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Volumn 69, Issue 5-8, 2013, Pages 1685-1699

Nonparametric time series modelling for industrial prognostics and health management

Author keywords

Feature extraction; Health indicator; Health state detection; Prognostics; Trend construction

Indexed keywords

ARTIFICIAL INTELLIGENCE; DEGRADATION; EXTRACTION; FEATURE EXTRACTION; HEALTH; MACHINERY; NASA; REGRESSION ANALYSIS; SIGNAL PROCESSING;

EID: 84887618999     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-013-5065-z     Document Type: Article
Times cited : (50)

References (41)
  • 1
    • 34047140504 scopus 로고    scopus 로고
    • Entropy based anomaly detection applied to space shuttle main engines
    • Agogino A, Tumer K (2006) Entropy based anomaly detection applied to space shuttle main engines. IEEE aerospace conference
    • (2006) IEEE Aerospace Conference
    • Agogino, A.1    Tumer, K.2
  • 3
    • 84878016226 scopus 로고    scopus 로고
    • Feature evaluation for effective bearing prognostics
    • Article first published online: 16 Mar 2012. doi: 10.1002/qre.1396
    • Camci F, Medjaher K, Zerhouni N, Nectoux P (2012) Feature evaluation for effective bearing prognostics. Quality and reliability engineering international 29. Article first published online: 16 Mar 2012. doi: 10.1002/qre.1396
    • (2012) Quality and Reliability Engineering International , vol.29
    • Camci, F.1    Medjaher, K.2    Zerhouni, N.3    Nectoux, P.4
  • 4
    • 0038364840 scopus 로고    scopus 로고
    • Multidimensional condition monitoring of mechanical systems in operation
    • 10.1006/mssp.2002.1573
    • Cempel C (2003) Multidimensional condition monitoring of mechanical systems in operation. Mech Syst Signal Process 17:1291-1303
    • (2003) Mech Syst Signal Process , vol.17 , pp. 1291-1303
    • Cempel, C.1
  • 6
    • 10844255653 scopus 로고    scopus 로고
    • Trends extraction and analysis for complex system monitoring and decision support
    • 10.1016/j.engappai.2004.08.023
    • Charbonnier S, Garcia-Beltan C, Cadet C, Gentil S (2005) Trends extraction and analysis for complex system monitoring and decision support. Eng Appl Artif Intel 18:21-36
    • (2005) Eng Appl Artif Intel , vol.18 , pp. 21-36
    • Charbonnier, S.1    Garcia-Beltan, C.2    Cadet, C.3    Gentil, S.4
  • 8
    • 34250702688 scopus 로고    scopus 로고
    • Novelty detection based machine health prognostics
    • Filev DP, Tseng F (2006) Novelty detection based machine health prognostics. Int Symp Evolving Fuzzy Syst 193-199
    • (2006) Int Symp Evolving Fuzzy Syst , pp. 193-199
    • Filev, D.P.1    Tseng, F.2
  • 12
    • 58049190180 scopus 로고    scopus 로고
    • Rotating machinery prognostics: State of the art, challenges and opportunities
    • 10.1016/j.ymssp.2008.06.009
    • Heng A, Zhang S, Tan ACC, Mathew J (2009) Rotating machinery prognostics: state of the art, challenges and opportunities. Mech Syst Signal Process 23:724-739
    • (2009) Mech Syst Signal Process , vol.23 , pp. 724-739
    • Heng, A.1    Zhang, S.2    Tan, A.C.C.3    Mathew, J.4
  • 13
    • 0031674597 scopus 로고    scopus 로고
    • Statistical analysis of sound and vibration signals for monitoring rolling element bearing condition
    • 10.1016/S0003-682X(97)00018-2
    • Heng R, Nor M (1998) Statistical analysis of sound and vibration signals for monitoring rolling element bearing condition. Appl Acoust 53:211-226
    • (1998) Appl Acoust , vol.53 , pp. 211-226
    • Heng, R.1    Nor, M.2
  • 14
    • 5444236478 scopus 로고    scopus 로고
