DocumentCode :
3448700
Title :
The study of automatic insertion and deletion of fuzzy rules in fuzzy neural network models
Author :
Chen, Jyh-Ming ; Wu, Shuan-Hao ; Lee, Hahn-hling
Author_Institution :
Dept. of Electron. Eng., Nat. Taiwan Inst. of Technol., Taipei, Taiwan
fYear :
1996
fDate :
11-14 Dec 1996
Firstpage :
248
Lastpage :
253
Abstract :
This research is based on a fuzzy neural network, named knowledge-based neural network with trapezoid fuzzy set inputs (KBNN/TFS). We use this network model to refine fuzzy rules with a training database. We propose an interactive consistency checking engine with automatic rule insertion and deletion (ICE/RID) to perform fuzzy rule verification. This process is used to verify the initial rule base and the rules refined by KBNN/TFS. With the interactive interface of ICE, we can detect redundant rules, subsumed rules, and conflict rules. Besides, we can also use RID to insert and delete fuzzy rules automatically if necessary. The proposed model is tested with an inverted pendulum system (IPS). In these experiments, we demonstrate the ability of ICE/RID to remove inconsistencies and insert rules in KBNN/TFS. With the combination of ICE/RID and KBNN/TFS, a valid and consistent rule base can be obtained
Keywords :
fuzzy neural nets; fuzzy set theory; interactive systems; knowledge verification; learning (artificial intelligence); pendulums; user interfaces; conflict rules; consistent rule base; fuzzy neural network models; fuzzy rule deletion; fuzzy rule insertion; fuzzy rule verification; interactive consistency checking engine; interactive interface; inverted pendulum system; knowledge-based neural network; redundant rules; research; rule base; subsumed rules; training database; trapezoid fuzzy set inputs; Data engineering; Engines; Fuzzy neural networks; Fuzzy sets; Ice; Intelligent networks; Knowledge based systems; Knowledge engineering; Neural networks; Neurons;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems Symposium, 1996. Soft Computing in Intelligent Systems and Information Processing., Proceedings of the 1996 Asian
Conference_Location :
Kenting
Print_ISBN :
0-7803-3687-9
Type :
conf
DOI :
10.1109/AFSS.1996.583599
Filename :
583599
Link To Document :
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