메뉴 건너뛰기




Volumn 64, Issue 12, 2015, Pages 3297-3307

Unsupervised Consensus Clustering of Acoustic Emission Time-Series for Robust Damage Sequence Estimation in Composites

Author keywords

Acoustic emission (AE); clustering fusion; composite materials; feature selection; number of cluster estimation; structural health monitoring (SHM); uncertainty quantification; unevenly spaced time series.

Indexed keywords

CARBON; CLUSTER ANALYSIS; DAMAGE DETECTION; HIDDEN MARKOV MODELS; MARKOV PROCESSES; PATTERN RECOGNITION; TIME SERIES; UNCERTAINTY ANALYSIS;

EID: 84960092018     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2015.2450354     Document Type: Article
Times cited : (57)

References (52)
  • 2
    • 84901387002 scopus 로고    scopus 로고
    • Advanced structural health monitoring of concrete structures with the aid of acoustic emission
    • Aug.
    • A. Behnia, H. K. Chai, T. Shiotani, "Advanced structural health monitoring of concrete structures with the aid of acoustic emission," Construct. Building Mater., vol. 65, pp. 282-302, Aug. 2014.
    • (2014) Construct. Building Mater. , vol.65 , pp. 282-302
    • Behnia, A.1    Chai, H.K.2    Shiotani, T.3
  • 4
    • 37249078609 scopus 로고    scopus 로고
    • Higher order statistics and independent component analysis for spectral characterization of acoustic emission signals in steel pipes
    • Dec.
    • J. J. G. de la Rosa, R. Piotrkowski, J. E. Ruzzante, "Higher order statistics and independent component analysis for spectral characterization of acoustic emission signals in steel pipes," IEEE Trans. Instrum. Meas., vol. 56, no. 6, pp. 2312-2321, Dec. 2007.
    • (2007) IEEE Trans. Instrum. Meas. , vol.56 , Issue.6 , pp. 2312-2321
    • De La Rosa, J.J.G.1    Piotrkowski, R.2    Ruzzante, J.E.3
  • 5
    • 84863412156 scopus 로고    scopus 로고
    • Rotational machine health monitoring and fault detection using EMD-based acoustic emission feature quantification
    • Apr.
    • R. Li and D. He, "Rotational machine health monitoring and fault detection using EMD-based acoustic emission feature quantification," IEEE Trans. Instrum. Meas., vol. 61, no. 4, pp. 990-1001, Apr. 2012.
    • (2012) IEEE Trans. Instrum. Meas. , vol.61 , Issue.4 , pp. 990-1001
    • Li, R.1    He, D.2
  • 6
    • 84892606331 scopus 로고    scopus 로고
    • Gearbox tooth cut fault diagnostics using acoustic emission and vibration sensors-A comparative study
    • Y. Qu, D. He, J. Yoon, B. Van Hecke, E. Bechhoefer, J. Zhu, "Gearbox tooth cut fault diagnostics using acoustic emission and vibration sensors-A comparative study," Sensors, vol. 14, no. 1, pp. 1372-1393, 2014.
    • (2014) Sensors , vol.14 , Issue.1 , pp. 1372-1393
    • Qu, Y.1    He, D.2    Yoon, J.3    Van Hecke, B.4    Bechhoefer, E.5    Zhu, J.6
  • 7
    • 79957493209 scopus 로고    scopus 로고
    • Cyclostationarity of acoustic emissions (AE) for monitoring bearing defects
    • B. Kilundu, X. Chiementin, J. Duez, D. Mba, "Cyclostationarity of acoustic emissions (AE) for monitoring bearing defects," Mech. Syst. Signal Process., vol. 25, no. 6, pp. 2061-2072, 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.6 , pp. 2061-2072
    • Kilundu, B.1    Chiementin, X.2    Duez, J.3    Mba, D.4
  • 8
    • 84894524789 scopus 로고    scopus 로고
    • Tool condition monitoring of single-point dresser using acoustic emission and neural networks models
    • Mar.
