메뉴 건너뛰기




Volumn 74, Issue 18, 2011, Pages 3865-3876

Self adaptive growing neural network classifier for faults detection and diagnosis

Author keywords

Classification; Discrete wavelet transform; Fault detection; Fault diagnosis; Gaussian functions; Neural networks

Indexed keywords

ADVANCED SIGNAL PROCESSING; CHEMICAL PROCESS; CLASSIFICATION METHODS; DETECTION AND DIAGNOSIS; DISCRETE WAVELETS; ERROR FUNCTION; FAULT DETECTION AND DIAGNOSIS; FAULTS DETECTION; GAUSSIAN FUNCTIONS; GAUSSIANS; INDUSTRIAL SYSTEMS; INTELLIGENT TECHNIQUES; MACHINE AVAILABILITY; MACHINE MONITORING; MAINTENANCE COST; MECHANICAL FAULTS; NEURAL NETWORK CLASSIFIER; REAL SIGNALS; ROTARY ELEMENTS; SELF-ADAPTIVE; STOPPING CRITERION; TRAINING AND TESTING; TRAINING DATA; TRAINING TECHNIQUES;

EID: 80053303819     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2011.08.001     Document Type: Article
Times cited : (82)

References (55)
  • 3
    • 0038385003 scopus 로고
    • Fault detection and diagnosis in chemical and petrochemical processes
    • Elsevier, Amsterdam
    • Himmelblau D.M. Fault detection and diagnosis in chemical and petrochemical processes. Chemical Engineering Mono- graphs 1978, vol. 8. Elsevier, Amsterdam.
    • (1978) Chemical Engineering Mono- graphs , vol.8
    • Himmelblau, D.M.1
  • 4
    • 0032632045 scopus 로고    scopus 로고
    • Helicopter gearbox fault detection: a neural network based approach
    • Dellomo M.R. Helicopter gearbox fault detection: a neural network based approach. J. Vib. Acoust. 1999, 121(3):265-272.
    • (1999) J. Vib. Acoust. , vol.121 , Issue.3 , pp. 265-272
    • Dellomo, M.R.1
  • 5
    • 2142674803 scopus 로고    scopus 로고
    • Applications of Artificial Intelligence in Machine Condition Monitoring
    • Ph.D. Thesis, Department of Electrical Engineering and Electronics, the University of Liverpool.
    • L.B. Jack, Applications of Artificial Intelligence in Machine Condition Monitoring, Ph.D. Thesis, Department of Electrical Engineering and Electronics, the University of Liverpool, 2000.
    • (2000)
    • Jack, L.B.1
  • 7
    • 0024905756 scopus 로고
    • A neural network methodology for process fault diagnosis
    • Venkatasubramanian V., Chan K. A neural network methodology for process fault diagnosis. AIChE J. 1989, 35:1993-2002.
    • (1989) AIChE J. , vol.35 , pp. 1993-2002
    • Venkatasubramanian, V.1    Chan, K.2
  • 10
    • 0028427743 scopus 로고
    • Diagnosis of multiple simultaneous fault via hierarchical artificial neural networks
    • Watanabe K., Hirota S., Hou L., Himmelblau D.M. Diagnosis of multiple simultaneous fault via hierarchical artificial neural networks. AIChE J. 1994, 40:839-848.
    • (1994) AIChE J. , vol.40 , pp. 839-848
    • Watanabe, K.1    Hirota, S.2    Hou, L.3    Himmelblau, D.M.4
  • 12
    • 0345566447 scopus 로고    scopus 로고
    • Fault diagnosis using support vector machine with an application in sheet metal stamping operations
    • Ge G., Du R., Zhang G.C., Xu Y.S. Fault diagnosis using support vector machine with an application in sheet metal stamping operations. Mech. Syst. Signal Process. 2004, 18:143-159.
    • (2004) Mech. Syst. Signal Process. , vol.18 , pp. 143-159
    • Ge, G.1    Du, R.2    Zhang, G.C.3    Xu, Y.S.4
  • 13
    • 0034248819 scopus 로고    scopus 로고
    • Fault diagnosis in power plant using neural network
    • Simani S., Fantuzzi C. Fault diagnosis in power plant using neural network. Inf. Sci. 2000, 127:126-136.
    • (2000) Inf. Sci. , vol.127 , pp. 126-136
    • Simani, S.1    Fantuzzi, C.2
  • 14
    • 84859753613 scopus 로고    scopus 로고
    • Model-based statistical signal processing and decision theoretic approaches to monitoring
    • Proceedings of the IFAC Symposium on Fault Detection, Supervision and Safety for Technical Process, Proceedings SAFEPROCESS, Washington, USA.
