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Volumn 22, Issue 1-2, 1998, Pages 299-321

Chemical plant fault diagnosis through a hybrid symbolic-connectionist machine learning approach

Author keywords

[No Author keywords available]

Indexed keywords

CHLORINATION; FAILURE ANALYSIS; KNOWLEDGE BASED SYSTEMS; LEARNING ALGORITHMS; LEARNING SYSTEMS;

EID: 0031698749     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/s0098-1354(97)88453-0     Document Type: Article
Times cited : (9)

References (49)
  • 1
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • Aha, D. W., Kibler, D. and Albert, M. K. (1991) Instance-based learning algorithms. Mach. Learn 6, 37-66.
    • (1991) Mach. Learn , vol.6 , pp. 37-66
    • Aha, D.W.1    Kibler, D.2    Albert, M.K.3
  • 2
    • 0027949580 scopus 로고
    • Representation of process trends - IV. Induction of real-time patterns from operating data for diagnosis and supervisory control
    • Bakshi, B. R. and Stephanopoulos, G. (1994) Representation of process trends - IV. Induction of real-time patterns from operating data for diagnosis and supervisory control. Computers Chem. Engng 18, 303-332.
    • (1994) Computers Chem. Engng , vol.18 , pp. 303-332
    • Bakshi, B.R.1    Stephanopoulos, G.2
  • 3
    • 0027676079 scopus 로고
    • An integrated neural network/expert system approach for fault diagnosis
    • Becraft, W. R. and Lee, P. L. (1993) An integrated neural network/expert system approach for fault diagnosis. Computers Chem. Engng 17, 1001-1014.
    • (1993) Computers Chem. Engng , vol.17 , pp. 1001-1014
    • Becraft, W.R.1    Lee, P.L.2
  • 6
    • 0026171592 scopus 로고
    • Process monitoring and diagnosis - A model based approach
    • June
    • Dvorak, D. and Kuipers, B. (1991) Process monitoring and diagnosis - a model based approach. IEEE Expert, 6, June, pp. 67-74.
    • (1991) IEEE Expert , vol.6 , pp. 67-74
    • Dvorak, D.1    Kuipers, B.2
  • 7
    • 0003420910 scopus 로고
    • The cascade-correlation architecture for artificial intelligence
    • Department of Computer Science, Carnegie-Mellon University, Pittsburg, PA
    • Fahlman, S. E. and Lebiere, C. (1990) The cascade-correlation architecture for artificial intelligence. Tech. Report CMU-CS-90-100, Department of Computer Science, Carnegie-Mellon University, Pittsburg, PA.
    • (1990) Tech. Report CMU-CS-90-100
    • Fahlman, S.E.1    Lebiere, C.2
  • 9
    • 0023826979 scopus 로고
    • Narrowing diagnostic focus using functional decomposition
    • Finch, F. E. and Kramer, M. A. (1988) Narrowing diagnostic focus using functional decomposition. AIChE J. 34, 25-36.
    • (1988) AIChE J. , vol.34 , pp. 25-36
    • Finch, F.E.1    Kramer, M.A.2
  • 10
    • 0001522623 scopus 로고
    • Experience in the use of an inductive system in knowledge engineering
    • ed. Bramer, Cambridge University Press
    • Hart, A. E. (1985) Experience in the use of an inductive system in knowledge engineering. In Research and Development in Expert Systems, ed. Bramer, Cambridge University Press.
    • (1985) Research and Development in Expert Systems
    • Hart, A.E.1
  • 11
    • 0038385003 scopus 로고
    • Fault detection and diagnosis in chemical and petrochemical processes
    • Elsevier
    • Himmelblau, D. M. (1978) Fault detection and diagnosis in chemical and petrochemical processes. Chem. Eng. Monographs, vol. 8. Elsevier.
    • (1978) Chem. Eng. Monographs , vol.8
    • Himmelblau, D.M.1
