From PREVENTion to REACTion: Enhancing Failure Resolution in Naval Systems Article Swipe

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Maria Teresa Rossi , Leonardo Mariani , Oliviero Riganelli ·

YOU? · · 2025 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2508.15584

Complex and large industrial systems often misbehave, for instance, due to wear, misuse, or faults. To cope with these incidents, it is important to timely detect their occurrences, localize the sources of the problems, and implement the appropriate countermeasures. This paper reports our experience with a state-of-the-art failure prediction method, PREVENT, and its extension with a troubleshooting module, REACT, applied to naval systems developed by Fincantieri. Our results show how to integrate anomaly detection with troubleshooting procedures. We conclude by discussing a lesson learned, which may help deploy and extend these analyses to other industrial products.

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2508.15584
PDF: https://arxiv.org/pdf/2508.15584
OA Status: green
OpenAlex ID: https://openalex.org/W4416051234

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OpenAlex ID: https://openalex.org/W4416051234

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DOI: https://doi.org/10.48550/arxiv.2508.15584

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Title: From PREVENTion to REACTion: Enhancing Failure Resolution in Naval Systems

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Type: preprint

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Language: en

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Publication year: 2025

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Publication date: 2025-08-21

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Authors: Maria Teresa Rossi, Leonardo Mariani, Oliviero Riganelli

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Landing page: https://arxiv.org/abs/2508.15584

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PDF URL: https://arxiv.org/pdf/2508.15584

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Open access: Yes

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OA status: green

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OA URL: https://arxiv.org/pdf/2508.15584

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Cited by: 0

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