    • C. H. R. Martins, P. R. Aguiar, A. Frech, E. C. Bianchi, "Tool condition monitoring of single-point dresser using acoustic emission and neural networks models," IEEE Trans. Instrum. Meas., vol. 63, no. 3, pp. 667-679, Mar. 2014.
    • (2014) IEEE Trans. Instrum. Meas. , vol.63 , Issue.3 , pp. 667-679
    • Martins, C.H.R.1    Aguiar, P.R.2    Frech, A.3    Bianchi, E.C.4
  • 9
    • 84884414798 scopus 로고    scopus 로고
    • Monitoring of HV generator circuit breaker contact ablation based on acoustic emission
    • Oct.
    • A. Ukil, M. Zlatanski, M. Hochlehnert, "Monitoring of HV generator circuit breaker contact ablation based on acoustic emission," IEEE Trans. Instrum. Meas., vol. 62, no. 10, pp. 2683-2693, Oct. 2013.
    • (2013) IEEE Trans. Instrum. Meas. , vol.62 , Issue.10 , pp. 2683-2693
    • Ukil, A.1    Zlatanski, M.2    Hochlehnert, M.3
  • 10
    • 70349443515 scopus 로고    scopus 로고
    • Exploratory study of a non-invasive method based on acoustic emission for assessing the dynamic integrity of knee joints
    • B. Mascaro, J. Prior, L.-K. Shark, J. Selfe, P. Cole, J. Goodacre, "Exploratory study of a non-invasive method based on acoustic emission for assessing the dynamic integrity of knee joints," Med. Eng. Phys., vol. 31, no. 8, pp. 1013-1022, 2009.
    • (2009) Med. Eng. Phys. , vol.31 , Issue.8 , pp. 1013-1022
    • Mascaro, B.1    Prior, J.2    Shark, L.-K.3    Selfe, J.4    Cole, P.5    Goodacre, J.6
  • 11
    • 0029489114 scopus 로고
    • Real-time frequency determination of acoustic emission for different fracture mechanisms in carbon/epoxy composites
    • P. J. de Groot, P. A. M. Wijnen, R. B. F. Janssen, "Real-time frequency determination of acoustic emission for different fracture mechanisms in carbon/epoxy composites," Composit. Sci. Technol., vol. 55, no. 4, pp. 405-412, 1995.
    • (1995) Composit. Sci. Technol. , vol.55 , Issue.4 , pp. 405-412
    • De Groot, P.J.1    Wijnen, P.A.M.2    Janssen, R.B.F.3
  • 12
    • 80055001476 scopus 로고    scopus 로고
    • Pattern recognition approach to identify natural clusters of acoustic emission signals
    • M. G. R. Sause, A. Gribov, A. R. Unwin, S. Horn, "Pattern recognition approach to identify natural clusters of acoustic emission signals," Pattern Recognit. Lett., vol. 33, no. 1, pp. 17-23, 2012.
    • (2012) Pattern Recognit. Lett. , vol.33 , Issue.1 , pp. 17-23
    • Sause, M.G.R.1    Gribov, A.2    Unwin, A.R.3    Horn, S.4
  • 13
    • 0017542996 scopus 로고
    • Fatigue and accumulation of damage in reinforced plastics
    • B. Harris, "Fatigue and accumulation of damage in reinforced plastics," Composites, vol. 8, no. 4, pp. 214-220, 1977.
    • (1977) Composites , vol.8 , Issue.4 , pp. 214-220
    • Harris, B.1
  • 14
    • 84937969186 scopus 로고    scopus 로고
    • Detection of AE signals against background friction
    • V. Barat, D. Grishin, M. Rostovtsev, "Detection of AE signals against background friction," J. Acoust. Emission, vol. 29, pp. 133-141, 2011.
    • (2011) J. Acoust. Emission , vol.29 , pp. 133-141
    • Barat, V.1    Grishin, D.2    Rostovtsev, M.3
  • 15
    • 84894301773 scopus 로고    scopus 로고
    • Internal friction behavior of unidirectional carbon/carbon composites after different fatigue cycles
    • Apr.
