Study on the prediction of Remaining Useful Life of large equipment based on the similarity metric of Health Index
The concept of Prognostic and Health Management (PHM) on machinery attracts a lot of attention during these years, as a key technique of PHM, the prediction of Remaining Useful Life (RUL) of equipment is well studied. As a method with reasonable assumption, Health Index (HI) is successfully applied...
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Published in | 2010 International Conference on Mechanic Automation and Control Engineering pp. 2255 - 2258 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | Chinese English |
Published |
IEEE
01.06.2010
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Subjects | |
Online Access | Get full text |
ISBN | 9781424477371 1424477379 |
DOI | 10.1109/MACE.2010.5535348 |
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Abstract | The concept of Prognostic and Health Management (PHM) on machinery attracts a lot of attention during these years, as a key technique of PHM, the prediction of Remaining Useful Life (RUL) of equipment is well studied. As a method with reasonable assumption, Health Index (HI) is successfully applied in RUL prediction. However, in the scenario of large mechanical equipment, there are some disadvantages in tradition HI method. So the notion of Core State is raised and some improvements are introduced, and furthermore, a unified framework for the RUL prediction of large equipment, which mainly based on similarity metric of HI, is then presented. Finally, the proposed idea was carried out through a real-data experiment. The result indicated the signification effect of Core State in RUL prediction and verified the validity of the framework as well. |
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AbstractList | The concept of Prognostic and Health Management (PHM) on machinery attracts a lot of attention during these years, as a key technique of PHM, the prediction of Remaining Useful Life (RUL) of equipment is well studied. As a method with reasonable assumption, Health Index (HI) is successfully applied in RUL prediction. However, in the scenario of large mechanical equipment, there are some disadvantages in tradition HI method. So the notion of Core State is raised and some improvements are introduced, and furthermore, a unified framework for the RUL prediction of large equipment, which mainly based on similarity metric of HI, is then presented. Finally, the proposed idea was carried out through a real-data experiment. The result indicated the signification effect of Core State in RUL prediction and verified the validity of the framework as well. |
Author | Li Zhang Bo Wang Xuliang He |
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Snippet | The concept of Prognostic and Health Management (PHM) on machinery attracts a lot of attention during these years, as a key technique of PHM, the prediction of... |
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SubjectTerms | Health Index Helium Machinery Management information systems Prognostic Prognostics and health management Project management Remaining Useful Life Similarity Metric Systems engineering and theory |
Title | Study on the prediction of Remaining Useful Life of large equipment based on the similarity metric of Health Index |
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