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.
Rossi, M., Mariani, L., Riganelli, O. (2025). From PREVENTion to REACTion: Enhancing Failure Resolution in Naval Systems. In 2025 IEEE 36th International Symposium on Software Reliability Engineering Workshops (ISSREW) (pp.83-88). IEEE COMPUTER SOC [10.1109/ISSREW67781.2025.00050].
From PREVENTion to REACTion: Enhancing Failure Resolution in Naval Systems
Rossi, M T;Mariani, L;Riganelli, O
2025
Abstract
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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