Fault Detection and Diagnosis for Sensor in Complex Control System Based on KPCA

The Fault detection and diagnosis for sensors are important for the performance of the complex control system seriously. The kernel principal component analysis (KPCA) effectively captures the nonlinear relationship of the process variables, which computes principal component in high-dimensional fea...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:Applied Mechanics and Materials Ročník 623; číslo Engineering Research and Designing for Industry; s. 202 - 210
Hlavní autori: Wang, Qiu Yan, Xu, Ping, Wang, Kai, Wang, You Cai
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Zurich Trans Tech Publications Ltd 01.08.2014
Predmet:
Control systems
Fault detection
Fault diagnosis
Faults
Kernels
Nonlinearity
Sensors
Statistics
Kernel Principal Component Analysis (KPCA)
Fault Detection
Diagnosis
Complex Control System
Sensor
ISBN:9783038352228, 3038352225
ISSN:1660-9336, 1662-7482, 1662-7482
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract The Fault detection and diagnosis for sensors are important for the performance of the complex control system seriously. The kernel principal component analysis (KPCA) effectively captures the nonlinear relationship of the process variables, which computes principal component in high-dimensional feature space by means of integral operators and nonlinear kernel functions. The KPCA method is used in diagnosing for four common sensor faults. At first its fault is detected by Q statistic; secondly its fault is identified by T2 contribution percent change. The simulation and the practical result show the KPCA method has good performance on complex control system in sensor fault detection and diagnosis.
AbstractList The Fault detection and diagnosis for sensors are important for the performance of the complex control system seriously. The kernel principal component analysis (KPCA) effectively captures the nonlinear relationship of the process variables, which computes principal component in high-dimensional feature space by means of integral operators and nonlinear kernel functions. The KPCA method is used in diagnosing for four common sensor faults. At first its fault is detected by Q statistic; secondly its fault is identified by T2 contribution percent change. The simulation and the practical result show the KPCA method has good performance on complex control system in sensor fault detection and diagnosis.
Author Wang, Qiu Yan
Wang, Kai
Xu, Ping
Wang, You Cai
Author_xml – givenname: Qiu Yan
  surname: Wang
  fullname: Wang, Qiu Yan
  organization: Xi’an High-Tech Research Institute
– givenname: Ping
  surname: Xu
  fullname: Xu, Ping
  email: Hcwxp@sohu.com
  organization: Xi’an High-Tech Research Institute
– givenname: Kai
  surname: Wang
  fullname: Wang, Kai
  organization: Xi’an High-Tech Research Institute
– givenname: You Cai
  surname: Wang
  fullname: Wang, You Cai
  email: wangyoycai@126.com
  organization: Xi’an Research Institute of Hi-tec
BookMark eNqNkdFqFDEUhoNWsK19h4Ag3sw0OZlkMjfiumur2GKheh1i5oymzCbbJMvatzftCkqvenUu8p-PP-c7IgchBiTkDWdtx0Cf7na7NjuPofjJuzZgOV1cXrYKRAsMnpFDrhQ0fafhOTkZei2Y0EICgD54eGPNIIR6SY5yvmFMdbzTh-TqzG7nQldY0BUfA7VhpCtvf4aYfaZTTPQaQ67DB7qM682Mv-sMJcWZXt_lgmv6wWYcad39crVcvCIvJjtnPPk7j8n3s4_flp-ai6_nn5eLi8YJ1kGjuUTR4yi040xMg8Te1brOsn5iagSJFqVTTrNpGNQPBlaPA9a_KoBeA4pj8nbP3aR4u8VczNpnh_NsA8ZtNlwBY33PuKzR14-iN3GbQm1nuJRSgNAD1NS7fcqlmHPCyWySX9t0Zzgz9wJMFWD-CTBVgKkCTC1lqoAKWD0COF_s_VFLsn5-Oub9HlO3Qr2v-_Vf3ach_gD42qy8
CitedBy_id crossref_primary_10_3390_electronics11111755
Cites_doi 10.1016/S0925-2312(03)00433-8
10.1016/j.compchemeng.2004.02.036
10.1016/j.ces.2003.09.012
10.1162/089976698300017467
10.1080/10789669.2006.10391187
10.2514/3.21542
ContentType Journal Article
Copyright 2014 Trans Tech Publications Ltd
Copyright Trans Tech Publications Ltd. Aug 2014
Copyright_xml – notice: 2014 Trans Tech Publications Ltd
– notice: Copyright Trans Tech Publications Ltd. Aug 2014
DBID AAYXX
CITATION
7SR
7TB
8BQ
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
BENPR
BFMQW
BGLVJ
CCPQU
D1I
DWQXO
FR3
HCIFZ
JG9
KB.
