Knowledge-Based Model of Expert Systems Using Rela-Model

被引:21
|
作者
Do, Nhon V. [1 ]
Nguyen, Hien D. [1 ]
Selamat, Ali [2 ,3 ,4 ]
机构
[1] Vietnam Natl Univ Ho Chi Minh City VNU HCM, Comp Sci Fac, Univ Informat Technol, Ho Chi Minh City, Vietnam
[2] Univ Teknol Malaysia, UTM IRDA Digital Media Ctr Excellence, Skudai 81310, Johor Bahru, Malaysia
[3] Univ Teknol Malaysia, Fac Comp, Skudai 81310, Johor Bahru, Malaysia
[4] Univ Hradec Kralove, FIM, Ctr Basic & Appl Res, Rokitanskeho 62, Hradec Kralove 50003, Czech Republic
关键词
Knowledge representation; knowledge-based system; intelligent problem solver; expert system; relational knowledge; knowledge engineering; CONCEPT ALGEBRA; REPRESENTATION; REDUCTION;
D O I
10.1142/S0218194018500304
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Knowledge about relations plays a crucial role in human's knowledge. Different methods for representing this type of knowledge have been proposed. However, due to the lack of theoretical foundations, these methods cannot guarantee criteria in knowledge representation such as formality, universality, usability and practicality. They are not adequate to represent the knowledge domains in practice which have many components. Based on formal ontology approach, a knowledge model about relations, called Rela-model, is presented in this paper. It has the components such as concepts, relations between concepts, and rules. The concepts in this model consist of attributes, facts and rules of itself. Each object in a concept has also equipped its behavior to solve problems on it. The methods for solving problems based on Rela-model are also studied. The general problems on this model are the following: Given some objects and facts on them, determine the closure of set of attributes and facts on the objects or determine an object or consider a relation between the objects. The algorithms to solve problems are designed and their properties, such as finiteness, effectiveness, have also been proved. Besides the solid mathematical foundation, Rela-model also has a simple specification language which can effectively represent the knowledge, thus it can be used in many real situations. Our approach is also applied to build two systems: the intelligent problem solver about solid geometry in high school mathematics, and the expert system to diagnose diseases in diabetic microvascular complication.
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页码:1047 / 1090
页数:44
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