메뉴 건너뛰기




Volumn 48, Issue 5-8, 2010, Pages 691-699

Multivariate calibration for machine health monitoring: Kernel partial least squares combined with variable selection

Author keywords

Genetic algorithms (GA); Kernel partial least squares (KPLS); Machine health monitoring; Multivariate calibration; Orthogonal signal correction (OSC)

Indexed keywords

KERNEL PARTIAL LEAST SQUARES; MACHINE HEALTH MONITORING; MULTIVARIATE CALIBRATION; ORTHOGONAL SIGNAL CORRECTION; ORTHOGONAL SIGNAL CORRECTION (OSC);

EID: 77953608984     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-009-2309-z     Document Type: Article
Times cited : (10)

References (18)
  • 1
    • 18844443408 scopus 로고    scopus 로고
    • Bearing and misalignment fault detection in induction motors by using the space vector angular fluctuation signal
    • DOI 10.1007/s00202-004-0242-6
    • M Arkan H Calis ME Taǧluk 2005 Bearing and misalignment fault detection in induction motors by using the space vector angular fluctuation signal Electrical Engineering 87 197 206 10.1007/s00202-004-0242-6 (Pubitemid 40683724)
    • (2005) Electrical Engineering , vol.87 , Issue.4 , pp. 197-206
    • Arkan, M.1    Calis, H.2    Tagluk, M.E.3
  • 2
    • 2142715263 scopus 로고    scopus 로고
    • Estimating unbalance and misalignment of a flexible rotating machine from a single run-down
    • 10.1016/j.jsv.2003.03.006
    • JK Sinha AW Lees MI Friswell 2004 Estimating unbalance and misalignment of a flexible rotating machine from a single run-down J Sound Vib 272 967 989 10.1016/j.jsv.2003.03.006
    • (2004) J Sound Vib , vol.272 , pp. 967-989
    • Sinha, J.K.1    Lees, A.W.2    Friswell, M.I.3
  • 3
    • 0242354134 scopus 로고    scopus 로고
    • Statistical process monitoring: Basics and beyond
    • 10.1002/cem.800
    • SJ Qin 2003 Statistical process monitoring: basics and beyond J Chemometr 17 480 502 10.1002/cem.800
    • (2003) J Chemometr , vol.17 , pp. 480-502
    • Qin, S.J.1
  • 4
    • 0034643075 scopus 로고    scopus 로고
    • Fault diagnosis in chemical processes using Fisher discriminant analysis, discriminant partial least squares, and principal component analysis
    • DOI 10.1016/S0169-7439(99)00061-1, PII S0169743999000611
    • LH Chiang EL Russell RD Braatz 2000 Fault diagnosis in chemical processes using Fisher discriminant analysis, discriminant partial least squares, and principal component analysis Chemometr Intell Lab Syst 50 243 252 10.1016/S0169-7439(99)00061-1 (Pubitemid 30136027)
    • (2000) Chemometrics and Intelligent Laboratory Systems , vol.50 , Issue.2 , pp. 243-252
    • Chiang, L.H.1    Russell, E.L.2    Braatz, R.D.3
  • 5
    • 18844397336 scopus 로고    scopus 로고
    • Application of latent variable methods to process control and multivariate statistical process control in industry
    • DOI 10.1002/acs.859
    • T Kourti 2005 Application of latent variable methods to process control and multivariate statistical process control in industry Int J Adapt Control Signal Process 19 213 246 1113.62147 10.1002/acs.859 2159666 (Pubitemid 40680649)
    • (2005) International Journal of Adaptive Control and Signal Processing , vol.19 , Issue.4 , pp. 213-246
    • Kourti, T.1
  • 6
    • 0038259120 scopus 로고    scopus 로고
    • Kernel partial least squares regression in reproducing Kernel Hilbert space
    • 10.1162/15324430260185556
    • R Rosipal LJ Trejo 2001 Kernel partial least squares regression in reproducing Kernel Hilbert space J Mach Learn Res 2 97 123 10.1162/ 15324430260185556
    • (2001) J Mach Learn Res , vol.2 , pp. 97-123
    • Rosipal, R.1    Trejo, L.J.2
  • 7
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • 10.1162/089976698300017467
    • B Schölkopf AJ Smola K Müller 1998 Nonlinear component analysis as a kernel eigenvalue problem Neural Computation 10 1299 1319 10.1162/089976698300017467
    • (1998) Neural Computation , vol.10 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.J.2    Müller, K.3
  • 8
    • 0345019845 scopus 로고    scopus 로고
    • Genetic algorithms applied to feature selection in PLS regression: How and when to use them
    • DOI 10.1016/S0169-7439(98)00051-3, PII S0169743998000513
    • R Leardi AL Gonzalez 1998 Genetic algorithms applied to feature selection in PLS regression: how and when to use them Chemometr Intell Lab Syst 41 195 207 10.1016/S0169-7439(98)00051-3 (Pubitemid 28348346)
