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Volumn 35, Issue 2, 2011, Pages 342-355

Evaluation of decision fusion strategies for effective collaboration among heterogeneous fault diagnostic methods

Author keywords

Bayesian probability; Classifier; Process monitoring; Supervision

Indexed keywords

BAYESIAN; BAYESIAN PROBABILITIES; CHEMICAL PROCESS; DECISION FUSION; DEMPSTER-SHAFER; FAULT COVERAGES; FAULT DETECTION AND DIAGNOSIS; FAULT DETECTION AND IDENTIFICATION; FAULT DIAGNOSTIC METHODS; FAULT RECOGNITION; FDI METHOD; FUSION STRATEGIES; MONITORING PERFORMANCE; SUPERVISION; TENNESSEE EASTMAN CHALLENGE; UTILITY-BASED; WEIGHTED VOTING;

EID: 78651434307     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2010.05.004     Document Type: Article
Times cited : (54)

References (54)
  • 1
    • 34249313653 scopus 로고    scopus 로고
    • Engine fault diagnosis based on multi-sensor information fusion using Dempster-Shafer evidence theory
    • Basir O., Yuan X. Engine fault diagnosis based on multi-sensor information fusion using Dempster-Shafer evidence theory. Information Fusion 2007, 8(4):379-386.
    • (2007) Information Fusion , vol.8 , Issue.4 , pp. 379-386
    • Basir, O.1    Yuan, X.2
  • 6
    • 0344152300 scopus 로고    scopus 로고
    • A comparison of Bayesian and belief function reasoning
    • Cobb B.R., Shenoy P.P. A comparison of Bayesian and belief function reasoning. Information Systems Frontiers 2003, 5(4):345-358.
    • (2003) Information Systems Frontiers , vol.5 , Issue.4 , pp. 345-358
    • Cobb, B.R.1    Shenoy, P.P.2
  • 8
    • 0034661302 scopus 로고    scopus 로고
    • Challenges in the industrial applications of fault diagnostic systems
    • Dash S., Venkatasubramanian V. Challenges in the industrial applications of fault diagnostic systems. Computers and Chemical Engineering 2000, 24:785-791.
    • (2000) Computers and Chemical Engineering , vol.24 , pp. 785-791
    • Dash, S.1    Venkatasubramanian, V.2
  • 11
    • 0032686948 scopus 로고    scopus 로고
    • Multiclassification: Reject criteria for the Bayesian combiner
    • Foggia P., Sansone C., Tortorella F., Vento M. Multiclassification: Reject criteria for the Bayesian combiner. Pattern Recognition 1999, 32:1435-1447.
    • (1999) Pattern Recognition , vol.32 , pp. 1435-1447
    • Foggia, P.1    Sansone, C.2    Tortorella, F.3    Vento, M.4
  • 12
    • 77953098899 scopus 로고    scopus 로고
    • Dynamic mathematical model of a distillation column
    • Departmental Honors Thesis, College of Engineering and Computer Science, The University of Tennessee at Chattanooga.
    • Gunter, A. M. (2003). Dynamic mathematical model of a distillation column. Departmental Honors Thesis, College of Engineering and Computer Science, The University of Tennessee at Chattanooga.
    • (2003)
    • Gunter, A.M.1
  • 13
    • 0024444480 scopus 로고
    • Kappa coefficient calculation using multiple ratings per subject
    • Haley S.M., Osberg J.S. Kappa coefficient calculation using multiple ratings per subject. Physical Therapy 1989, 69(11):970-974.
    • (1989) Physical Therapy , vol.69 , Issue.11 , pp. 970-974
    • Haley, S.M.1    Osberg, J.S.2
  • 18
    • 0029230267 scopus 로고
    • A method of combining multiple experts for the recognition of unconstrained handwritten numerals
    • Huang Y.S., Suen C.Y. A method of combining multiple experts for the recognition of unconstrained handwritten numerals. IEEE Transaction on Pattern Analysis and Machine Intelligence 1995, 17(1):90-94.
    • (1995) IEEE Transaction on Pattern Analysis and Machine Intelligence , vol.17 , Issue.1 , pp. 90-94