    • J. Cheng, H.-J. Li, S.-Y. Zhang, L.-Z. Xue, W.-F. Luo, "Internal friction behavior of unidirectional carbon/carbon composites after different fatigue cycles," Mater. Sci. Eng., A, vol. 600, pp. 129-134, Apr. 2014.
    • (2014) Mater. Sci. Eng., A , vol.600 , pp. 129-134
    • Cheng, J.1    Li, H.-J.2    Zhang, S.-Y.3    Xue, L.-Z.4    Luo, W.-F.5
  • 16
    • 0041679165 scopus 로고
    • Pattern recognition analysis of acoustic emission from unidirectional carbon fiber-epoxy composites by using autoregressive modeling
    • M. Otsu and K. Ono, "Pattern recognition analysis of acoustic emission from unidirectional carbon fiber-epoxy composites by using autoregressive modeling," J. Acoust. Emission, vol. 6, no. 1, pp. 61-70, 1987.
    • (1987) J. Acoust. Emission , vol.6 , Issue.1 , pp. 61-70
    • Otsu, M.1    Ono, K.2
  • 17
    • 2442488123 scopus 로고    scopus 로고
    • Clustering of acoustic emission signals collected during tensile tests on unidirectional glass/polyester composite using supervised and unsupervised classifiers
    • N. Godin, S. Huguet, R. Gaertner, L. Salmon, "Clustering of acoustic emission signals collected during tensile tests on unidirectional glass/polyester composite using supervised and unsupervised classifiers," NDT E Int., vol. 37, no. 4, pp. 253-264, 2004.
    • (2004) NDT e Int. , vol.37 , Issue.4 , pp. 253-264
    • Godin, N.1    Huguet, S.2    Gaertner, R.3    Salmon, L.4
  • 18
    • 0011066697 scopus 로고
    • Application of pattern recognition concepts to acoustic emission signals analysis
    • C. Murthy, B. Dattaguru, A. Rao, "Application of pattern recognition concepts to acoustic emission signals analysis," J. Acoust. Emission, vol. 6, pp. 19-28, 1987.
    • (1987) J. Acoust. Emission , vol.6 , pp. 19-28
    • Murthy, C.1    Dattaguru, B.2    Rao, A.3
  • 19
    • 79952316382 scopus 로고    scopus 로고
    • On acoustic emission for failure investigation in CFRP: Pattern recognition and peak frequency analyses
    • R. Gutkin, C. J. Green, S. Vangrattanachai, S. T. Pinho, P. Robinson, P. T. Curtis, "On acoustic emission for failure investigation in CFRP: Pattern recognition and peak frequency analyses," Mech. Syst. Signal Process., vol. 25, no. 4, pp. 1393-1407, 2011.
    • (2011) Mech. Syst. Signal Process. , vol.25 , Issue.4 , pp. 1393-1407
    • Gutkin, R.1    Green, C.J.2    Vangrattanachai, S.3    Pinho, S.T.4    Robinson, P.5    Curtis, P.T.6
  • 20
    • 84937978179 scopus 로고    scopus 로고
    • An unsupervised pattern recognition approach for AE data originating from fatigue tests on polymer-composite materials
    • Dec.
    • D. D. Doan, E. Ramasso, V. Placet, S. Zhang, M. Boubakar, N. Zerhouni, "An unsupervised pattern recognition approach for AE data originating from fatigue tests on polymer-composite materials," Mech. Syst. Signal Process., vols. 64-65, pp. 465-478, Dec. 2015.
    • (2015) Mech. Syst. Signal Process. , vol.64-65 , pp. 465-478
    • Doan, D.D.1    Ramasso, E.2    Placet, V.3    Zhang, S.4    Boubakar, M.5    Zerhouni, N.6
  • 22
    • 84908383963 scopus 로고    scopus 로고
    • Fatigue strength of tubular carbon fibre composites under bending/torsion loading
    • Jan.