KR7
L6V
M7S
PDBOC
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
7SC
JQ2
L7M
L~C
L~D
DOI 10.4028/www.scientific.net/AMM.623.202
DatabaseName CrossRef
Engineered Materials Abstracts
Mechanical & Transportation Engineering Abstracts
METADEX
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central
Continental Europe Database
ProQuest Technology Collection
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central Korea
Engineering Research Database
SciTech Premium Collection
Materials Research Database
Materials Science Database
Civil Engineering Abstracts
ProQuest Engineering Collection
Engineering Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
Computer and Information Systems Abstracts
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
DatabaseTitle CrossRef
Materials Research Database
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Mechanical & Transportation Engineering Abstracts
Materials Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Engineered Materials Abstracts
ProQuest Engineering Collection
ProQuest Central Korea
Materials Science Database
ProQuest Central (New)
Engineering Collection
ProQuest Materials Science Collection
Civil Engineering Abstracts
Engineering Database
ProQuest One Academic Eastern Edition
ProQuest Technology Collection
Continental Europe Database
ProQuest SciTech Collection
METADEX
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest One Academic (New)
Computer and Information Systems Abstracts – Academic
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
DatabaseTitleList Materials Research Database

Civil Engineering Abstracts
CrossRef
Database_xml – sequence: 1
  dbid: KB.
  name: Materials Science Database
  url: http://search.proquest.com/materialsscijournals
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Statistics
EISSN 1662-7482
EndPage 210
ExternalDocumentID 3410376471
10_4028_www_scientific_net_AMM_623_202
GroupedDBID .DC
4.4
6J9
8FE
8FG
ABHXD
ABJCF
ABJNI
ABUWG
ACGFO
ACGFS
ACIWK
AFFHD
AFKRA
ALMA_UNASSIGNED_HOLDINGS
BENPR
BFMQW
BGLVJ
BPHCQ
CCPQU
CZ9
D1I
DB1
DKFMR
EBS
EJD
HCIFZ
KB.
KC.
L6V
M7S
P2P
PDBOC
PHGZM
PHGZT
PQGLB
PQQKQ
PROAC
PTHSS
RNS
RTP
AAYXX
ABDNZ
ACYGS
CITATION
7SR
7TB
8BQ
8FD
DWQXO
FR3
JG9
KR7
PKEHL
PQEST
PQUKI
PRINS
7SC
JQ2
L7M
L~C
L~D
PUEGO
ID FETCH-LOGICAL-c3042-815e37ed38c103f95e7c383ca07f06d25eae5c6c80f996b02a8d9e623622782e3
IEDL.DBID M7S
ISBN 9783038352228
3038352225
ISSN 1660-9336
1662-7482
IngestDate Thu Oct 02 08:15:57 EDT 2025
Fri Jul 25 11:50:19 EDT 2025
Tue Nov 18 22:32:17 EST 2025
Sat Nov 29 03:37:28 EST 2025
Fri Dec 05 20:30:25 EST 2025
IsPeerReviewed true
IsScholarly true
Issue Engineering Research and Designing for Industry
Keywords Kernel Principal Component Analysis (KPCA)
Fault Detection
Diagnosis
Complex Control System
Sensor
Language English
License https://www.scientific.net/PolicyAndEthics/PublishingPolicies
https://www.scientific.net/license/TDM_Licenser.pdf
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c3042-815e37ed38c103f95e7c383ca07f06d25eae5c6c80f996b02a8d9e623622782e3