  • 12
    • 0025920031 scopus 로고
    • Fault diagnosis in complex chemical plants using artificial neural networks
    • Hoskins, J. C., Kaliyur, K. M. and Himmelblau, D. M. (1991) Fault diagnosis in complex chemical plants using artificial neural networks. AIChE J. 37, 137-141.
    • (1991) AIChE J. , vol.37 , pp. 137-141
    • Hoskins, J.C.1    Kaliyur, K.M.2    Himmelblau, D.M.3
  • 13
    • 0043090708 scopus 로고
    • Learning representative exemplars of concepts: An initial case study
    • eds Shavlik, J. W. and Dietterich, T. G. Morgan Kaufman, Los Gatos, CA
    • Kibler, D. and Aha, D. W. (1990) Learning representative exemplars of concepts: An initial case study. In Reading in Machine Learning, eds Shavlik, J. W. and Dietterich, T. G. Morgan Kaufman, Los Gatos, CA.
    • (1990) Reading in Machine Learning
    • Kibler, D.1    Aha, D.W.2
  • 14
    • 0023168007 scopus 로고
    • Malfunction diagnosis using quantitative models with non-Boolean reasoning in expert system
    • Kramer, M. A. (1987) Malfunction diagnosis using quantitative models with non-Boolean reasoning in expert system. AIChE J. 33, 130-140.
    • (1987) AIChE J. , vol.33 , pp. 130-140
    • Kramer, M.A.1
  • 15
    • 0025592836 scopus 로고
    • Diagnosis using backpropagation neural networks analysis and criticism
    • Kramer, M. A. and Leonard, J. A. (1991) Diagnosis using backpropagation neural networks analysis and criticism. Computers Chem. Engng 15, 1323-1338.
    • (1991) Computers Chem. Engng , vol.15 , pp. 1323-1338
    • Kramer, M.A.1    Leonard, J.A.2
  • 16
    • 0002540180 scopus 로고
    • Learning to tell two spirals apart
    • eds Touretzky, Hinton and Sejnowski. Morgan Kaufman Publishers, Los Gatos, CA
    • Lang, K. J. and Witbrock, M. J. (1988) Learning to tell two spirals apart. In Proceedings of the Connectionist Models Summer School 1988, eds Touretzky, Hinton and Sejnowski. Morgan Kaufman Publishers, Los Gatos, CA.
    • (1988) Proceedings of the Connectionist Models Summer School 1988
    • Lang, K.J.1    Witbrock, M.J.2
  • 17
    • 0001161341 scopus 로고
    • Learning by being told and learning from examples: An experimental comparison of the two methods of knowledge acquisition in the context of developing an expert system for soybean disease diagnosis
    • Michalski, R. S. (1980) Learning by being told and learning from examples: an experimental comparison of the two methods of knowledge acquisition in the context of developing an expert system for soybean disease diagnosis. International Journal of Policy Analysis and Information Systems 4, 125-161.
    • (1980) International Journal of Policy Analysis and Information Systems , vol.4 , pp. 125-161
    • Michalski, R.S.1
  • 19
    • 0042589941 scopus 로고
    • An empirical comparison of selection methods for decision tree induction
    • Mingers, J. (1989) An empirical comparison of selection methods for decision tree induction. Mach. Learn 3, 261-284.
    • (1989) Mach. Learn , vol.3 , pp. 261-284
    • Mingers, J.1
  • 20
    • 0000672424 scopus 로고
    • Fast learning in networks of locally-tuned processing units
    • Moody, J. and Darken, C. J. (1989) Fast learning in networks of locally-tuned processing units. Neur. Comput. 1, 281-294.
    • (1989) Neur. Comput. , vol.1 , pp. 281-294
    • Moody, J.1    Darken, C.J.2
  • 21
    • 0024647864 scopus 로고
    • Neural computing for numeric-to-symbolic conversion in control systems