    • C. Capela, J. A. M. Ferreira, T. Febra, J. D. Costa, "Fatigue strength of tubular carbon fibre composites under bending/torsion loading," Int. J. Fatigue, vol. 70, pp. 216-222, Jan. 2015.
    • (2015) Int. J. Fatigue , vol.70 , pp. 216-222
    • Capela, C.1    Ferreira, J.A.M.2    Febra, T.3    Costa, J.D.4
  • 23
    • 84939454549 scopus 로고    scopus 로고
    • A signal processing method for hits detection and separation in high AE activity systems: Application to composite materials under fatigue tests
    • M. Kharrat, E. Ramasso, V. Placet, M. L. Boubakar, "A signal processing method for hits detection and separation in high AE activity systems: Application to composite materials under fatigue tests," in Proc. 7th Eur. Workshop Struct. Health Monitor., 2014, pp. 2298-2305.
    • (2014) Proc. 7th Eur. Workshop Struct. Health Monitor. , pp. 2298-2305
    • Kharrat, M.1    Ramasso, E.2    Placet, V.3    Boubakar, M.L.4
  • 24
    • 84933518080 scopus 로고    scopus 로고
    • Acoustic emission signal propagation in damaged composite structures
    • M. G. R. Sause, "Acoustic emission signal propagation in damaged composite structures," J. Acoust. Emission, vol. 31, no. 1, pp. 1-18, 2013.
    • (2013) J. Acoust. Emission , vol.31 , Issue.1 , pp. 1-18
    • Sause, M.G.R.1
  • 26
    • 84919904495 scopus 로고    scopus 로고
    • Unsupervised learning for classification of acoustic emission events from tensile and bending experiments with open-hole carbon fiber composite samples
    • Feb.
    • H. A. Sawan, M. E. Walter, B. Marquette, "Unsupervised learning for classification of acoustic emission events from tensile and bending experiments with open-hole carbon fiber composite samples," Compos. Sci. Technol., vol. 107, pp. 89-97, Feb. 2015.
    • (2015) Compos. Sci. Technol. , vol.107 , pp. 89-97
    • Sawan, H.A.1    Walter, M.E.2    Marquette, B.3
  • 27
    • 33847711726 scopus 로고    scopus 로고
    • Fracture behavior and damage mechanisms identification of SiC/glass ceramic composites using AE monitoring
    • V. Kostopoulos, T. Loutas, K. Dassios, "Fracture behavior and damage mechanisms identification of SiC/glass ceramic composites using AE monitoring," Compos. Sci. Technol., vol. 67, nos. 7-8, pp. 1740-1746, 2007.
    • (2007) Compos. Sci. Technol. , vol.67 , Issue.7-8 , pp. 1740-1746
    • Kostopoulos, V.1    Loutas, T.2    Dassios, K.3
  • 28
    • 84883895780 scopus 로고    scopus 로고
    • A real-time approach to acoustic emission clustering
    • E. Pomponi and A. Vinogradov, "A real-time approach to acoustic emission clustering," Mech. Syst. Signal Process., vol. 40, no. 2, pp. 791-804, 2013.
    • (2013) Mech. Syst. Signal Process. , vol.40 , Issue.2 , pp. 791-804
    • Pomponi, E.1    Vinogradov, A.2
  • 30
    • 0035283819 scopus 로고    scopus 로고
    • Analysis of microdamage evolution histories in composites
    • Y. A. Dzenis and J. Qian, "Analysis of microdamage evolution histories in composites," Int. J. Solids Struct., vol. 38, nos. 10-13, pp. 1831-1854, 2001.
    • (2001) Int. J. Solids Struct. , vol.38 , Issue.10-13 , pp. 1831-1854
    • Dzenis, Y.A.1    Qian, J.2
  • 31
    • 84875434268 scopus 로고    scopus 로고
    • Acoustic emission monitoring of interlaminar delamination onset in carbon fibre composites
    • I. Silversides, A. Maslouhi, G. LaPlante, "Acoustic emission monitoring of interlaminar delamination onset in carbon fibre composites," Struct. Health Monitor., Int. J., vol. 12, no. 2, pp. 126-140, 2013.