    • The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    • 1631591 10.1098/rspa.1998.0193
    • Huang NE, Shen Z, Long SR, Wu MC, Shih HH, Zheng Q, Yen NC, Tung CC, Liu HH (1998) The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. Proc R Soc London 454:903-995
    • (1998) Proc R Soc London , vol.454 , pp. 903-995
    • Huang, N.E.1    Shen, Z.2    Long, S.R.3    Wu, M.C.4    Shih, H.H.5    Zheng, Q.6    Yen, N.C.7    Tung, C.C.8    Liu, H.H.9
  • 15
    • 84887628351 scopus 로고    scopus 로고
    • ISO, Condition Monitoring and Diagnostics of Machines - Prognostics part 1: General Guidelines, (2004) In: ISO13381-1:2004(E). Volume: ISO/IEC Directives Part 2, Page 14
    • ISO, Condition Monitoring and Diagnostics of Machines - Prognostics part 1: General Guidelines, (2004) In: ISO13381-1:2004(E). Volume: ISO/IEC Directives Part 2, Page 14
  • 16
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • 10.1016/j.ymssp.2005.09.012
    • Jardine AKS, Lin D, Banjevic D (2006) A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mech Syst Signal Process 20:1483-1510
    • (2006) Mech Syst Signal Process , vol.20 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 17
  • 20
    • 33646202517 scopus 로고    scopus 로고
    • System health monitoring and prognostics: A review of current paradigms and practices
    • 10.1007/s00170-004-2131-6
    • Kothamasu R, Huang SH, VerDuin WH (2006) System health monitoring and prognostics: a review of current paradigms and practices. Int J Adv Manuf Technol 28:1012-1024
    • (2006) Int J Adv Manuf Technol , vol.28 , pp. 1012-1024
    • Kothamasu, R.1    Huang, S.H.2    Verduin, W.H.3
  • 21
    • 84862232350 scopus 로고    scopus 로고
    • Fault features extraction for bearing prognostics
    • Li R, Sopon P, He D (2012) Fault features extraction for bearing prognostics. J Intell Manuf 313-321
    • (2012) J Intell Manuf , pp. 313-321
    • Li, R.1    Sopon, P.2    He, D.3
  • 22
    • 84861911833 scopus 로고    scopus 로고
    • Remaining useful life estimation of critical components with application to bearings
    • 10.1109/TR.2012.2194175
    • Medjaher K, Tobon-Mejia D, Zerhouni N (2012) Remaining useful life estimation of critical components with application to bearings. IEEE Trans Reliab 61:292-302
    • (2012) IEEE Trans Reliab , vol.61 , pp. 292-302
    • Medjaher, K.1    Tobon-Mejia, D.2    Zerhouni, N.3
  • 23
    • 78650490727 scopus 로고    scopus 로고
    • A probabilistic description scheme for rotating machinery health evaluation
    • 10.1007/s12206-010-0908-0
    • Miao Q, Wang D, Pecht M (2010) A probabilistic description scheme for rotating machinery health evaluation. J Mech Sci Technol 24:2421-2430
    • (2010) J Mech Sci Technol , vol.24 , pp. 2421-2430
    • Miao, Q.1    Wang, D.2    Pecht, M.3
  • 24
    • 79955787404 scopus 로고    scopus 로고
    • Nonlinear relation mining for maintenance prediction
    • doi: 10.1109/AERO.2011.5747581
    • Mosallam A, Byttner S, Svensson MTR (2011) Nonlinear relation mining for maintenance prediction. IEEE aerospace conference, pp 1-9. doi: 10.1109/AERO.2011.5747581
    • (2011) IEEE Aerospace Conference , pp. 1-9
    • Mosallam, A.1    Byttner, S.2    Mtr, S.3
  • 25
    • 78049391906 scopus 로고    scopus 로고
    • Fault severity estimation in rotating mechanical systems using feature based fusion and self-organizing maps
    • Moshou D, Kateris D, Sawalhi N, Loutridis S, Gravalos I (2010) Fault severity estimation in rotating mechanical systems using feature based fusion and self-organizing maps. Artificial Neural Networks, pp 410-413
