메뉴 건너뛰기




Volumn 34, Issue 1-2, 2013, Pages 277-297

Discriminant diffusion maps analysis: A robust manifold learner for dimensionality reduction and its applications in machine condition monitoring and fault diagnosis

Author keywords

Condition based maintenance (CBM); Diffusion maps; Dimensionality reduction; Discriminant kernel scheme; Fault diagnosis; Manifold learning

Indexed keywords

CONDITION-BASED MAINTENANCE; DIFFUSION MAPS; DIMENSIONALITY REDUCTION; DISCRIMINANT KERNEL SCHEME; MANIFOLD LEARNING;

EID: 84870255869     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2012.04.021     Document Type: Article
Times cited : (64)

References (49)
  • 1
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • A.K.S. Jardine, D. Lin, and D. Banjevic A review on machinery diagnostics and prognostics implementing condition-based maintenance Mech. Syst. Sig. Process. 20 7 2006 1483 1510
    • (2006) Mech. Syst. Sig. Process. , vol.20 , Issue.7 , pp. 1483-1510
    • Jardine, A.K.S.1    Lin, D.2    Banjevic, D.3
  • 2
    • 0142061487 scopus 로고    scopus 로고
    • E-manufacturing - Fundamental, tools, and transformation
    • J. Lee E-manufacturing - fundamental, tools, and transformation Rob. Comput. Integr. Manuf. 19 6 2003 501 507
    • (2003) Rob. Comput. Integr. Manuf. , vol.19 , Issue.6 , pp. 501-507
    • Lee, J.1
  • 3
    • 33746216902 scopus 로고    scopus 로고
    • Intelligent prognostics tools and e-maintenance
    • DOI 10.1016/j.compind.2006.02.014, PII S0166361506000522
    • J. Lee, J. Ni, D. Djurdjanovic, H. Qiu, and H. Liao Intelligent prognostics tools and e-maintenance Comput. Ind. 57 6 2006 476 489 (Pubitemid 44093746)
    • (2006) Computers in Industry , vol.57 , Issue.6 , pp. 476-489
    • Lee, J.1    Ni, J.2    Djurdjanovic, D.3    Qiu, H.4    Liao, H.5
  • 4
    • 0035049111 scopus 로고    scopus 로고
    • On the dimensionality curse and the self-similarity blessing
    • F. Korn, B.U. Pagel, and C. Faloutsos On the dimensionality curse and the self-similarity blessing IEEE Trans. Knowl. Data Eng. 13 1 2001 96 111
    • (2001) IEEE Trans. Knowl. Data Eng. , vol.13 , Issue.1 , pp. 96-111
    • Korn, F.1    Pagel, B.U.2    Faloutsos, C.3
  • 7
    • 0028416938 scopus 로고
    • Independent component analysis, A new concept?
    • P. Comon Independent component analysis, A new concept? Signal Proc. 36 3 1994 287 314
    • (1994) Signal Proc. , vol.36 , Issue.3 , pp. 287-314
    • Comon, P.1
  • 8
    • 0034136037 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis of complex valued signals
    • E. Bingham, and A. Hyvarinen A fast fixed-point algorithm for independent component analysis of complex valued signals Int. J. Neural Syst 10 1 2000 1 8
    • (2000) Int. J. Neural Syst , vol.10 , Issue.1 , pp. 1-8
    • Bingham, E.1    Hyvarinen, A.2
  • 9
    • 10244259183 scopus 로고    scopus 로고
    • PCA-based feature selection scheme for machine defect classification
    • A. Malhi, and R.X. Gao PCA-based feature selection scheme for machine defect classification, IEEE Trans. Instrum. Meas. 53 6 2004 1517 1525
    • (2004) IEEE Trans. Instrum. Meas. , vol.53 , Issue.6 , pp. 1517-1525
    • Malhi, A.1    Gao, R.X.2
  • 10
    • 41549169072 scopus 로고    scopus 로고
    • Vibration-based damage detection in an aircraft wing scaled model using principal component analysis and pattern recognition
    • I. Trendafilova, M.P. Cartmell, and W. Ostachowicz Vibration-based damage detection in an aircraft wing scaled model using principal component analysis and pattern recognition J. Sound Vib. 313 3-5 2008 560 566