    • (2013) Struct. Health Monitor., Int. J. , vol.12 , Issue.2 , pp. 126-140
    • Silversides, I.1    Maslouhi, A.2    LaPlante, G.3
  • 32
    • 84892380157 scopus 로고    scopus 로고
    • Online segmentation of acoustic emission data streams for detection of damages in composites structures in unconstrained environments
    • New York, NY, USA
    • V. Placet, E. Ramasso, L. Boubakar, N. Zerhouni, "Online segmentation of acoustic emission data streams for detection of damages in composites structures in unconstrained environments," in Proc. Int. Conf. Struct. Safety Rel., New York, NY, USA, 2013, pp. 525-532.
    • (2013) Proc. Int. Conf. Struct. Safety Rel. , pp. 525-532
    • Placet, V.1    Ramasso, E.2    Boubakar, L.3    Zerhouni, N.4
  • 34
    • 79959690470 scopus 로고    scopus 로고
    • Comparison of correlation analysis techniques for irregularly sampled time series
    • Jun.
    • K. Rehfeld, N. Marwan, J. Heitzig, J. Kurths, "Comparison of correlation analysis techniques for irregularly sampled time series," Nonlinear Process. Geophys., vol. 18, pp. 389-404, Jun. 2011.
    • (2011) Nonlinear Process. Geophys. , vol.18 , pp. 389-404
    • Rehfeld, K.1    Marwan, N.2    Heitzig, J.3    Kurths, J.4
  • 35
    • 21244468777 scopus 로고    scopus 로고
    • Combining multiple clusterings using evidence accumulation
    • Jun.
    • A. L. N. Fred and A. K. Jain, "Combining multiple clusterings using evidence accumulation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 6, pp. 835-850, Jun. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.6 , pp. 835-850
    • Fred, A.L.N.1    Jain, A.K.2
  • 39
    • 84920544940 scopus 로고    scopus 로고
    • Investigating computational geometry for failure prognostics
    • E. Ramasso, "Investigating computational geometry for failure prognostics," Int. J. Prognostics Health Manage., vol. 5, pp. 1-18, 2014.
    • (2014) Int. J. Prognostics Health Manage. , vol.5 , pp. 1-18
    • Ramasso, E.1
  • 40
    • 36248962317 scopus 로고
    • The surveyor's area formula
    • B. Braden, "The surveyor's area formula," College Math. J., vol. 17, no. 4, pp. 326-337, 1986.
    • (1986) College Math. J. , vol.17 , Issue.4 , pp. 326-337
    • Braden, B.1
  • 41
    • 0041965980 scopus 로고    scopus 로고
    • Cluster ensembles-A knowledge reuse framework for combining multiple partitions
    • Mar.
    • A. Strehl and J. Ghosh, "Cluster ensembles-A knowledge reuse framework for combining multiple partitions," J. Mach. Learn. Res., vol. 3, pp. 583-617, Mar. 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 583-617
    • Strehl, A.1    Ghosh, J.2
  • 42
    • 84883198340 scopus 로고    scopus 로고
    • Quantification of the uncertainty of pattern recognition approaches applied to acoustic emission signals
    • M. G. R. Sause and S. Horn, "Quantification of the uncertainty of pattern recognition approaches applied to acoustic emission signals," J. Nondestruct. Eval., vol. 32, no. 3, pp. 242-255, 2013.
    • (2013) J. Nondestruct. Eval. , vol.32 , Issue.3 , pp. 242-255
    • Sause, M.G.R.1    Horn, S.2
  • 43
    • 19844375817 scopus 로고    scopus 로고
    • Acoustic emission charaterization of single and dual fiber reinforced metal matrix composites
    • New York, NY, USA: Springer-Verlag
    • J.-H. Lee and W.-J. Sung, "Acoustic emission charaterization of single and dual fiber reinforced metal matrix composites," in Review of Progress in Quantitative Nondestructive Evaluation. New York, NY, USA: Springer-Verlag, 1998, pp. 549-556.
