of Fuzzy Methods Application in IIoTSecurity—Challenges and Perspectives
by
Emanuel Krzysztoń
Emanuel Krzysztoń
,
Dariusz Mikołajewski
Dariusz Mikołajewski
and
Piotr Prokopowicz
Piotr Prokopowicz *
Faculty of Computer Science, Kazimierz Wielki University, 85-064 Bydgoszcz, Poland
*
Author to whom correspondence should be addressed.
Electronics 2025, 14(17), 3475; https://doi.org/10.3390/electronics14173475 (registering DOI)
Submission received: 28 July 2025
/
Revised: 20 August 2025
/
Accepted: 28 August 2025
/
Published: 29 August 2025
Abstract
Traditional methods often fail when confronted with data characterised by uncertainty, incompleteness, and dynamically evolving threats within the Industrial Internet of Things (IIoT) environment. This paper presents the role of fuzzy set methods as a response to these challenges in ensuring IIoT security. A systematic literature review reveals how fuzzy set methods contribute to supporting and enabling actions ranging from anomaly detection to risk analysis. The work focuses on fuzzy systems such as the Fuzzy Inference System (FIS) and the Adaptive Neuro-Fuzzy Inference System (ANFIS), highlighting their strengths, including their resilience to imperfect data and the intuitiveness of their rules. It also identifies challenges related to optimisation and scalability. The article outlines directions for further research, indicating the potential of fuzzy methods as a cornerstone of future, intelligent IIoT cyber defence systems, capable of effectively responding to complex and changing attack scenarios.
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MDPI and ACS Style
Krzysztoń, E.; Mikołajewski, D.; Prokopowicz, P.
Review of Fuzzy Methods Application in IIoTSecurity—Challenges and Perspectives. Electronics 2025, 14, 3475.
https://doi.org/10.3390/electronics14173475
AMA Style
Krzysztoń E, Mikołajewski D, Prokopowicz P.
Review of Fuzzy Methods Application in IIoTSecurity—Challenges and Perspectives. Electronics. 2025; 14(17):3475.
https://doi.org/10.3390/electronics14173475
Chicago/Turabian Style
Krzysztoń, Emanuel, Dariusz Mikołajewski, and Piotr Prokopowicz.
2025. "Review of Fuzzy Methods Application in IIoTSecurity—Challenges and Perspectives" Electronics 14, no. 17: 3475.
https://doi.org/10.3390/electronics14173475
APA Style
Krzysztoń, E., Mikołajewski, D., & Prokopowicz, P.
(2025). Review of Fuzzy Methods Application in IIoTSecurity—Challenges and Perspectives. Electronics, 14(17), 3475.
https://doi.org/10.3390/electronics14173475
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