Fuzzy Logic Applied to System Monitors

System monitors are applications used to monitor other systems (often mission critical) and take corrective actions upon a system failure. Rather than reactively take action after a failure, the potential of fuzzy logic to anticipate and proactively take corrective actions is explored here. Failures...

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Veröffentlicht in:IEEE access 2021, Vol.9, p.56523-56538
Hauptverfasser: Khan, Noel, Elizondo, David A., Deka, Lipika, Molina-Cabello, Miguel A.
Format: Artikel
Sprache:eng
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Zusammenfassung:System monitors are applications used to monitor other systems (often mission critical) and take corrective actions upon a system failure. Rather than reactively take action after a failure, the potential of fuzzy logic to anticipate and proactively take corrective actions is explored here. Failures adversely affect a system's non-functional qualities (e.g., availability, reliability, and usability) and may result in a variety of losses such as data, productivity, or safety losses. The detection and prevention of failures necessarily improves a critical system's non-functional qualities and avoids losses. The paper is self-contained and reviews set and logic theory, fuzzy inference systems (FIS), explores parameterization, and tests the neighborhood of rule thresholds to evaluate the potential for anticipating failures. Results demonstrate detectable gradients in FIS state spaces and means fuzzy logic based system monitors can anticipate rule violations or system failures.
ISSN:2169-3536
2169-3536
DOI:10.1109/ACCESS.2021.3072239