    • (2008) J. Sound Vib. , vol.313 , Issue.35 , pp. 560-566
    • Trendafilova, I.1    Cartmell, M.P.2    Ostachowicz, W.3
  • 11
    • 56249137558 scopus 로고    scopus 로고
    • Machine condition monitoring using principal component representations
    • Q. He, R. Yan, F. Kong, and R. Du Machine condition monitoring using principal component representations Mech. Syst. Sig. Process. 23 2 2009 446 466
    • (2009) Mech. Syst. Sig. Process. , vol.23 , Issue.2 , pp. 446-466
    • He, Q.1    Yan, R.2    Kong, F.3    Du, R.4
  • 12
    • 34047269125 scopus 로고    scopus 로고
    • Detection of signal transients using independent component analysis and its application in gearbox condition monitoring
    • DOI 10.1016/j.ymssp.2006.09.003, PII S0888327006001889
    • Q. He, Z. Feng, and F. Kong Detection of signal transients using independent component analysis and its application in gearbox condition monitoring Mech. Syst. Sig. Process. 21 5 2007 2056 2071 (Pubitemid 46550762)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.5 , pp. 2056-2071
    • He, Q.1    Feng, Z.2    Kong, F.3
  • 13
    • 56449100423 scopus 로고    scopus 로고
    • Dimensionality reduction based on ICA for regression problems
    • N. Kwak, C. Kim, and H. Kim Dimensionality reduction based on ICA for regression problems Neurocomputing 71 13-15 2008 2596 2603
    • (2008) Neurocomputing , vol.71 , Issue.1315 , pp. 2596-2603
    • Kwak, N.1    Kim, C.2    Kim, H.3
  • 14
    • 17944381217 scopus 로고    scopus 로고
    • An efficient approach to machine health diagnosis based on harmonic wavelet packet transform
    • DOI 10.1016/j.rcim.2004.10.005, PII S0736584504001115, 14th International Conference on Flexible Automation and Intelligent Manufacturing
    • R. Yan, and R.X. Gao An efficient approach to machine health diagnosis based on harmonic wavelet packet transform Rob. Comput. Integr. Manuf. 21 4-5 2005 291 301 (Pubitemid 40597234)
    • (2005) Robotics and Computer-Integrated Manufacturing , vol.21 , Issue.4-5 , pp. 291-301
    • Yan, R.1    Gao, R.X.2
  • 17
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear Component Analysis as a Kernel Eigenvalue Problem
    • B. Scholkopf, A. Smola, and K.R. Muller Nonlinear component analysis as a kernel eigenvalue problem Neural Comput. 10 5 1998 1299 1319 (Pubitemid 128463674)
    • (1998) Neural Computation , vol.10 , Issue.5 , pp. 1299-1319
    • Scholkopf, B.1    Smola, A.2    Muller, K.-R.3
  • 19
    • 33846798101 scopus 로고    scopus 로고
    • Subspace-based gearbox condition monitoring by kernel principal component analysis
    • DOI 10.1016/j.ymssp.2006.07.014, PII S0888327006001695
    • Q. He, F. Kong, and R. Yan Subspace-based gearbox condition monitoring by kernel principal component analysis Mech. Syst. Sig. Process. 21 4 2007 1755 1772 (Pubitemid 46205104)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.4 , pp. 1755-1772
    • He, Q.1    Kong, F.2    Yan, R.3
  • 20
    • 33749663808 scopus 로고    scopus 로고
    • Residual life predictions for ball bearings based on self-organizing map and back propagation neural network methods
    • DOI 10.1016/j.ymssp.2005.11.008, PII S0888327005002165
    • R. Huang, L. Xi, X. Li, C. Richard Liu, H. Qiu, and J. Lee Residual life predictions for ball bearings based on self-organizing map and back propagation neural network methods Mech. Syst. Sig. Process. 21 1 2007 193 207 (Pubitemid 44550081)
    • (2007) Mechanical Systems and Signal Processing , vol.21 , Issue.1 , pp. 193-207
