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Volumn 36, Issue 5, 2009, Pages 9378-9387

Multi-step ahead direct prediction for the machine condition prognosis using regression trees and neuro-fuzzy systems

Author keywords

ANFIS; CART; Direct prediction methodology; Long term time series prediction; Machine fault prognosis

Indexed keywords

FUZZY INFERENCE; FUZZY LOGIC; METHANE; TIME SERIES;

EID: 60849139057     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2009.01.007     Document Type: Article
Times cited : (116)

References (28)
  • 2
    • 33744987633 scopus 로고    scopus 로고
    • Condition based maintenance system technology - where is development heading
    • Barcelona: AMS
    • Bengtsson, M. (2004). Condition based maintenance system technology - where is development heading. In Proceeding of the 17th European maintenance congress. Barcelona: AMS.
    • (2004) Proceeding of the 17th European maintenance congress
    • Bengtsson, M.1
  • 4
    • 34249988665 scopus 로고
    • Extracting qualitative dynamics from experimental data
    • Broomhead D.S. Extracting qualitative dynamics from experimental data. Physica D 20 2-3 (1986) 217-236
    • (1986) Physica D , vol.20 , Issue.2-3 , pp. 217-236
    • Broomhead, D.S.1
  • 5
    • 34548753353 scopus 로고    scopus 로고
    • Prognostics and health management - a data-driven approach to supporting the F-35 lightning II
    • IEEE, Motana
    • Brown E.R., McCollom N.N., Moore E., and Hess A. Prognostics and health management - a data-driven approach to supporting the F-35 lightning II. 2007 IEEE aerospace conference digest (2007), IEEE, Motana 1-12
    • (2007) 2007 IEEE aerospace conference digest , pp. 1-12
    • Brown, E.R.1    McCollom, N.N.2    Moore, E.3    Hess, A.4
  • 6
    • 0001874436 scopus 로고    scopus 로고
    • Practical method for determining the minimum embedding dimension of a scalar time series
    • Cao L. Practical method for determining the minimum embedding dimension of a scalar time series. Physica D 110 1-2 (1997) 43-50
    • (1997) Physica D , vol.110 , Issue.1-2 , pp. 43-50
    • Cao, L.1
  • 7
    • 34548696055 scopus 로고
    • Independent coordinates for strange attractors from mutual information
    • Fraser A.M., and Swinney H.L. Independent coordinates for strange attractors from mutual information. Physical Review A 33 2 (1986) 1134-1140
    • (1986) Physical Review A , vol.33 , Issue.2 , pp. 1134-1140
    • Fraser, A.M.1    Swinney, H.L.2
  • 8
    • 33749663808 scopus 로고    scopus 로고
    • Residual life prediction for ball bearings based on self-organizing map and back propagation neural network methods
    • Huang R., Xi L., Li X., Liu R., Qiu H., and Lee J. Residual life prediction for ball bearings based on self-organizing map and back propagation neural network methods. Mechanical Systems and Signal Processing 21 1 (2007) 193-207
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.1 , pp. 193-207
    • Huang, R.1    Xi, L.2    Li, X.3    Liu, R.4    Qiu, H.5    Lee, J.6
  • 9
    • 0030134942 scopus 로고    scopus 로고
    • Fuzzy neural networks and application to the FBC process
    • Ikonen, E., & Najim, K. (1996). Fuzzy neural networks and application to the FBC process. In IEE proceeding control theory application (Vol. 143, no. 3, pp. 259-269).
    • (1996) IEE proceeding control theory application , vol.143 , Issue.3 , pp. 259-269
    • Ikonen, E.1    Najim, K.2
  • 10
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-network-based fuzzy inference system
    • Jang J.S.R. ANFIS: Adaptive-network-based fuzzy inference system. IEEE Transaction System, Man, and Cybernetics 23 3 (1993) 665-685
    • (1993) IEEE Transaction System, Man, and Cybernetics , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 11
    • 0035043372 scopus 로고    scopus 로고
    • Mutual information analysis of the EEG in patients with Alzheimer's disease
