Abstract
In this research we present the state of the art in prognostics and health management, demonstrating opportunities and challenges in designing and implementing prognostic models via three case studies. The remaining useful life prediction for Li-ion batteries utilising data analysis is shown to be within 5% accuracy and in fusion prognostic instance 3-5% accuracy when applied to subsea cables. Empirical data gathered in electromagnetic relay lifecycle analysis demonstrated how low rate sampling can classify failure modes with abnormal resistance spikes representing a precursor, 1.5 million actuations, prior to failure. Results demonstrate that due to the agile nature of PHM models and their accuracy, PHM will be vital to resilient and sustainable complex systems.
Original language | English |
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Title of host publication | Safety and Reliability. Theory and Applications |
Subtitle of host publication | 27th European Safety and Reliability Conference, ESREL 2017 |
Editors | Marko Čepin, Radim Briš |
Pages | 897-904 |
Number of pages | 8 |
ISBN (Electronic) | 9781315210469 |
DOIs | |
Publication status | Published - 1 Jan 2017 |
Externally published | Yes |
Event | 27th European Safety and Reliability Conference 2017 - Portoroz, Slovenia Duration: 18 Jun 2017 → 22 Jun 2017 http://esrel2017.org/ |
Conference
Conference | 27th European Safety and Reliability Conference 2017 |
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Country/Territory | Slovenia |
City | Portoroz |
Period | 18/06/17 → 22/06/17 |
Internet address |