    • M. Basseville, Model-based statistical signal processing and decision theoretic approaches to monitoring, in: Proceedings of the IFAC Symposium on Fault Detection, Supervision and Safety for Technical Process, Proceedings SAFEPROCESS, Washington, USA, 2003.
    • (2003)
    • Basseville, M.1
  • 15
    • 0015112782 scopus 로고
    • A fast Fourier transform for high-speed signal processing
    • Corinthios M.J. A fast Fourier transform for high-speed signal processing. IEEE Trans. Comput. 1971, C-20:843-846.
    • (1971) IEEE Trans. Comput. , vol.C20 , pp. 843-846
    • Corinthios, M.J.1
  • 16
    • 0018982701 scopus 로고
    • Time-frequency representation of digital signals and system based on short-time Fourier analysis
    • Portnoff M. Time-frequency representation of digital signals and system based on short-time Fourier analysis. IEEE Trans. Acoust. Speech Signal Process. ASSP 1980, 28:55-69.
    • (1980) IEEE Trans. Acoust. Speech Signal Process. ASSP , vol.28 , pp. 55-69
    • Portnoff, M.1
  • 17
    • 85002772774 scopus 로고    scopus 로고
    • Arcing fault detection using wavelet transform
    • Supervision and Safety of Technical Processes, Proceedings SAFEPROCESS, Washington, USA.
    • S. Lesecq, A. Barraud, Arcing fault detection using wavelet transform, In: Proceedings of the 5th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, Proceedings SAFEPROCESS, Washington, USA, 2003.
    • (2003) Proceedings of the 5th IFAC Symposium on Fault Detection.
    • Lesecq, S.1    Barraud, A.2
  • 18
    • 38649101533 scopus 로고    scopus 로고
    • Energy and entropy-based feature extraction for location fault on transmission lines using neural network and wavelet packet decomposition
    • Ekici S., Yildirim S., Poyraz M. Energy and entropy-based feature extraction for location fault on transmission lines using neural network and wavelet packet decomposition. Expert Syst. Appl. 2008, 34:2937-2944.
    • (2008) Expert Syst. Appl. , vol.34 , pp. 2937-2944
    • Ekici, S.1    Yildirim, S.2    Poyraz, M.3
  • 19
    • 7244258874 scopus 로고    scopus 로고
    • Wavelet-based neural network for power disturbance recognition and classifi{ligature}cation
    • Gaing Z.L. Wavelet-based neural network for power disturbance recognition and classifi{ligature}cation. IEEE Trans. Power Delivery 2004, 19:1560-1568.
    • (2004) IEEE Trans. Power Delivery , vol.19 , pp. 1560-1568
    • Gaing, Z.L.1
  • 20
    • 33749517904 scopus 로고    scopus 로고
    • Detection of shorted-turns in the rotor winding of cylindrical synchronous using discrete wavelet transform
    • APEC'06, Dallas.
    • Y.J. Kim, J.M. Kim, S.H. Lee, T.U. Jung, Detection of shorted-turns in the rotor winding of cylindrical synchronous using discrete wavelet transform, in: Proceedings of Applied Power Electronics Conference and Exposition, APEC'06, Dallas, 2006, pp. 1582-1586.
    • (2006) Proceedings of Applied Power Electronics Conference and Exposition. , pp. 1582-1586
    • Kim, Y.J.1    Kim, J.M.2    Lee, S.H.3    Jung, T.U.4
  • 21
    • 56349113017 scopus 로고    scopus 로고
    • Driver identifi{ligature}cation based on voice signal using continuous wavelet transform and artifi{ligature}cial neural network techniques
    • Wu J.D., Ye S.H. Driver identifi{ligature}cation based on voice signal using continuous wavelet transform and artifi{ligature}cial neural network techniques. Expert Syst. Appl. 2009, 36(2):1061-1069.
    • (2009) Expert Syst. Appl. , vol.36 , Issue.2 , pp. 1061-1069
    • Wu, J.D.1    Ye, S.H.2
  • 22
    • 0030285961 scopus 로고    scopus 로고
    • Discrete wavelet analysis of power system transients
    • Wilkinson W.A., Cox M.D. Discrete wavelet analysis of power system transients. IEEE Trans. Power Delivery 1996, 11(4):2038-2044.
