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A hybrid expert system combining AI techniques with a neural-net
Author
M. E. Ulug
Sponsor
SIGART : ACM Special Interest Group on Artificial Intelligence
Publisher
ACM Press New York, NY, USA
Pages: 305 - 309 Series-Proceeding-Article
Year of Publication: 1989
ISBN:0-89791-320-5
http://doi.acm.org/10.1145/66617.66654 (Use this link to Bookmark this page)
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ABSTRACT
This paper proposes an architecture for hybrid expert systems that combines AI
techniques with a neural-net. These interactive hybrid expert systems are more powerful
than existing systems because they can have a premise the veracity of which depends on
the recognition of an object/curve/pattern.The operation of a hybrid expert system using a
neural-net is described. This expert system is intended to be a diagnostic tool in a nuclear
energy generation application. The architecture of a special neural-net designed for
curve/object recognition is discussed.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article.
ACM has opted to expose the complete List rather than only correct and linked
references.
1 Anderson, J a at. (1972); "A Simple Neural Network Generating an Interactive
Memory," Mathematical Biosciences 14:197-220.
2 Anderson, J.A., J.W. Silverstein, S.A. Ritz, and R.S. Jones (1977); "Distinctive
Features, Categorical Perception, and Probability Learning: Some Applications of a
Neural Model," Psychological Review 84:413-451.
3 Buchanan, B.G., and E.A. Feigenbaum (1978); "Dendral and Meta-Dendral,"
Artificial Intelligence 11,.
4 Hebb, D.O. (1949); The Organization of Behavior, New York: Wiley.
5 Kohonen, T. (1972); "Correlation Matrix Memories," iEEE Transactions on
Computers C-21:353-359.
6 Lashley, K.S.(1950); "In Search of the Engram," Society of Experimental Biology
Symposium No. 4: Psychological Mechanisms in Animal Behavior (478-505), London:
Cambridge University Press.
7 Rosenblatt, F. (1958); "The Perceptron: a Probabilistic Model for Information Storage
and Organization in the Brain," Psychological Review 65:386--408.
8 Rumelhart, D.E., and J.L. McClelland (1986a); Parallel Distributed Processin~
Cambridge: The MIT Press; Chap. 11, G.O. Stone.
9 Rumelhart, D.E., and J.L. McClelland (1986b); Parallel Distributed Processing
Cambridge: The MIT Press; Chap. 8, D.E. Rumelhart et al.
10 Ulug, M.E. (1987); "A Real-Time AI System for Military Communications,'' Proc.
Third IEEE Conference on Artificial Intelligence Applications, Orlando, Florida.
11 Ulug, M.E. (1988); "A Quantitative Model-Based Expert System for LAN
Development," Ptoc. IEEE Phoenix Conference on Computers and Communications,
Phoenix, Arizona.
12 M. E. Ulug , M. R. Blaha, A database I/O server with a learning expert system,
Information Sciences: an International Journal, v.48 n.1, p.53-74, Jun. 1989
13 Widrow, B., and M.E. Hoff (1960); "Adaptive Switching Circuits,'' 1960 IRE
WESCON Convention Record, New York: IRE, 96-104.
INDEX TERMS
Primary Classification:
K. Computing Milieux
K.6 MANAGEMENT OF COMPUTING AND INFORMATION SYSTEMS
K.6.3 Software Management
Subjects: Software development
Additional Classification:
I. Computing Methodologies
I.2 ARTIFICIAL INTELLIGENCE
I.2.1 Applications and Expert Systems
Subjects: Industrial automation
I.2.4 Knowledge Representation Formalisms and Methods
Subjects: Representations (procedural and rule-based)
I.2.6 Learning
Subjects: Induction
J. Computer Applications
J.7 COMPUTERS IN OTHER SYSTEMS
Subjects: Process control
General Terms:
Design, Management, Theory
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