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A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling

文献类型：期刊论文

作者Qiao, Junfei1; Wang, Huidong1,2
刊名NEUROCOMPUTING
出版日期2008
卷号71期号:4-6页码:564-569
关键词self-organizing fuzzy neural networks forecast model wastewater treatment system
英文摘要To solve the problem of conventional input-output space partitioning, a new learning algorithm for creating self-organizing fuzzy neural networks (SOFNN) is proposed, which automates structure and parameter identification simultaneously based on input-target samples. First, a self-organizing clustering approach is used to establish the structure of the network and obtain the initial values of its parameters, then a supervised learning method to optimize these parameters. Two specific implementations of the algorithm, including function approximation and forecast modeling of the wastewater treatment system, are developed, comprehensive comparisons are made with other approaches in both of the examples. Simulation studies demonstrate the presented algorithm is superior in terms of compact structure and learning efficiency. (c) 2007 Elsevier B.V. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence
研究领域[WOS]Computer Science
关键词[WOS]SYSTEM-IDENTIFICATION ; ALGORITHM
收录类别ISTP ; SCI
语种英语
WOS记录号WOS:000253663800013
公开日期2015-12-24
源URL[http://ir.ia.ac.cn/handle/173211/9554]  
专题自动化研究所_09年以前成果
作者单位1.Beijing Polytech Univ, Sch Elect Informat & Control Engn, Beijing 100022, Peoples R China
2.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligent Sci, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714		 Qiao, Junfei,Wang, Huidong. A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling[J]. NEUROCOMPUTING,2008,71(4-6):564-569.
APA Qiao, Junfei,&Wang, Huidong.(2008).A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling.NEUROCOMPUTING,71(4-6),564-569.
MLA Qiao, Junfei,et al."A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling".NEUROCOMPUTING 71.4-6(2008):564-569.

入库方式： OAI收割

来源：自动化研究所

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