    • (1998) Chemometrics and Intelligent Laboratory Systems , vol.41 , Issue.2 , pp. 195-207
    • Leardi, R.1    Lupianez Gonzalez, A.2
  • 9
    • 0034868132 scopus 로고    scopus 로고
    • Genetic algorithms in chemometrics and chemistry: A review
    • DOI 10.1002/cem.651
    • R Leardi 2001 Genetic algorithms in chemometrics and chemistry: a review J Chemometr 15 559 569 10.1002/cem.651 (Pubitemid 32799928)
    • (2001) Journal of Chemometrics , vol.15 , Issue.7 , pp. 559-569
    • Leardi, R.1
  • 10
    • 85162676194 scopus 로고
    • PLS regression methods
    • 10.1002/cem.1180020306
    • A Hoskuldsson 1988 PLS regression methods J Chemometr 2 211 228 10.1002/cem.1180020306
    • (1988) J Chemometr , vol.2 , pp. 211-228
    • Hoskuldsson, A.1
  • 11
    • 0032517819 scopus 로고    scopus 로고
    • Orthogonal signal correction of near-infrared spectra
    • DOI 10.1016/S0169-7439(98)00109-9, PII S0169743998001099
    • S Wold H Antti F Lindgren J Öhman 1998 Orthogonal signal correction of near-infrared spectra Chemometr Intell Lab Syst 44 175 185 10.1016/S0169-7439(98)00109-9 (Pubitemid 29016095)
    • (1998) Chemometrics and Intelligent Laboratory Systems , vol.44 , Issue.1-2 , pp. 175-185
    • Wold, S.1    Antti, H.2    Lindgren, F.3    Ohman, J.4
  • 12
    • 0141812475 scopus 로고    scopus 로고
    • An evaluation of orthogonal signal correction applied to calibration transfer of near infrared spectra
    • DOI 10.1016/S0169-7439(98)00112-9, PII S0169743998001129
    • J Sjoblom O Svensson M Josefson H Kullberg S Wold 1998 An evaluation of orthogonal signal correction applied to calibration transfer of near infrared spectra Chemometr Intell Lab Syst 44 229 244 10.1016/S0169-7439(98)00112-9 (Pubitemid 29016100)
    • (1998) Chemometrics and Intelligent Laboratory Systems , vol.44 , Issue.1-2 , pp. 229-244
    • Sjoblom, J.1    Svensson, O.2    Josefson, M.3    Kullberg, H.4    Wold, S.5
  • 13
    • 0033982350 scopus 로고    scopus 로고
    • On orthogonal signal correction
    • DOI 10.1016/S0169-7439(99)00045-3, PII S0169743999000453
    • T Fearn 2000 On orthogonal signal correction Chemometr Intell Lab Syst 50 47 52 10.1016/S0169-7439(99)00045-3 (Pubitemid 30019318)
    • (2000) Chemometrics and Intelligent Laboratory Systems , vol.50 , Issue.1 , pp. 47-52
    • Fearn, T.1
  • 15
    • 0026549681 scopus 로고
    • Conformation analysis of a dinucleotide photodimer with the aid of the genetic algorithm
    • 10.1002/bip.360320107
    • MJJ Blommers CB Lucasius G Kateman R Kaptein 1992 Conformation analysis of a dinucleotide photodimer with the aid of the genetic algorithm Biopolymers 32 45 52 10.1002/bip.360320107
    • (1992) Biopolymers , vol.32 , pp. 45-52
    • Blommers, M.J.J.1    Lucasius, C.B.2    Kateman, G.3    Kaptein, R.4
  • 16
    • 0000994201 scopus 로고    scopus 로고
    • Optimization and analysis of force field parameters by combination of genetic algorithms and neural networks
    • 10.1002/(SICI)1096-987X(199903)20:4<455::AID-JCC6>3.0.CO;2-1
    • J Hunger G Huttner 1999 Optimization and analysis of force field parameters by combination of genetic algorithms and neural networks J Comput Chem 20 455 471 10.1002/(SICI)1096-987X(199903)20:4<455::AID-JCC6>3.0. CO;2-1
    • (1999) J Comput Chem , vol.20 , pp. 455-471
    • Hunger, J.1    Huttner, G.2
  • 17
    • 0035852406 scopus 로고    scopus 로고
    • A hybrid classification method: Discrete canonical variate analysis using a genetic algorithm
    • DOI 10.1016/S0169-7439(00)00114-3, PII S0169743900001143
    • EK Kemsley 2001 A hybrid classification method: discrete canonical variate analysis using a genetic algorithm Chemometr Intell Lab Syst 55 39 51 10.1016/S0169-7439(00)00114-3 (Pubitemid 32143781)
    • (2001) Chemometrics and Intelligent Laboratory Systems , vol.55 , Issue.1-2 , pp. 39-51
    • Kemsley, E.K.1
  • 18
    • 0027321503 scopus 로고
    • Genetic algorithms in chemistry
    • DOI 10.1016/0169-7439(93)80028-G
    • DB Hibbert 1993 Genetic algorithms in chemistry Chemometr Intell Lab Syst 19 277 293 10.1016/0169-7439(93)80028-G (Pubitemid 23257461)
    • (1993) Chemometrics and Intelligent Laboratory Systems , vol.19 , Issue.3 , pp. 277-293
    • Hibbert, D.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.