    • April, (1989)
    • Passino, K. M., Sartori, M. A. and Antsaklis, P. J. (1989) Neural computing for numeric-to-symbolic conversion in control systems. IEEE Control Syst. Mag., April, pp. 44-51. (1989).
    • (1989) IEEE Control Syst. Mag. , pp. 44-51
    • Passino, K.M.1    Sartori, M.A.2    Antsaklis, P.J.3
  • 23
    • 0025412935 scopus 로고
    • Diagnostic model processor: Using deep knowledge for process fault diagnosis
    • Petti, T. F., Klein, J. and Dhurjati, P. S. (1990) Diagnostic model processor: using deep knowledge for process fault diagnosis. AIChE J. 36, 565-575.
    • (1990) AIChE J. , vol.36 , pp. 565-575
    • Petti, T.F.1    Klein, J.2    Dhurjati, P.S.3
  • 24
    • 0002442571 scopus 로고
    • Discovering rules by induction from large collection of examples
    • ed. Michie, Edinburgh University Press, Edinburgh
    • Quinlan J. R. (1979) Discovering rules by induction from large collection of examples. In Expert Systems in the Micro Electronic Age ed. Michie, Edinburgh University Press, Edinburgh.
    • (1979) Expert Systems in the Micro Electronic Age
    • Quinlan, J.R.1
  • 25
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan, J. R. (1986) Induction of decision trees. Mach. Learn 1, 81-106.
    • (1986) Mach. Learn , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 27
    • 0000600410 scopus 로고
    • Decision trees and multi-valued attributes
    • eds Hayes, Michie and Richards, Oxford University Press, Oxford
    • Quinlan J. R. (1988) Decision trees and multi-valued attributes. In Machine Intelligence, Vol. 11, eds Hayes, Michie and Richards, Oxford University Press, Oxford.
    • (1988) Machine Intelligence , vol.11
    • Quinlan, J.R.1
  • 30
    • 0024627518 scopus 로고
    • Inferring decision trees using the minimum description length principle
    • Quinlan, J. R. and Rivest, R. L. (1989) Inferring decision trees using the minimum description length principle. Information and Computation 80, 227-248.
    • (1989) Information and Computation , vol.80 , pp. 227-248
    • Quinlan, J.R.1    Rivest, R.L.2
  • 31
    • 0027609862 scopus 로고
    • Use knowledge-based system programming toolkits to improve plant troubleshooting
    • Ramanathan, P., Kannan, S. and Davis, J. F. (1993) Use knowledge-based system programming toolkits to improve plant troubleshooting. Chem Eng. Progr. 89, 75-84.
    • (1993) Chem Eng. Progr. , vol.89 , pp. 75-84
    • Ramanathan, P.1    Kannan, S.2    Davis, J.F.3
  • 33
    • 0027626539 scopus 로고
    • SC-net: A hybrid connectionist, symbolic system
    • Romaniuk, S. G. and Hall, L. O. (1993) SC-net: a hybrid connectionist, symbolic system. Information Sciences 71, 223-268.
    • (1993) Information Sciences , vol.71 , pp. 223-268
    • Romaniuk, S.G.1    Hall, L.O.2
  • 35
    • 0026820899 scopus 로고
    • Continuous process improvement through inductive and analogical learning
    • Saraiva, P. M. and Stephanopoulos, G. (1992) Continuous process improvement through inductive and analogical learning. AIChE J. 38, 161-183.
    • (1992) AIChE J. , vol.38 , pp. 161-183
    • Saraiva, P.M.1    Stephanopoulos, G.2
  • 38
    • 0027624558 scopus 로고
    • Application of artificial neural networks in process fault diagnosis
    • Sorsa, T. and Koivo, H. N. (1993) Application of artificial neural networks in process fault diagnosis. Automatica 29, 843-849.
    • (1993) Automatica , vol.29 , pp. 843-849
    • Sorsa, T.1    Koivo, H.N.2
