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Towards an extension of Fault Trees in the Predictive Maintenance Scenario

2024/03/20 by Roberta De Fazio, De Fazio, Roberta, S. Marrone +7
Computer Science · Engineering · #Advanced Computational Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)

paper · pdf · doi:10.48550/arxiv.2403.13785

openalex publication_date 2024/03/20 · openalex created_date 2024/03/22 · openalex updated_date 2026/07/28

Abstract

One of the most appreciated features of Fault Trees (FTs) is their simplicity, making them fit into industrial processes. As such processes evolve in time, considering new aspects of large modern systems, modelling techniques based on FTs have adapted to these needs. This paper proposes an extension of FTs to take into account the problem of Predictive Maintenance, one of the challenges of the modern dependability field of study. The paper sketches the Predictive Fault Tree language and proposes some use cases to support their modelling and analysis in concrete industrial settings.

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