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A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling
Qiao, Junfei1; Wang, Huidong1,2
2008
发表期刊NEUROCOMPUTING
卷号71期号:4-6页码:564-569
文章类型Article
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.
关键词Self-organizing Fuzzy Neural Networks Forecast Model Wastewater Treatment System
WOS标题词Science & Technology ; Technology
关键词[WOS]SYSTEM-IDENTIFICATION ; ALGORITHM
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence
WOS记录号WOS:000253663800013
引用统计
被引频次:36[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9554
专题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
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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.
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