Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint

An adaptive control strategy based on a fuzzy logic system by introducing a nonzero time-varying parameter is studied for an n-link manipulator system with the condition of a complex environment. At the beginning, a universal approximator with a one time-varying parameter is proposed based on the an...

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Main Authors: Yongqing Fan, Wenqing Wang, Ying Liu, Minjuan Wang
Format: Article
Language:English
Published: Wiley 2018-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2018/8275296
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author Yongqing Fan
Wenqing Wang
Ying Liu
Minjuan Wang
author_facet Yongqing Fan
Wenqing Wang
Ying Liu
Minjuan Wang
author_sort Yongqing Fan
collection DOAJ
description An adaptive control strategy based on a fuzzy logic system by introducing a nonzero time-varying parameter is studied for an n-link manipulator system with the condition of a complex environment. At the beginning, a universal approximator with a one time-varying parameter is proposed based on the analysis of the fuzzy logic system, which is utilized to equalize uncertainties in robot manipulators with time-varying output constraints. The novel design method is used to reduce greatly the online learning computation burden compared with traditional fuzzy adaptive control. The output and the position of robotic manipulators are constrained with time-varying, a good tracking performance can be guaranteed with the condition of unknown dynamics of robot manipulators, and the violation of constraints can be conquered by the analysis based on the barrier Lyapunov function. A switching adaptive control is proposed to extend the semiglobal stability to global stability. Effectiveness of the approach is demonstrated by simulation results.
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issn 1076-2787
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publishDate 2018-01-01
publisher Wiley
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spelling doaj-art-d16cd46e27d040ed9f167c51ed0371eb2025-08-20T03:24:00ZengWileyComplexity1076-27871099-05262018-01-01201810.1155/2018/82752968275296Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output ConstraintYongqing Fan0Wenqing Wang1Ying Liu2Minjuan Wang3School of Automation, Xi’an University of Posts and Telecommunications, Xi’an, ChinaSchool of Automation, Xi’an University of Posts and Telecommunications, Xi’an, ChinaSchool of Automation, Xi’an University of Posts and Telecommunications, Xi’an, ChinaSchool of Automation, Xi’an University of Posts and Telecommunications, Xi’an, ChinaAn adaptive control strategy based on a fuzzy logic system by introducing a nonzero time-varying parameter is studied for an n-link manipulator system with the condition of a complex environment. At the beginning, a universal approximator with a one time-varying parameter is proposed based on the analysis of the fuzzy logic system, which is utilized to equalize uncertainties in robot manipulators with time-varying output constraints. The novel design method is used to reduce greatly the online learning computation burden compared with traditional fuzzy adaptive control. The output and the position of robotic manipulators are constrained with time-varying, a good tracking performance can be guaranteed with the condition of unknown dynamics of robot manipulators, and the violation of constraints can be conquered by the analysis based on the barrier Lyapunov function. A switching adaptive control is proposed to extend the semiglobal stability to global stability. Effectiveness of the approach is demonstrated by simulation results.http://dx.doi.org/10.1155/2018/8275296
spellingShingle Yongqing Fan
Wenqing Wang
Ying Liu
Minjuan Wang
Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
Complexity
title Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
title_full Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
title_fullStr Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
title_full_unstemmed Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
title_short Fuzzy Adaptive Switching Control for an Uncertain Robot Manipulators with Time-Varying Output Constraint
title_sort fuzzy adaptive switching control for an uncertain robot manipulators with time varying output constraint
url http://dx.doi.org/10.1155/2018/8275296
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AT wenqingwang fuzzyadaptiveswitchingcontrolforanuncertainrobotmanipulatorswithtimevaryingoutputconstraint
AT yingliu fuzzyadaptiveswitchingcontrolforanuncertainrobotmanipulatorswithtimevaryingoutputconstraint
AT minjuanwang fuzzyadaptiveswitchingcontrolforanuncertainrobotmanipulatorswithtimevaryingoutputconstraint