    • (1998) Review of Progress in Quantitative Nondestructive Evaluation , pp. 549-556
    • Lee, J.-H.1    Sung, W.-J.2
  • 44
    • 0036905922 scopus 로고    scopus 로고
    • Fuzzy clustering with volume prototypes and adaptive cluster merging
    • Dec.
    • U. Kaymak and M. Setnes, "Fuzzy clustering with volume prototypes and adaptive cluster merging," IEEE Trans. Fuzzy Syst., vol. 10, no. 6, pp. 705-712, Dec. 2002.
    • (2002) IEEE Trans. Fuzzy Syst. , vol.10 , Issue.6 , pp. 705-712
    • Kaymak, U.1    Setnes, M.2
  • 45
    • 71149091239 scopus 로고    scopus 로고
    • Information theoretic measures for clusterings comparison: Is a correction for chance necessary?
    • N. X. Vinh, J. Epps, J. Bailey, "Information theoretic measures for clusterings comparison: Is a correction for chance necessary?" in Proc. Int. Conf. Mach. Learn., 2009, pp. 1073-1080.
    • (2009) Proc. Int. Conf. Mach. Learn. , pp. 1073-1080
    • Vinh, N.X.1    Epps, J.2    Bailey, J.3
  • 46
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Feb.
    • L. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, no. 2, pp. 257-286, Feb. 1989.
    • (1989) Proc. IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.1
  • 47
    • 0003229133 scopus 로고    scopus 로고
    • The Bayes net toolbox for MATLAB
    • K. Murphy, "The Bayes net toolbox for MATLAB," Comput. Sci. Statist., vol. 33, no. 2, pp. 1024-1034, 2001.
    • (2001) Comput. Sci. Statist. , vol.33 , Issue.2 , pp. 1024-1034
    • Murphy, K.1
  • 48
    • 77957844570 scopus 로고    scopus 로고
    • Clustering Indian stock market data for
    • portfolio management
    • S. R. Nanda, B. Mahanty, M. K. Tiwari, "Clustering Indian stock market data for portfolio management," Expert Syst. Appl., vol. 37, no. 12, pp. 8793-8798, 2010.
    • (2010) Expert Syst. Appl. , vol.37 , Issue.12 , pp. 8793-8798
    • Nanda, S.R.1    Mahanty, B.2    Tiwari, M.K.3
  • 49
    • 37549018049 scopus 로고    scopus 로고
    • Top 10 algorithms in data mining
    • X. Wu et al., "Top 10 algorithms in data mining," Knowl. Inf. Syst., vol. 14, no. 1, pp. 1-37, 2007.
    • (2007) Knowl. Inf. Syst. , vol.14 , Issue.1 , pp. 1-37
    • Wu, X.1
  • 50
    • 0041407143 scopus 로고    scopus 로고
    • Robust mixture modelling using the t distribution
    • D. Peel and G. J. McLachlan, "Robust mixture modelling using the t distribution," Statist. Comput., vol. 10, no. 4, pp. 339-348, 2000.
    • (2000) Statist. Comput. , vol.10 , Issue.4 , pp. 339-348
    • Peel, D.1    McLachlan, G.J.2
  • 51
    • 84960134519 scopus 로고    scopus 로고
    • Phys. Acoust. Corp., Princeton Junction, NJ, USA Apr.
    • PCI-2 Based AE System User's Manual, Rev. 3, Phys. Acoust. Corp., Princeton Junction, NJ, USA, Apr. 2007.
    • (2007) PCI-2 Based AE System User's Manual Rev. , vol.3
  • 52
    • 0023849885 scopus 로고
    • Acoustic emission behavior of flawed unidirectional carbon fiber-epoxy composites
    • K. Ono, "Acoustic emission behavior of flawed unidirectional carbon fiber-epoxy composites," J. Reinforced Plastics Compos., vol. 7, no. 1, pp. 90-105, 1988.
    • (1988) J. Reinforced Plastics Compos. , vol.7 , Issue.1 , pp. 90-105
    • Ono, K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.