Notes Selected, peer reviewed papers from the 2013 International Conference on Mechatronics and Materials Engineering (ICMME 2013), May 25-27, 2013, Qiqihar, China
ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
PQID 1555323892
PQPubID 2029177
PageCount 9
ParticipantIDs proquest_miscellaneous_1620077015
proquest_journals_1555323892
crossref_primary_10_4028_www_scientific_net_AMM_623_202
crossref_citationtrail_10_4028_www_scientific_net_AMM_623_202
transtech_journals_10_4028_www_scientific_net_AMM_623_202
PublicationCentury 2000
PublicationDate 20140801
PublicationDateYYYYMMDD 2014-08-01
PublicationDate_xml – month: 08
  year: 2014
  text: 20140801
  day: 01
PublicationDecade 2010
PublicationPlace Zurich
PublicationPlace_xml – name: Zurich
PublicationTitle Applied Mechanics and Materials
PublicationYear 2014
Publisher Trans Tech Publications Ltd
Publisher_xml – name: Trans Tech Publications Ltd
References 681682
681681
681684
681683
681686
681685
681687
681679
681678
681680
References_xml – ident: 681684
  doi: 10.1016/S0925-2312(03)00433-8
– ident: 681687
  doi: 10.1016/j.compchemeng.2004.02.036
– ident: 681680
– ident: 681683
– ident: 681686
  doi: 10.1016/j.ces.2003.09.012
– ident: 681679
– ident: 681678
– ident: 681682
  doi: 10.1162/089976698300017467
– ident: 681685
  doi: 10.1080/10789669.2006.10391187
– ident: 681681
  doi: 10.2514/3.21542
SSID ssj0064148
ssj0001378456
Score 1.9527318
Snippet The Fault detection and diagnosis for sensors are important for the performance of the complex control system seriously. The kernel principal component...
SourceID proquest
crossref
transtech
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 202
SubjectTerms Control systems
Fault detection
Fault diagnosis
Faults
Kernels
Nonlinearity
Sensors
Statistics
Title Fault Detection and Diagnosis for Sensor in Complex Control System Based on KPCA
URI https://www.scientific.net/AMM.623.202
https://www.proquest.com/docview/1555323892
https://www.proquest.com/docview/1620077015
Volume 623
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Continental Europe Database
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: false
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: BFMQW
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/conteurope
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Engineering Database
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: false
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: M7S
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: http://search.proquest.com
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Materials Science Database
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: false
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: KB.
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/materialsscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 20200630
  omitProxy: false
  ssIdentifier: ssj0064148
  issn: 1660-9336
  databaseCode: BENPR
  dateStart: 20040901