    • (1996) IEEE Trans. Power Delivery , vol.11 , Issue.4 , pp. 2038-2044
    • Wilkinson, W.A.1    Cox, M.D.2
  • 23
    • 0346306460 scopus 로고    scopus 로고
    • Application o f the wavelet transform in machine condition monitoring and fault diagnostics
    • Peng Z.K., Chu F.L. Application o f the wavelet transform in machine condition monitoring and fault diagnostics. Mech. Syst. Signal Process. 2004, 18:199-221.
    • (2004) Mech. Syst. Signal Process. , vol.18 , pp. 199-221
    • Peng, Z.K.1    Chu, F.L.2
  • 26
    • 30844469510 scopus 로고    scopus 로고
    • Vibration-based fault diagnosis of pump using fuzzy technique
    • Wang J., Hu H. Vibration-based fault diagnosis of pump using fuzzy technique. Measurement 2006, 39:176-185.
    • (2006) Measurement , vol.39 , pp. 176-185
    • Wang, J.1    Hu, H.2
  • 27
    • 33846850208 scopus 로고    scopus 로고
    • Intelligenqt condition monitoring of a gearbox using artificial neural network
    • Rafi{ligature}ee J., Arvani F., Harifi{ligature} A., Sadeghi M.H. Intelligenqt condition monitoring of a gearbox using artificial neural network. Mech. Syst. Signal Process. 2007, 21:1746-1754.
    • (2007) Mech. Syst. Signal Process. , vol.21 , pp. 1746-1754
    • Rafiee, J.1    Arvani, F.2    Harifi, A.3    Sadeghi, M.H.4
  • 28
    • 0029407140 scopus 로고
    • Automated fault detection and accommodation: a learning system approach
    • Polycarpou M.M., Helmicki A.J. Automated fault detection and accommodation: a learning system approach. IEEE Trans. Syst. Man Cybern. 1995, 25(11):1447-1458.
    • (1995) IEEE Trans. Syst. Man Cybern. , vol.25 , Issue.11 , pp. 1447-1458
    • Polycarpou, M.M.1    Helmicki, A.J.2
  • 30
    • 0024861871 scopus 로고
    • Approximation by superposition of a sigmoidal function
    • Cybenko G. Approximation by superposition of a sigmoidal function. Math. Control Signals Syst 1989, 2:303-314.
    • (1989) Math. Control Signals Syst , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 31
    • 33644614517 scopus 로고    scopus 로고
    • A GMDH neural network-based approach to robust fault diagnosis: application to the DAMADICS benchmark problem
    • Witczak M., Korbicz J., Mrugalski M., Patton R.J. A GMDH neural network-based approach to robust fault diagnosis: application to the DAMADICS benchmark problem. Control Eng. Pract. 2006, 14:671-683.
    • (2006) Control Eng. Pract. , vol.14 , pp. 671-683
    • Witczak, M.1    Korbicz, J.2    Mrugalski, M.3    Patton, R.J.4
  • 32
    • 84880855074 scopus 로고    scopus 로고
    • Self-adaptive neural networks based on a Poisson approach for knowledge discovery
    • W. Haiying, Z. Huiru, A. Francisco, Self-adaptive neural networks based on a Poisson approach for knowledge discovery, in: Proceeedings of the IJCAI 2007, 2007, pp. 1101-1106.
    • (2007) Proceeedings of the IJCAI 2007. , pp. 1101-1106
    • Haiying, W.1    Huiru, Z.2    Francisco, A.3
  • 34
    • 54049093297 scopus 로고    scopus 로고
    • Adaptive growing-and-pruning neural network control for a linear piezoelectric ceramic motor
    • Chun-Fei H. Adaptive growing-and-pruning neural network control for a linear piezoelectric ceramic motor. Eng. Appl. Artif. Intell. 2008, 21:1153-1163.
    • (2008) Eng. Appl. Artif. Intell. , vol.21 , pp. 1153-1163
    • Chun-Fei, H.1
  • 35
  • 37
    • 33947363928 scopus 로고    scopus 로고
    • Induction machine condition monitoring using neural network modeling
    • Su H., Chong K.T. Induction machine condition monitoring using neural network modeling. IEEE Trans. Ind. Electron. 2007, 54(1):241-249.
    • (2007) IEEE Trans. Ind. Electron. , vol.54 , Issue.1 , pp. 241-249
    • Su, H.1    Chong, K.T.2
  • 39
    • 0025206332 scopus 로고    scopus 로고
    • Probabilistic neural networks