    • (2010) Artificial Neural Networks , pp. 410-413
    • Moshou, D.1    Kateris, D.2    Sawalhi, N.3    Loutridis, S.4    Gravalos, I.5
  • 27
    • 33947210318 scopus 로고    scopus 로고
    • Online tracking of bearing wear using wavelet packet decomposition and probabilistic modeling: A method for bearing prognostics
    • 10.1016/j.jsv.2007.01.001
    • Ocak H, Loparo KA, Discenzo FM (2007) Online tracking of bearing wear using wavelet packet decomposition and probabilistic modeling: a method for bearing prognostics. J Sound Vib 302:951-961
    • (2007) J Sound Vib , vol.302 , pp. 951-961
    • Ocak, H.1    Loparo, K.A.2    Discenzo, F.M.3
  • 29
    • 60149085988 scopus 로고    scopus 로고
    • Prognostics methods for battery health monitoring using a Bayesian framework
    • 10.1109/TIM.2008.2005965
    • Saha B, Goebel K, Poll S, Christophersen J (2009) Prognostics methods for battery health monitoring using a Bayesian framework. IEEE Trans Instrum Meas 58:291-296
    • (2009) IEEE Trans Instrum Meas , vol.58 , pp. 291-296
    • Saha, B.1    Goebel, K.2    Poll, S.3    Christophersen, J.4
  • 33
    • 79955480781 scopus 로고    scopus 로고
    • Monitoring, fault detection and operation prediction of MSW incinerators using multivariate statistical methods
    • 10.1016/j.wasman.2011.02.005
    • Tavares G, Zsigraiova Z, Semiao V, da Graca Carvalho M (2011) Monitoring, fault detection and operation prediction of MSW incinerators using multivariate statistical methods. Waste Manag 31:1635-1644
    • (2011) Waste Manag , vol.31 , pp. 1635-1644
    • Tavares, G.1    Zsigraiova, Z.2    Semiao, V.3    Da Graca Carvalho, M.4
  • 34
    • 84861942802 scopus 로고    scopus 로고
    • A data-driven failure prognostics method based on mixture of Gaussians hidden Markov models
    • 10.1109/TR.2012.2194177
    • Tobon-Mejia D, Medjaher K, Zerhouni N, Tripot G (2012) A data-driven failure prognostics method based on mixture of Gaussians hidden Markov models. IEEE Trans Reliab 61:491-503
    • (2012) IEEE Trans Reliab , vol.61 , pp. 491-503
    • Tobon-Mejia, D.1    Medjaher, K.2    Zerhouni, N.3    Tripot, G.4
  • 36
    • 77958041293 scopus 로고    scopus 로고
    • Current status of machine prognostics in condition-based maintenance: A review
    • 10.1007/s00170-009-2482-0
    • Ying P, Ming D, Ming JZ (2010) Current status of machine prognostics in condition-based maintenance: a review. Int J Adv Manuf Technol, 50:297-313
    • (2010) Int J Adv Manuf Technol , vol.50 , pp. 297-313
    • Ying, P.1    Ming, D.2    Ming, J.Z.3    Tripot, G.4
  • 38
    • 0028752726 scopus 로고
    • Function estimation for multiple indices trend analysis using self-organizing mapping
    • Zhang S (1994) Function estimation for multiple indices trend analysis using self-organizing mapping. IEEE symposium on emerging technologies and factory automation, pp 160-165
    • (1994) IEEE Symposium on Emerging Technologies and Factory Automation , pp. 160-165
    • Zhang, S.1
  • 41
    • 70449517374 scopus 로고    scopus 로고
    • Intelligent diagnosis and prognosis of tool wear using dominant feature identification
    • Zhou JH, Pang CK, Lewis FL, Zhong ZW (2009) Intelligent diagnosis and prognosis of tool wear using dominant feature identification. IEEE Trans Ind Inform 454-464
    • (2009) IEEE Trans Ind Inform , pp. 454-464
    • Zhou, J.H.1    Pang, C.K.2    Lewis, F.L.3    Zhong, Z.W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.