    • Huang, Y.S.1    Suen, C.Y.2
  • 21
    • 0034830461 scopus 로고    scopus 로고
    • Decision templates for multiple classifier fusion: An experimental comparison
    • Kuncheva L.I., Bezdek J.C., Duin R. Decision templates for multiple classifier fusion: An experimental comparison. Pattern Recognition 2001, 34(2):299-314.
    • (2001) Pattern Recognition , vol.34 , Issue.2 , pp. 299-314
    • Kuncheva, L.I.1    Bezdek, J.C.2    Duin, R.3
  • 23
    • 0031238275 scopus 로고    scopus 로고
    • Application of majority voting to pattern recognition: An analysis of the behavior and performance
    • Lam L., Suen C.Y. Application of majority voting to pattern recognition: An analysis of the behavior and performance. IEEE Transactions on Systems Man and Cybernetics 1997, 27(5):553-567.
    • (1997) IEEE Transactions on Systems Man and Cybernetics , vol.27 , Issue.5 , pp. 553-567
    • Lam, L.1    Suen, C.Y.2
  • 24
    • 0017360990 scopus 로고
    • The measurement of observer agreement for categorical data
    • Landis J.R., Koch G.G. The measurement of observer agreement for categorical data. Biometrics 1977, 33(1):159-174.
    • (1977) Biometrics , vol.33 , Issue.1 , pp. 159-174
    • Landis, J.R.1    Koch, G.G.2
  • 25
    • 0242723016 scopus 로고    scopus 로고
    • Recent safety and environmental legislation
    • Laser M. Recent safety and environmental legislation. Transactions of the IChemE Part B 2000, 78:419-422.
    • (2000) Transactions of the IChemE Part B , vol.78 , pp. 419-422
    • Laser, M.1
  • 26
    • 44549083163 scopus 로고    scopus 로고
    • Structural damage identification based on integration of information fusion and Shannon entropy
    • Li H., Bao Y., Ou J. Structural damage identification based on integration of information fusion and Shannon entropy. Mechanical Systems and Signal Processing 2008, 22:1427-1440.
    • (2008) Mechanical Systems and Signal Processing , vol.22 , pp. 1427-1440
    • Li, H.1    Bao, Y.2    Ou, J.3
  • 27
    • 0038667775 scopus 로고    scopus 로고
    • Performance analysis of pattern classifier combination by plurality voting
    • Lin X., Yacoub S., Burns J., Simske S. Performance analysis of pattern classifier combination by plurality voting. Pattern Recognition Letters 2003, 24:1959-1969.
    • (2003) Pattern Recognition Letters , vol.24 , pp. 1959-1969
    • Lin, X.1    Yacoub, S.2    Burns, J.3    Simske, S.4
  • 29
    • 0030931744 scopus 로고    scopus 로고
    • Using Dempster-Shafer theory to represent climate change uncertainties
    • Luo W.B., Caselton B. Using Dempster-Shafer theory to represent climate change uncertainties. Journal of Environmental Management 1997, 49:73-93.
    • (1997) Journal of Environmental Management , vol.49 , pp. 73-93
    • Luo, W.B.1    Caselton, B.2
  • 30
    • 9244242588 scopus 로고    scopus 로고
    • The design of a multi-agent transformer condition monitoring system
    • McArthur S.D.J., Strachan S.M., Jahn G. The design of a multi-agent transformer condition monitoring system. IEEE Transactions on Power Systems 2004, November, 19(4):1845-1852.
    • (2004) IEEE Transactions on Power Systems , vol.19 , Issue.4 , pp. 1845-1852
    • McArthur, S.D.J.1    Strachan, S.M.2    Jahn, G.3
  • 31
    • 77953084498 scopus 로고    scopus 로고
    • A collaborative, multi-agent based methodology for abnormal events management
    • PhD Dissertation, Department of Chemical & Biomolecular Engineering, National University of Singapore, Singapore.
    • Ng, Y. S. (2008). A collaborative, multi-agent based methodology for abnormal events management. PhD Dissertation, Department of Chemical & Biomolecular Engineering, National University of Singapore, Singapore.
