A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application

This paper proposes a novel self-structuring algorithm for the online adaptive fuzzy controller (SA-OAFC). The SA-OAFC capable of adding and deleting inference rules autonomously can start operating with an empty set of fuzzy rules based on the desired output and actual output of the system to avoid...

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Main Authors: Siyuan Feng, Hong Bao, Xuechao Duan
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/386073
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spelling doaj-e71b4cb7707449609a259f75b2e9f8ac2020-11-24T22:44:10ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472015-01-01201510.1155/2015/386073386073A Novel Online Self-Structuring Fuzzy Control Algorithm and Its ApplicationSiyuan Feng0Hong Bao1Xuechao Duan2Key Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, 2 Taibai Road, Xi’an 710071, ChinaKey Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, 2 Taibai Road, Xi’an 710071, ChinaKey Laboratory of Electronic Equipment Structure Design of Ministry of Education, Xidian University, 2 Taibai Road, Xi’an 710071, ChinaThis paper proposes a novel self-structuring algorithm for the online adaptive fuzzy controller (SA-OAFC). The SA-OAFC capable of adding and deleting inference rules autonomously can start operating with an empty set of fuzzy rules based on the desired output and actual output of the system to avoid conventional differential operation. It also takes advantage of the auxiliary fuzzy system to evaluate the approximated results with little information of the plant. The SA-OAFC is characterized by its good engineering approachability, robustness for all kinds of perturbations of the plant, and the ability to perform variable selection among a group of candidate input variables. Moreover, it manages to remarkably reduce the amount of computation and decrease the complexity of the system. This paper demonstrates the capabilities of SA-OAFC by a simulation example and then hardware-in-the-loop (HIL) experiment.http://dx.doi.org/10.1155/2015/386073
collection DOAJ
language English
format Article
sources DOAJ
author Siyuan Feng
Hong Bao
Xuechao Duan
spellingShingle Siyuan Feng
Hong Bao
Xuechao Duan
A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
Mathematical Problems in Engineering
author_facet Siyuan Feng
Hong Bao
Xuechao Duan
author_sort Siyuan Feng
title A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
title_short A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
title_full A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
title_fullStr A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
title_full_unstemmed A Novel Online Self-Structuring Fuzzy Control Algorithm and Its Application
title_sort novel online self-structuring fuzzy control algorithm and its application
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2015-01-01
description This paper proposes a novel self-structuring algorithm for the online adaptive fuzzy controller (SA-OAFC). The SA-OAFC capable of adding and deleting inference rules autonomously can start operating with an empty set of fuzzy rules based on the desired output and actual output of the system to avoid conventional differential operation. It also takes advantage of the auxiliary fuzzy system to evaluate the approximated results with little information of the plant. The SA-OAFC is characterized by its good engineering approachability, robustness for all kinds of perturbations of the plant, and the ability to perform variable selection among a group of candidate input variables. Moreover, it manages to remarkably reduce the amount of computation and decrease the complexity of the system. This paper demonstrates the capabilities of SA-OAFC by a simulation example and then hardware-in-the-loop (HIL) experiment.
url http://dx.doi.org/10.1155/2015/386073
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AT siyuanfeng novelonlineselfstructuringfuzzycontrolalgorithmanditsapplication
AT hongbao novelonlineselfstructuringfuzzycontrolalgorithmanditsapplication
AT xuechaoduan novelonlineselfstructuringfuzzycontrolalgorithmanditsapplication
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