    • Huang, R.1    Xi, L.2    Li, X.3    Richard Liu, C.4    Qiu, H.5    Lee, J.6
  • 21
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • DOI 10.1162/089976603321780317
    • M. Belkin, and P. Niyogi Laplacian eigenmaps for dimensionality reduction and data representation Neural Comput. 15 6 2003 1373 1396 (Pubitemid 37049796)
    • (2003) Neural Computation , vol.15 , Issue.6 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 23
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • DOI 10.1126/science.290.5500.2319
    • J.B. Tenenbaum, V. De Silva, and J.C. Langford A global geometric framework for nonlinear dimensionality reduction Science 290 5500 2000 2319 2323 (Pubitemid 32041577)
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    De Silva, V.2    Langford, J.C.3
  • 24
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • DOI 10.1126/science.290.5500.2323
    • S.T. Roweis, and L.K. Saul Nonlinear dimensionality reduction by locally linear embedding Science 290 5500 2000 2323 2326 (Pubitemid 32041578)
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 25
    • 2342517502 scopus 로고    scopus 로고
    • Think globally, fit locally: Unsupervised learning of low dimensional manifolds
    • L.K. Saul, and S.T. Rowels Think globally, fit locally: unsupervised learning of low dimensional manifolds J. Mach. Learn. Res. 4 2 2004 119 155
    • (2004) J. Mach. Learn. Res. , vol.4 , Issue.2 , pp. 119-155
    • Saul, L.K.1    Rowels, S.T.2
  • 27
    • 14544307975 scopus 로고    scopus 로고
    • Principal manifolds and nonlinear dimensionality reduction via tangent space alignment
    • DOI 10.1137/S1064827502419154
    • Z. Zhang, and H. Zha Principal manifolds and nonlinear dimensionality reduction via tangent space alignment SIAM J. Sci. Comput. 26 1 2005 313 338 (Pubitemid 40297703)
    • (2005) SIAM Journal of Scientific Computing , vol.26 , Issue.1 , pp. 313-338
    • Zhang, Z.1    Zha, H.2
  • 32
    • 67349249907 scopus 로고    scopus 로고
    • Machinery fault diagnosis using supervised manifold learning
    • Q. Jiang, M. Jia, J. Hu, and F. Xu Machinery fault diagnosis using supervised manifold learning Mech. Syst. Sig. Process. 23 7 2009 2301 2311
    • (2009) Mech. Syst. Sig. Process. , vol.23 , Issue.7 , pp. 2301-2311
    • Jiang, Q.1    Jia, M.2    Hu, J.3    Xu, F.4
  • 33
    • 33746476985 scopus 로고    scopus 로고
    • Diffusion maps and coarse-graining: A unified framework for dimensionality reduction, graph partitioning, and data set parameterization
    • DOI 10.1109/TPAMI.2006.184
    • S. Lafon, and A.B. Lee Diffusion maps and coarse-graining: a unified framework for dimensionality reduction, graph partitioning, and data set parameterization IEEE Trans. Pattern Anal. Mach. Intell. 28 9 2006 1393 1403 (Pubitemid 44132647)
    • (2006) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.28 , Issue.9 , pp. 1393-1403
    • Lafon, S.1    Lee, A.B.2
  • 37
    • 78649400333 scopus 로고    scopus 로고
    • Maximum likelihood estimation of intrinsic dimension
    • E. Levina, and P.J. Bickel Maximum likelihood estimation of intrinsic dimension Adv. Neural Inf. Proc. Syst. 17 2005 777 784
    • (2005) Adv. Neural Inf. Proc. Syst. , vol.17 , pp. 777-784
    • Levina, E.1    Bickel, P.J.2
  • 39
    • 0142025120 scopus 로고    scopus 로고
    • Data dimensionality estimation methods: A survey
    • DOI 10.1016/S0031-3203(03)00176-6
    • F. Camastra Data dimensionality estimation methods: a survey Pattern Recognit. 36 12 2003 2945 2954 (Pubitemid 37293405)
