Adaptive fuzzy petri nets for dynamic knowledge representation and inference

被引:119
作者
Li, X [1 ]
Lara-Rosano, F [1 ]
机构
[1] Natl Autonomous Univ Mexico, Ctr Instrumentat Res, Mexico City 04510, DF, Mexico
关键词
petri nets; knowledge-based systems; fuzzy reasoning; knowledge representation; adaptive expert systems; neural learning;
D O I
10.1016/S0957-4174(00)00036-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Knowledge in some fields like Medicine, Science and Engineering is very dynamic because of the continuous contributions of research and development. Therefore, it would be very useful to design knowledge-based systems capable to be adjusted like human cognition and thinking, according to knowledge dynamics. Aiming at this objective, a more generalized fuzzy Petri net model for expert systems is proposed, which is called AFPN (Adaptive Fuzzy Petri Nets). This model has both the features of a fuzzy Petri net and the learning ability of a neural network. Being trained, an AFPN model can be used for dynamic knowledge representation and inference. After the introduction of the AFPN model, the reasoning algorithm and the weight learning algorithm are developed. An example is included as an illustration. (C) 2000 Published by Elsevier Science Ltd.
引用
收藏
页码:235 / 241
页数:7
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