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVJCC
  databaseName: Ebook Central - Academic Complete
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 99999999
  omitProxy: false
  ssIdentifier: ssj0001378456
  issn: 1660-9336
  databaseCode: ADVEM
  dateStart: 0
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/libraries/academic/ebooks/
  providerName: ProQuest Ebooks
– providerCode: PRVJCC
  databaseName: Ebook Central - Science & Technology Ebook Subscription
  isbn: 9783038352228
  customDbUrl:
  eissn: 1662-7482
  dateEnd: 99999999
  omitProxy: false
  ssIdentifier: ssj0001378456
  issn: 1660-9336
  databaseCode: GEOUK
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.proquest.com/libraries/academic/ebooks/
  providerName: ProQuest Ebooks
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LaxsxEB6apPRx6DvUbWpUKL0p3YeklQ6l2I7dgolrmgZyE7JWCwazTuJ16c_vSFo_eimBnsSyq9XujDQvjb4B-CCrSklhHUXPK6NsxjOquBHUCqlEWiXMFmUoNlFMJvLqSk3bgNuqTavcyMQgqMul9THyT6j3eI76RWVfrm-orxrld1fbEhoHcORREtKQunexi7HkhWQeKyZKZsHSUE0rFSKh6MgLf9YjyYMNkvGIxrO9lg_gI0oUdK9k-Kh4PtGn74SYQe_8_BQtB3Qws7812s5Mfdh4beOhWPc01ujp__7rM3jS2qqkFyfXc7jn6hfweA_B8CVMR2a9aMiZa0JKV01MXZKzmL43XxG0iMkFOsrYzGviZc_C_SaDmB5PIlo66aMiLQn2HU8HvVdwORr-HHyjbZEGan0khMqUu7xwZS5tmuSV4q6wSEJrkqJKRJlxZxy3wsqkQtdqlmRGlsoh6YQ_hJu5_BgO62XtXgNhJvWy2Tic3UwYoWaMG2WYrHKj0E_rwOcNobVtEcx9IY2FRk_GM0ojRfWOURoZpZFRGkfTyKgOFNv-1xHL4849TzaM0u0aX-kdlzrwfnsbV6ffcjG1W67xGeFjwQXaXB1Q2_mw9447Df_m38O_hUdoxrGYlngCh83t2r2D-_ZXM1_dduGoP5xMf2D7dfj9ctyFg3H_tBsWyh8tSxRp
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3Nb9MwFH8aG2Jw4BtRGGAk4BZI7MSxDxMq7cqmrqUSm7Sb5zqOVKlKx5Ly8U_xN_IcJ225oF124BRFieMk_vm997PfB8AbkedScGMDZF40iKcJDWSieWC4kDzKw9ikWV1sIh2PxdmZnGzB7zYWxrlVtjKxFtTZwrg18g-o9xKG-kXSjxffAlc1yu2utiU0PCyG9tcPpGzl_lEfx_ctpYODk95h0FQVCIyj7oGIEstSmzFhopDlMrGpQZpmdJjmIc9oYrVNDDcizJELTEOqRSYtWgncRY1Sy_C5N2DH7XehINj5fPDldLhe1WGpiF12Gq8LeBzV9bsizsNAMsZddEnIaquHJj7_z-pc3IJ3KMOQ0In6N_iISOcwVK9SdEej9_gWSGnp3zp0bRjvVk6_ueSvGzpycO9_-7v34W5jjZOunz4PYMsWD-HORo7GRzAZ6OW8In1b1U5rBdFFRvreQXFWErT5yVdblHiYFcRJ17n9SXo-AID4fPDkE5oKGcG2w0mv-xhOr-WTnsB2sSjsUyCxjpz20Rbnb8w1l9M40VLHImdaIhPtwH47sMo0OdpdqZC5Qq7mgKFwBNUaGAqBoRAYCntTCIwOpKv2Fz5byZVb7rXAUI0UK9UaFR14vbqM8sdtKunCLpZ4D3er3SlalR2QK_xtPONK3T_7d_evYPfwZHSsjo_Gw-dwG43W2Dth7sF2dbm0L-Cm-V7NysuXzYQkcH7dKP0D--9sgg
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%3Ajournal&rft.genre=article&rft.atitle=Fault+Detection+and+Diagnosis+for+Sensor+in+Complex+Control+System+Based+on+KPCA&rft.jtitle=Applied+mechanics+and+materials&rft.au=Xu%2C+Ping&rft.au=Wang%2C+You+Cai&rft.au=Wang%2C+Kai&rft.au=Wang%2C+Qiu+Yan&rft.date=2014-08-01&rft.issn=1662-7482&rft.eissn=1662-7482&rft.volume=623&rft.spage=202&rft.epage=210&rft_id=info:doi/10.4028%2Fwww.scientific.net%2FAMM.623.202&rft.externalDBID=n%2Fa&rft.externalDocID=10_4028_www_scientific_net_AMM_623_202
thumbnail_s http://cvtisr.summon.serialssolutions.com/2.0.0/image/custom?url=https%3A%2F%2Fwww.scientific.net%2FImage%2FTitleCover%2F3411%3Fwidth%3D600