    • (2003) Pattern Recognition , vol.36 , Issue.12 , pp. 2945-2954
    • Camastra, F.1
  • 40
    • 0002405786 scopus 로고
    • On the numerical determination of the dimension of an attractor
    • F. Takens On the numerical determination of the dimension of an attractor Lect. Notes Math. 1125 1125 1985 99 106
    • (1985) Lect. Notes Math. , vol.1125 , Issue.1125 , pp. 99-106
    • Takens, F.1
  • 42
    • 67651008249 scopus 로고    scopus 로고
    • An enhanced feature extraction model using lifting-based wavelet packet transform scheme and sampling-importance-resampling analysis
    • Y. Huang, C. Liu, X.F. Zha, and Y. Li An enhanced feature extraction model using lifting-based wavelet packet transform scheme and sampling-importance-resampling analysis Mech. Syst. Sig. Process. 23 8 2009 2470 2487
    • (2009) Mech. Syst. Sig. Process. , vol.23 , Issue.8 , pp. 2470-2487
    • Huang, Y.1    Liu, C.2    Zha, X.F.3    Li, Y.4
  • 43
    • 0032388955 scopus 로고    scopus 로고
    • The lifting scheme: A construction of second generation wavelets
    • W. Sweldens The lifting scheme: a construction of second generation wavelets SIAM J. Math. Anal. 29 2 1998 511 546
    • (1998) SIAM J. Math. Anal. , vol.29 , Issue.2 , pp. 511-546
    • Sweldens, W.1
  • 44
    • 18344410543 scopus 로고    scopus 로고
    • Factoring wavelet transforms into lifting steps
    • I. Daubechies, and W. Sweldens Factoring wavelet transforms into lifting steps J. Fourier Anal. Appl. 4 3 1998 247 268
    • (1998) J. Fourier Anal. Appl. , vol.4 , Issue.3 , pp. 247-268
    • Daubechies, I.1    Sweldens, W.2
  • 45
    • 84888210159 scopus 로고    scopus 로고
    • Bearing Data Center, Case Western Reserve University, United States, Date Accessed
    • K.A. Loparo, Seeded Fault Test Data, Bearing Data Center, Case Western Reserve University, United States, Date Accessed: 2008, 〈http://www.eecs. case.edu/laboratory/bearing/〉.
    • (2008) Seeded Fault Test Data
    • Loparo, K.A.1
  • 46
    • 2942525326 scopus 로고    scopus 로고
    • Bearing fault diagnosis based on wavelet transform and fuzzy inference
    • X. Lou, and K.A. Loparo Bearing fault diagnosis based on wavelet transform and fuzzy inference Mech. Syst. Sig. Process. 18 5 2004 1077 1095
    • (2004) Mech. Syst. Sig. Process. , vol.18 , Issue.5 , pp. 1077-1095
    • Lou, X.1    Loparo, K.A.2
  • 48
    • 35649011363 scopus 로고    scopus 로고
    • A circuit framework for robust manifold learning
    • DOI 10.1016/j.neucom.2006.12.021, PII S0925231207000343, Dedicated Hardware Architectures for Intelligent Systems
    • J. Nilsson, and F. Andersson A circuit framework for robust manifold learning Neurocomputing 71 1-3 2007 323 332 (Pubitemid 350028653)
    • (2007) Neurocomputing , vol.71 , Issue.1-3 , pp. 323-332
    • Nilsson, J.1    Andersson, F.2
  • 49
    • 0034746283 scopus 로고    scopus 로고
    • A comparison between neural networks and decision trees based on data from industrial radiographic testing
    • DOI 10.1016/S0167-8655(00)00098-2, PII S0167865500000982, Machine Learning and Data Mining in Pattern Recognition
    • P. Perner, U. Zscherpel, and C. Jacobsen A comparison between neural networks and decision trees based on data from industrial radiographic testing Pattern Recognit. Lett. 22 1 2001 47 54 (Pubitemid 32161426)
    • (2001) Pattern Recognition Letters , vol.22 , Issue.1 , pp. 47-54
    • Perner, P.1    Zscherpel, U.2    Jacobsen, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.