Enhancing high pressure pulsation test bench performance: a machine learning approach to failure condition tracking

Abstract The high-pressure pulsation test (HPPT) bench is used to test the functionality and resilience of components under high pressure and pulsation. In highly automated machining systems, it is vital to reduce the number of unplanned machine downtimes due to equipment failure, as these can lead...

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Bibliographic Details
Main Authors: Aslı Aksoy, Ömer Haki
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-99488-6
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