  • 39
    • 0025121615 scopus 로고
    • Adaptive networks for fault diagnosis and process control
    • Ungar, L. H., A Powell, B. and Kamens, S. N. (1990) Adaptive networks for fault diagnosis and process control. Computers Chem. Engng 14, 561-573.
    • (1990) Computers Chem. Engng , vol.14 , pp. 561-573
    • Ungar, L.H.1    Powell B, A.2    Kamens, S.N.3
  • 41
    • 0025458937 scopus 로고
    • Process fault detection and diagnosis using neural networks - I. Steady state processes
    • Venkatasubramanian, V., Vaidyanathan, R. and Yamamoto, Y. (1990) Process fault detection and diagnosis using neural networks - I. Steady state processes. Computers Chem. Engng 14, 699-712.
    • (1990) Computers Chem. Engng , vol.14 , pp. 699-712
    • Venkatasubramanian, V.1    Vaidyanathan, R.2    Yamamoto, Y.3
  • 42
    • 0020718716 scopus 로고
    • Fault diagnosis in nonlinear chemical processes - I. Theory
    • Watanabe, K. and Himmelblau, D. M. (1983) Fault diagnosis in nonlinear chemical processes - I. Theory . AIChE J. 29, 243-249.
    • (1983) AIChE J. , vol.29 , pp. 243-249
    • Watanabe, K.1    Himmelblau, D.M.2
  • 43
    • 0020717603 scopus 로고
    • Fault diagnosis in nonlinear chemical processes - II. Application to a chemical reactor
    • Watanabe, K. and Himmelblau, D. M. (1983) Fault diagnosis in nonlinear chemical processes - II. Application to a chemical reactor. AIChE J. 29, 250-260.
    • (1983) AIChE J. , vol.29 , pp. 250-260
    • Watanabe, K.1    Himmelblau, D.M.2
  • 44
    • 0021208671 scopus 로고
    • Incipient fault diagnosis of nonlinear processes with multiple causes of faults
    • Watanabe, K. and Himmelblau, D. M. (1983) Incipient fault diagnosis of nonlinear processes with multiple causes of faults. Chem. Eng. Sci. 39, 491
    • (1983) Chem. Eng. Sci. , vol.39 , pp. 491
    • Watanabe, K.1    Himmelblau, D.M.2
  • 45
    • 0024764296 scopus 로고
    • Incipient fault diagnosis of chemical processes via artificial neural networks
    • Watanabe, K., Matsuura, I., Abe, M., Kubota, M. and Himmelblau, D. M. (1989) Incipient fault diagnosis of chemical processes via artificial neural networks. AIChE J. 35, 1803-1812.
    • (1989) AIChE J. , vol.35 , pp. 1803-1812
    • Watanabe, K.1    Matsuura, I.2    Abe, M.3    Kubota, M.4    Himmelblau, D.M.5
  • 46
    • 0028378733 scopus 로고
    • The possible cause and effect graphs (PCEG) model for fault diagnosis - I. Methodology
    • Wilcox, N. A. and M Himmelblau, D. (1994) The possible cause and effect graphs (PCEG) model for fault diagnosis - I. Methodology. Computers Chem. Engng 18, 103-116.
    • (1994) Computers Chem. Engng , vol.18 , pp. 103-116
    • Wilcox, N.A.1    Himmelblau D, M.2
  • 47
    • 0028377574 scopus 로고
    • The possible cause and effect graphs (PCEG) model for fault diagnosis - II. Applications
    • Wilcox, N. A. and Himmelblau, D. M. (1994) The possible cause and effect graphs (PCEG) model for fault diagnosis - II. Applications. Computers Chem. Engng 19, 117-127.
    • (1994) Computers Chem. Engng , vol.19 , pp. 117-127
    • Wilcox, N.A.1    Himmelblau, D.M.2
  • 48
    • 0026143070 scopus 로고
    • Fault diagnosis based on qualitative/quantitative process knowledge
    • Yu, C. and Lee, C. (1991) Fault diagnosis based on qualitative/quantitative process knowledge. AIChE J. 37, 617-628.
    • (1991) AIChE J. , vol.37 , pp. 617-628
    • Yu, C.1    Lee, C.2


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