    • Jeong J., Gore J.C., and Peterson B.S. Mutual information analysis of the EEG in patients with Alzheimer's disease. Clinical Neurophysiology 112 5 (2001) 827-835
    • (2001) Clinical Neurophysiology , vol.112 , Issue.5 , pp. 827-835
    • Jeong, J.1    Gore, J.C.2    Peterson, B.S.3
  • 12
    • 25144480349 scopus 로고    scopus 로고
    • Direct and recursive prediction of time series using mutual information selection
    • Ji Y., Hao J., Reyhani N., and Lendasse A. Direct and recursive prediction of time series using mutual information selection. Lecture Notes in Computer Science 3512/2005 (2005) 1010-1017
    • (2005) Lecture Notes in Computer Science , vol.3512-2005 , pp. 1010-1017
    • Ji, Y.1    Hao, J.2    Reyhani, N.3    Lendasse, A.4
  • 13
    • 35949006791 scopus 로고
    • Determining embedding dimension for phase-space reconstruction using a geometrical construction
    • Kennel M.B., Brown R., and Abarbanel H.D.I. Determining embedding dimension for phase-space reconstruction using a geometrical construction. Physical Review A 45 6 (1992) 3403-3411
    • (1992) Physical Review A , vol.45 , Issue.6 , pp. 3403-3411
    • Kennel, M.B.1    Brown, R.2    Abarbanel, H.D.I.3
  • 17
    • 26544461279 scopus 로고
    • Reconstruction expansion as a geometry-based framework for choosing proper delay time
    • Rosenstein M.T., Collins J.J., and Luca C.J.D. Reconstruction expansion as a geometry-based framework for choosing proper delay time. Physica D 73 1-2 (1994) 82-89
    • (1994) Physica D , vol.73 , Issue.1-2 , pp. 82-89
    • Rosenstein, M.T.1    Collins, J.J.2    Luca, C.J.D.3
  • 18
    • 27144463656 scopus 로고    scopus 로고
    • A fuzzy BP approach for diagnosis and prognosis of bearing faults in induction motors
    • California: IEEE
    • Satish, B., & Sarma, N. D. R. (2005). A fuzzy BP approach for diagnosis and prognosis of bearing faults in induction motors. In IEEE power engineering society general meeting (pp. 2291-2294). California: IEEE.
    • (2005) IEEE power engineering society general meeting , pp. 2291-2294
    • Satish, B.1    Sarma, N.D.R.2
  • 21
    • 34548170754 scopus 로고    scopus 로고
    • Methodology for long-term prediction of time series
    • Sorjamaa A., Hao J., Reyhani N., Ji Y., and Lendasse A. Methodology for long-term prediction of time series. Neurocomputing 70 16-18 (2007) 2861-2869
    • (2007) Neurocomputing , vol.70 , Issue.16-18 , pp. 2861-2869
    • Sorjamaa, A.1    Hao, J.2    Reyhani, N.3    Ji, Y.4    Lendasse, A.5
  • 22
    • 51749106572 scopus 로고    scopus 로고
    • Time series prediction as a problem of missing values: Application to ESTSP and NN3 competition benchmarks
    • Florida: IJCNN
    • Sorjamaa, A., & Lendasse, A. (2007). Time series prediction as a problem of missing values: Application to ESTSP and NN3 competition benchmarks. In International joint conference on neural networks (pp. 2948-2953). Florida: IJCNN.
    • (2007) International joint conference on neural networks , pp. 2948-2953
    • Sorjamaa, A.1    Lendasse, A.2
  • 23
    • 41649101903 scopus 로고    scopus 로고
    • Machine condition prognosis based on regression trees and one-step-ahead prediction
    • Tran V.T., Yang B.S., Oh M.S., and Tan A.C.C. Machine condition prognosis based on regression trees and one-step-ahead prediction. Mechanical Systems and Signal Processing 22 5 (2008) 1179-1193
    • (2008) Mechanical Systems and Signal Processing , vol.22 , Issue.5 , pp. 1179-1193
    • Tran, V.T.1    Yang, B.S.2    Oh, M.S.3    Tan, A.C.C.4
  • 28
    • 23044479306 scopus 로고    scopus 로고
    • Dynamic modeling and wear-based remaining useful life prediction of high power clutch systems
    • Watson M., Byington C., Edwards D., and Amin S. Dynamic modeling and wear-based remaining useful life prediction of high power clutch systems. Tribology Transactions 48 2 (2005) 208-217
    • (2005) Tribology Transactions , vol.48 , Issue.2 , pp. 208-217
    • Watson, M.1    Byington, C.2    Edwards, D.3    Amin, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.