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...

Full description

Saved in:
Bibliographic Details
Published in2010 International Conference on Mechanic Automation and Control Engineering pp. 2255 - 2258
Main Authors Bo Wang, Li Zhang, Xuliang He
Format Conference Proceeding
LanguageChinese
English
Published IEEE 01.06.2010
Subjects
Online AccessGet full text
ISBN9781424477371
1424477379
DOI10.1109/MACE.2010.5535348

Cover

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.
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
Author_xml – sequence: 1
  surname: Bo Wang
  fullname: Bo Wang
  email: wangbo84@gmail.com
  organization: Sch. of Software, Tsinghua Univ., Beijing, China
– sequence: 2
  surname: Li Zhang
  fullname: Li Zhang
  organization: Sch. of Software, Tsinghua Univ., Beijing, China
– sequence: 3
  surname: Xuliang He
  fullname: Xuliang He
  organization: Tang' An Coal Mine Branch, ShanXi LanHua SCI-TECH Venture CO.Ltd., Shan Xi, China
BookMark eNpVkEFPwkAQhdeoiYr8AONl_wC4090y7ZEQFBKMieKZbLuzMKZdsF0S-feUiAffZfLlvXmHdyeuwjaQEA-ghgAqf3odT6bDRHWYpjrVJrsQ_RwzMIkxiDrLLv8xwo3ot-2X6mTSBHJ1K5qPuHcHuQ0ybkjuGnJcRu5w6-U71ZYDh7X8bMnvK7lgTyejss2aJH3veVdTiLKwLbm_jpZr7gIcD7Km2HB5-piRreJGzoOjn3tx7W3VUv98e2L5PF1OZoPF28t8Ml4MOFdxYMDpwpYuUahGBZLziU8RR2BdocFnFhCstgaB0Ji8KHLs0hqgBIvOl7onHn9rmYhWu4Zr2xxW56H0ERB4XxI
ContentType Conference Proceeding
DBID 6IE
6IL
CBEJK
RIE
RIL
DOI 10.1109/MACE.2010.5535348
DatabaseName IEEE Electronic Library (IEL) Conference Proceedings
IEEE Xplore POP ALL
IEEE Xplore All Conference Proceedings
IEEE Xplore
IEEE Proceedings Order Plans (POP All) 1998-Present
DatabaseTitleList
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Xplore
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
EISBN 9781424477388
1424477395
1424477387
9781424477395
EndPage 2258
ExternalDocumentID 5535348
Genre orig-research
GroupedDBID 6IE
6IF
6IK
6IL
6IN
AAJGR
AAWTH
ADFMO
ALMA_UNASSIGNED_HOLDINGS
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CBEJK
IEGSK
IERZE
OCL
RIE
RIL
ID FETCH-LOGICAL-i90t-41d3bacd20706b7edf2f57761adb31f8a171a3a471e7449bb97acd311c1a7dfc3
IEDL.DBID RIE
ISBN 9781424477371
1424477379
IngestDate Wed Aug 27 02:49:40 EDT 2025
IsPeerReviewed false
IsScholarly false
Language Chinese
English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-i90t-41d3bacd20706b7edf2f57761adb31f8a171a3a471e7449bb97acd311c1a7dfc3
PageCount 4
ParticipantIDs ieee_primary_5535348
PublicationCentury 2000
PublicationDate 2010-June
PublicationDateYYYYMMDD 2010-06-01
PublicationDate_xml – month: 06
  year: 2010
  text: 2010-June
PublicationDecade 2010
PublicationTitle 2010 International Conference on Mechanic Automation and Control Engineering
PublicationTitleAbbrev MACE
PublicationYear 2010
Publisher IEEE
Publisher_xml – name: IEEE
SSID ssj0000452190
Score 1.456125
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...
SourceID ieee
SourceType Publisher
StartPage 2255
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
URI https://ieeexplore.ieee.org/document/5535348
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3NT8IwFG-Qkyc1YPxODx4drLRd2dEQCBoxxkDCjfTjNVmEDYEd9K-33QdG48HbtnZN0zX7vb73-72H0K0Uok8oVwEnURQwEYaBdCgYxM46IFpHCqjXO0-eo_GMPc75vIHu9loYACjIZ9Dxl0Us32Q6966yLueUU9Y_QAdum5Varb0_xacGd-BWa7eEoCKuUzpV96SKapIw7k7uB8OS2FUN-qO6SgEuoyM0qadVckreOvlOdfTnr4yN_533MWp_y_jwyx6gTlAD0hbaeObgB85S7Ew_vN74QI3_ODiz-BVWZcEIPNuCzZf4KbHgG5aeL47hPU8KehH22GfqMbbJKnEdnDmPV74-l_ZvlPIm_OCTMbbRdDScDsZBVXghSOJwFzBiqJLa9NzvIFICjO1ZLkREpFGU2L4kgkgqHayBYCxWKhauNyVEEymM1fQUNdMshTOEQ2XcedMyqbRmjDvjpwfu0O1GJprSSJ2jll-uxbpMrbGoVuri78eX6LAM3nsnyBVq7jY5XDubYKduis3wBSpkswE
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT8JAEN4gHvSkBoxv9-DRQpfd7dKjIRBUSoyBhBvZZ9IILQI96K93tw-MxoO3PraTzbbpNzvzfTMA3HHGughT4VEUBB5hvu9xi4JeaL0DJGUgNHZ652gcDKfkaUZnNXC_08JorXPymW65wzyXr1KZuVBZm1JMMenugX2L-4QWaq1dRMUVB7fwVqm3GMMsrIo6leeozGsiP2xHD71-Qe0qzf7or5LDy-AIRNXEClbJWyvbipb8_FWz8b8zPwbNbyEffNlB1Amo6aQB1o47-AHTBFrnD67WLlXjXg9MDXzVy6JlBJxutMkWcBQb7W4sHGMc6vcszglG0KGfqmxs4mVsB1iHHi5dhy7pnigETvDRlWNsgsmgP-kNvbL1gheH_tYjSGHBperYH0IgmFamYyhjAeJKYGS6HDHEMbfAphkhoRAhs6MxQhJxpozEp6CepIk-A9AXyu44DeFCSkKodX862m67rWUkMQ7EOWi45ZqviuIa83KlLv6-fAsOhpNoNB89jp8vwWGRynchkStQ364zfW09hK24yT-ML7pTtk4
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2010+International+Conference+on+Mechanic+Automation+and+Control+Engineering&rft.atitle=Study+on+the+prediction+of+Remaining+Useful+Life+of+large+equipment+based+on+the+similarity+metric+of+Health+Index&rft.au=Bo+Wang&rft.au=Li+Zhang&rft.au=Xuliang+He&rft.date=2010-06-01&rft.pub=IEEE&rft.isbn=9781424477371&rft.spage=2255&rft.epage=2258&rft_id=info:doi/10.1109%2FMACE.2010.5535348&rft.externalDocID=5535348
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781424477371/lc.gif&client=summon&freeimage=true
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781424477371/mc.gif&client=summon&freeimage=true
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=9781424477371/sc.gif&client=summon&freeimage=true