    • (2008)
    • Ng, Y.S.1
  • 32
    • 54949084233 scopus 로고    scopus 로고
    • Multivariate temporal data analysis using self-organizing maps. 1. Visual exploration of multi-state operations
    • Ng Y.S., Srinivasan R. Multivariate temporal data analysis using self-organizing maps. 1. Visual exploration of multi-state operations. Industrial Engineering Chemistry Research 2008, 47(20):7744-7757.
    • (2008) Industrial Engineering Chemistry Research , vol.47 , Issue.20 , pp. 7744-7757
    • Ng, Y.S.1    Srinivasan, R.2
  • 33
    • 54949149149 scopus 로고    scopus 로고
    • Multivariate temporal data analysis using self-organizing maps. 2. Monitoring and diagnosis of multi-state operations
    • Ng Y.S., Srinivasan R. Multivariate temporal data analysis using self-organizing maps. 2. Monitoring and diagnosis of multi-state operations. Industrial Engineering Chemistry Research 2008, 47(20):7758-7771.
    • (2008) Industrial Engineering Chemistry Research , vol.47 , Issue.20 , pp. 7758-7771
    • Ng, Y.S.1    Srinivasan, R.2
  • 35
    • 44949090516 scopus 로고    scopus 로고
    • Decision-level fusion based on wavelet decomposition for induction motor fault diagnosis using transient current signal
    • Niu G., Widodo A., Son J.D., Yang B.S., Hwang D.H., Kang D.S. Decision-level fusion based on wavelet decomposition for induction motor fault diagnosis using transient current signal. Expert Systems with Applications 2008, 35(3):918-928.
    • (2008) Expert Systems with Applications , vol.35 , Issue.3 , pp. 918-928
    • Niu, G.1    Widodo, A.2    Son, J.D.3    Yang, B.S.4    Hwang, D.H.5    Kang, D.S.6
  • 36
    • 0035337273 scopus 로고    scopus 로고
    • Application of Dempster-Shafer theory in condition monitoring applications: A case study
    • Parikh C.R., Pont M.J., Jones N.B. Application of Dempster-Shafer theory in condition monitoring applications: A case study. Pattern Recognition Letters 2001, 22:777-785.
    • (2001) Pattern Recognition Letters , vol.22 , pp. 777-785
    • Parikh, C.R.1    Pont, M.J.2    Jones, N.B.3
  • 38
    • 33748611921 scopus 로고    scopus 로고
    • Ensemble based systems in decision making
    • Polikar R. Ensemble based systems in decision making. IEEE Circuits and Systems Magazine 2006, 6(3):21-45.
    • (2006) IEEE Circuits and Systems Magazine , vol.6 , Issue.3 , pp. 21-45
    • Polikar, R.1
  • 39
    • 84947791171 scopus 로고    scopus 로고
    • Multiple classifier combination for character recognition: revisiting the majority voting system and its variations
    • Rahman A.F.R., Alam H., Fairhurst M.C. Multiple classifier combination for character recognition: revisiting the majority voting system and its variations. IAPR workshop on document analysis systems (Vol. 2423) 2002, 167-178.
    • (2002) IAPR workshop on document analysis systems (Vol. 2423) , pp. 167-178
    • Rahman, A.F.R.1    Alam, H.2    Fairhurst, M.C.3
  • 40
    • 84949214119 scopus 로고    scopus 로고
    • Decision combination of multiple classifiers for pattern classification: Hybridisation of majority voting and divide and conquer techniques
    • Rahman A.F.R., Fairhurst M. Decision combination of multiple classifiers for pattern classification: Hybridisation of majority voting and divide and conquer techniques. Fifth IEEE workshop on applications of computer vision 2000, 58-63.
    • (2000) Fifth IEEE workshop on applications of computer vision , pp. 58-63
    • Rahman, A.F.R.1    Fairhurst, M.2
  • 41
    • 0030217795 scopus 로고    scopus 로고
