Title :
A hybrid/symbolic connectionist production system
Author :
Sanou, Katsuaki ; Romaniuk, Steve G. ; Hall, Lawrence O.
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
Abstract :
The task of implementing a simple rule-based production system in terms of a hybrid symbolic/connectionist architecture is discussed. The aim is to achieve parallel execution of rules. The architecture uses a local representation and builds upon prior work, which resulted in the symbolic/connectionist expert system development tool SC-net. The Hybrid Symbolic/Connectionist Production System (HSC-PS) reported supports two types of working memory elements, the attribute/value pair and the object/attribute/value triplet. HSC-PS can provide variable binding in an individual condition and across conditions and variable value instantiation from the left-hand side to the right-hand side in a rule. The network is constructed from production rules such that only one value is bound to a variable at any one time. An implementation of the farmer´s dilemma planning problem is given to illustrate the potential of this approach
Keywords :
inference mechanisms; neural nets; SC-net; attribute/value pair; expert system development tool; farmer´s dilemma planning problem; hybrid/symbolic connectionist production system; left-hand side; memory elements; object/attribute/value triplet; parallel execution; right-hand side; rule-based production system; variable value instantiation; Computer aided manufacturing; Computer architecture; Computer science; Hardware; Hybrid intelligent systems; Parallel processing; Production planning; Production systems; Robustness; Steel;
Conference_Titel :
Tools with Artificial Intelligence, 1992. TAI '92, Proceedings., Fourth International Conference on
Conference_Location :
Arlington, VA
Print_ISBN :
0-8186-2905-3
DOI :
10.1109/TAI.1992.246374