An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications

In this paper, an interactively recurrent functional neural fuzzy network (IRFNFN) with fuzzy differential evolution (FDE) learning method was proposed for solving the control and the prediction problems. The traditional differential evolution (DE) method easily gets trapped in a local optimum durin...

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Main Authors:	Cheng, Jian Lin, Chih, Feng Wu, Hsueh, Yi Lin, Cheng, Yi Yu
Format:	Article
Language:	English
Published:	Universiti Kebangsaan Malaysia 2015
Online Access:	http://journalarticle.ukm.my/9494/ http://journalarticle.ukm.my/9494/ http://journalarticle.ukm.my/9494/1/10_Cheng-Jian_Lin.pdf

id	ukm-9494
recordtype	eprints
spelling	ukm-94942016-12-14T06:50:06Z http://journalarticle.ukm.my/9494/ An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications Cheng, Jian Lin Chih, Feng Wu Hsueh, Yi Lin Cheng, Yi Yu In this paper, an interactively recurrent functional neural fuzzy network (IRFNFN) with fuzzy differential evolution (FDE) learning method was proposed for solving the control and the prediction problems. The traditional differential evolution (DE) method easily gets trapped in a local optimum during the learning process, but the proposed fuzzy differential evolution algorithm can overcome this shortcoming. Through the information sharing of nodes in the interactive layer, the proposed IRFNFN can effectively reduce the number of required rule nodes and improve the overall performance of the network. Finally, the IRFNFN model and associated FDE learning algorithm were applied to the control system of the water bath temperature and the forecast of the sunspot number. The experimental results demonstrate the effectiveness of the proposed method. Universiti Kebangsaan Malaysia 2015-12 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/9494/1/10_Cheng-Jian_Lin.pdf Cheng, Jian Lin and Chih, Feng Wu and Hsueh, Yi Lin and Cheng, Yi Yu (2015) An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications. Sains Malaysiana, 44 (12). pp. 1721-1728. ISSN 0126-6039 http://www.ukm.my/jsm/malay_journals/jilid44bil12_2015/KandunganJilid44Bil12_2015.html
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Kebangasaan Malaysia
building	UKM Institutional Repository
collection	Online Access
language	English
description	In this paper, an interactively recurrent functional neural fuzzy network (IRFNFN) with fuzzy differential evolution (FDE) learning method was proposed for solving the control and the prediction problems. The traditional differential evolution (DE) method easily gets trapped in a local optimum during the learning process, but the proposed fuzzy differential evolution algorithm can overcome this shortcoming. Through the information sharing of nodes in the interactive layer, the proposed IRFNFN can effectively reduce the number of required rule nodes and improve the overall performance of the network. Finally, the IRFNFN model and associated FDE learning algorithm were applied to the control system of the water bath temperature and the forecast of the sunspot number. The experimental results demonstrate the effectiveness of the proposed method.
format	Article
author	Cheng, Jian Lin Chih, Feng Wu Hsueh, Yi Lin Cheng, Yi Yu
spellingShingle	Cheng, Jian Lin Chih, Feng Wu Hsueh, Yi Lin Cheng, Yi Yu An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
author_facet	Cheng, Jian Lin Chih, Feng Wu Hsueh, Yi Lin Cheng, Yi Yu
author_sort	Cheng, Jian Lin
title	An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
title_short	An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
title_full	An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
title_fullStr	An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
title_full_unstemmed	An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
title_sort	interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications
publisher	Universiti Kebangsaan Malaysia
publishDate	2015
url	http://journalarticle.ukm.my/9494/ http://journalarticle.ukm.my/9494/ http://journalarticle.ukm.my/9494/1/10_Cheng-Jian_Lin.pdf
first_indexed	2023-09-18T19:55:03Z
last_indexed	2023-09-18T19:55:03Z
_version_	1777406473019588608

An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications

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