    • Decentralized control of the Tennessee Eastman Challenge Process
    • Ricker N.L. Decentralized control of the Tennessee Eastman Challenge Process. Journal of Process Control 1996, 6(4):205-211.
    • (1996) Journal of Process Control , vol.6 , Issue.4 , pp. 205-211
    • Ricker, N.L.1
  • 44
    • 34249314710 scopus 로고    scopus 로고
    • Analyzing the combination of conflicting belief functions
    • Smets P. Analyzing the combination of conflicting belief functions. Information Fusion 2007, 8:387-412.
    • (2007) Information Fusion , vol.8 , pp. 387-412
    • Smets, P.1
  • 45
    • 34447331393 scopus 로고    scopus 로고
    • Fusion of complementary detectors for improving blotch detection in digitized films
    • Tilie S., Bloch I., Laboreli L. Fusion of complementary detectors for improving blotch detection in digitized films. Pattern Recognition Letters 2007, 28:1735-1746.
    • (2007) Pattern Recognition Letters , vol.28 , pp. 1735-1746
    • Tilie, S.1    Bloch, I.2    Laboreli, L.3
  • 46
    • 27944435917 scopus 로고    scopus 로고
    • Vlahavas Selective fusion of heterogeneous classifiers
    • Tsoumakas G., Angelis L., Vlahavas Selective fusion of heterogeneous classifiers. Intelligent Data Analysis 2005, 9(6):511-525.
    • (2005) Intelligent Data Analysis , vol.9 , Issue.6 , pp. 511-525
    • Tsoumakas, G.1    Angelis, L.2
  • 48
    • 0037443771 scopus 로고    scopus 로고
    • A review of process fault detection and diagnosis. Part II: Qualitative models and search strategies
    • Venkatasubramanian V., Rengaswamy R., Kavuri S.N. A review of process fault detection and diagnosis. Part II: Qualitative models and search strategies. Computers and Chemical Engineering 2003, 27:313-326.
    • (2003) Computers and Chemical Engineering , vol.27 , pp. 313-326
    • Venkatasubramanian, V.1    Rengaswamy, R.2    Kavuri, S.N.3
  • 51
    • 18544372466 scopus 로고    scopus 로고
    • Understanding interobserver agreement: The Kappa statistic
    • Viera A.J., Garrett J.M. Understanding interobserver agreement: The Kappa statistic. Family Medicine 2005, 37(5):360-363.
    • (2005) Family Medicine , vol.37 , Issue.5 , pp. 360-363
    • Viera, A.J.1    Garrett, J.M.2
  • 52
    • 0026860706 scopus 로고
    • Methods of combining multiple classifiers and their applications to handwriting recognition
    • Xu L., Krzyzak A., Suen C.Y. Methods of combining multiple classifiers and their applications to handwriting recognition. IEEE Transactions on Systems, Man, and Cybernatics 1992, 22(3):418-435.
    • (1992) IEEE Transactions on Systems, Man, and Cybernatics , vol.22 , Issue.3 , pp. 418-435
    • Xu, L.1    Krzyzak, A.2    Suen, C.Y.3
  • 53
    • 27744525373 scopus 로고    scopus 로고
    • Application of Dempster-Shafer theory in fault diagnosis of induction motors using vibration and current signals
    • Yang B.S., Kim K.J. Application of Dempster-Shafer theory in fault diagnosis of induction motors using vibration and current signals. Mechanical Systems and Signal Processing 2006, 20:403-420.
    • (2006) Mechanical Systems and Signal Processing , vol.20 , pp. 403-420
    • Yang, B.S.1    Kim, K.J.2
  • 54
    • 9944231918 scopus 로고    scopus 로고
    • A fusion-based clinical decision support for disease diagnosis from endoscopic images
    • Zheng M.M., Krishnan S.M., Tjoa M.P. A fusion-based clinical decision support for disease diagnosis from endoscopic images. Computers in Biology and Medicine 2005, 35:259-274.
    • (2005) Computers in Biology and Medicine , vol.35 , pp. 259-274
    • Zheng, M.M.1    Krishnan, S.M.2    Tjoa, M.P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.