Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.

	Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.
	Li, XZ ; Ruan, D
	1997-08-16
发表期刊	FUZZY SETS AND SYSTEMS
ISSN	0165-0114
卷号	90 期号:1 页码:11-23
摘要	Although there are some papers on using neural networks to solve fuzzy relation equations, they have some widespread problems. For example, the best learning rate cannot be decided easily and strict theoretic analyses on convergence of algorithms are not given due to the complexity in a given system. To overcome these problems, we present some novel neural algorithms in this paper. We first describe such algorithms for max-min operator networks, then we demonstrate these algorithms can also be extended to max-times operator network. important results include some improved fuzzy delta rules, a convergence theorem and an equivalence theorem which reflects fuzzy theory and neural networks can reach the same goal by different routes. The fuzzy bidirectional associative memory network and its training algorithms are also discussed. All important theorems are well-proved and a simulation and a comparison result with Blanco and Pedrycz are reported. (C) 1997 Elsevier Science B.V.
关键词	fuzzy relation equation fuzzy delta rule max-min operator network max-times operator network fuzzy bidirectional associative memory
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Mathematics
WOS类目	Computer Science, Theory & Methods ; Mathematics, Applied ; Statistics & Probability
WOS记录号	WOS:A1997XM41300002
出版者	ELSEVIER SCIENCE BV
引用统计	被引频次：12[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5467
专题	中国科学院计算技术研究所期刊论文_英文
作者单位	1.NUCL RES CTR,FUZZY LOG & INTELLIGENT TECHNOL NUCL SCI,B-2400 MOL,BELGIUM 2.CHINESE ACAD SCI,INST COMP TECHNOL,NATL RES CTR INTELLIGENT COMP SYST,NCIC,BEIJING 100080,PEOPLES R CHINA
推荐引用方式 GB/T 7714	Li, XZ,Ruan, D. Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.[J]. FUZZY SETS AND SYSTEMS,1997,90(1):11-23.
APA	Li, XZ,&Ruan, D.(1997).Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1..FUZZY SETS AND SYSTEMS,90(1),11-23.
MLA	Li, XZ,et al."Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.".FUZZY SETS AND SYSTEMS 90.1(1997):11-23.