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A self-organizing fuzzy neural network and its applications to function approximation and forecast modeling
Qiao, Junfei1; Wang, Huidong1,2
Source PublicationNEUROCOMPUTING
2008
Volume71Issue:4-6Pages:564-569
SubtypeArticle
AbstractTo 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.
KeywordSelf-organizing Fuzzy Neural Networks Forecast Model Wastewater Treatment System
WOS HeadingsScience & Technology ; Technology
WOS KeywordSYSTEM-IDENTIFICATION ; ALGORITHM
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000253663800013
Citation statistics
Cited Times:36[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9554
Collection09年以前成果
Affiliation1.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
Recommended Citation
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.
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