    • Specht D.F. Probabilistic neural networks. Neural Networks 1999, 3:109-118.
    • (1999) Neural Networks , vol.3 , pp. 109-118
    • Specht, D.F.1
  • 40
    • 0033899269 scopus 로고    scopus 로고
    • Diagnosis of rolling element bearing faults using radial basis functions
    • Jack L.B., Nandi A.K., McCormick A.C. Diagnosis of rolling element bearing faults using radial basis functions. Appl. Signal Process. 1999, 25-32.
    • (1999) Appl. Signal Process. , pp. 25-32
    • Jack, L.B.1    Nandi, A.K.2    McCormick, A.C.3
  • 42
    • 77956989258 scopus 로고    scopus 로고
    • Wavelet Theory and Applications, Literature Study, Eindhoven University of Technology
    • Department of Mechanical Engineering, Control Systems Technology Group
    • R. Merry, M. Steinbuch, Wavelet Theory and Applications, Literature Study, Eindhoven University of Technology, Department of Mechanical Engineering, Control Systems Technology Group, 2005.
    • (2005)
    • Merry, R.1    Steinbuch, M.2
  • 47
    • 80053339291 scopus 로고    scopus 로고
    • Intelligent condition monitoring of rotary machine by mean of self adaptive growing neural network
    • Proceeedings of the IEEE-MED, Korfu, Greece.
    • M. Barakat, F. Druaux, D. Lefebvre, M. Khalil, O. Mustapha, Intelligent condition monitoring of rotary machine by mean of self adaptive growing neural network, in: Proceeedings of the IEEE-MED, Korfu, Greece, 2011.
    • (2011)
    • Barakat, M.1    Druaux, F.2    Lefebvre, D.3    Khalil, M.4    Mustapha, O.5
  • 50
    • 0027561446 scopus 로고
    • A plant-wide industrial control problem
    • Downs J.J., Vogel E.F. A plant-wide industrial control problem. Comput. Chem. Eng. 1993, 17:245-255.
    • (1993) Comput. Chem. Eng. , vol.17 , pp. 245-255
    • Downs, J.J.1    Vogel, E.F.2
  • 51
    • 12144260517 scopus 로고    scopus 로고
    • Autonomous learning algorithm for fully connected recurrent networks
    • Leclercq E., Druaux F., Lefebvre D., Zerkaoui S. Autonomous learning algorithm for fully connected recurrent networks. Neurocomputing 2005, 63:25-44.
    • (2005) Neurocomputing , vol.63 , pp. 25-44
    • Leclercq, E.1    Druaux, F.2    Lefebvre, D.3    Zerkaoui, S.4
  • 52
    • 84927739521 scopus 로고    scopus 로고
    • Multivariable adaptive control for non-linear systems: application to the Tennessee Eastman Challenge Process
    • Kos, Greece.
    • S. Zerkaoui, F. Druaux, E. Leclercq, D. Lefebvre, Multivariable adaptive control for non-linear systems: application to the Tennessee Eastman Challenge Process, in: Proceeding of the ECC, Kos, Greece, 2007.
    • (2007) Proceeding of the ECC.
    • Zerkaoui, S.1    Druaux, F.2    Leclercq, E.3    Lefebvre, D.4
  • 54
    • 78751557281 scopus 로고    scopus 로고
    • Input-Output Classification Mapping for the fault detection, identification and accommodation
    • Proceedings of the IEEE-SMC, Istanbul, Turkey.
    • M. Barakat, D. Lefebvre, M. Khalil, O. Mustapha, F. Druaux, Input-Output Classification Mapping for the fault detection, identification and accommodation, in Proceedings of the IEEE-SMC, Istanbul, Turkey, 2010.
    • (2010)
    • Barakat, M.1    Lefebvre, D.2    Khalil, M.3    Mustapha, O.4    Druaux, F.5
  • 55
    • 63849304306 scopus 로고    scopus 로고
    • Fault detection algorithm using DCS method combined with filters bank derived from the wavelet transform
    • Mustapha O., Khalil M., Hoblos G., Chafouk H., Lefebvre D. Fault detection algorithm using DCS method combined with filters bank derived from the wavelet transform. Int. J. Innovative Comput. Inf. Control 2009, (5):1313-1327.
    • (2009) Int. J. Innovative Comput. Inf. Control , Issue.5 , pp. 1313-1327
    • Mustapha, O.1    Khalil, M.2    Hoblos, G.3    Chafouk, H.4    Lefebvre, D.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.