Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System

An integral state feedback control method based on T-S fuzzy model is proposed for nonlinear and unstable magnetic levitation ball system in this paper. Firstly, the fuzzy model of the magnetic levitation ball is derived from the nonlinear dynamic model by using the sector nonlinearity, and the loca...

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Main Authors: Jinggang Zhang, Xinyuan Wang, Xuejuan Shao
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8981978/
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spelling doaj-a089377b0415416a917bb65f23e48d912021-03-30T02:40:16ZengIEEEIEEE Access2169-35362020-01-018382213822810.1109/ACCESS.2020.29716318981978Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball SystemJinggang Zhang0https://orcid.org/0000-0003-1965-5413Xinyuan Wang1https://orcid.org/0000-0001-6536-3636Xuejuan Shao2https://orcid.org/0000-0002-8663-5829Department of Automation, Taiyuan University of Science and Technology, Taiyuan, ChinaDepartment of Automation, Taiyuan University of Science and Technology, Taiyuan, ChinaDepartment of Automation, Taiyuan University of Science and Technology, Taiyuan, ChinaAn integral state feedback control method based on T-S fuzzy model is proposed for nonlinear and unstable magnetic levitation ball system in this paper. Firstly, the fuzzy model of the magnetic levitation ball is derived from the nonlinear dynamic model by using the sector nonlinearity, and the local controller is designed by using the integral state feedback control. The global controller is constructed by a parallel distributed compensation (PDC) method, and the feedback gain is obtained using a linear matrix inequality (LMI). Finally, the integrated state feedback controller is applied to the position control of the magnetic levitation ball system, and a dSPACE real-time control platform is established for experimental research. The simulation and experiment are performed to prove that the designed controller can levitate the ball stably, and has better control performance.https://ieeexplore.ieee.org/document/8981978/Magnetic levitation ball systemT-S fuzzy modelintegral state feedbackparallel distributed compensation (PDC)linear matrix inequality (LMI)dSPACE
collection DOAJ
language English
format Article
sources DOAJ
author Jinggang Zhang
Xinyuan Wang
Xuejuan Shao
spellingShingle Jinggang Zhang
Xinyuan Wang
Xuejuan Shao
Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
IEEE Access
Magnetic levitation ball system
T-S fuzzy model
integral state feedback
parallel distributed compensation (PDC)
linear matrix inequality (LMI)
dSPACE
author_facet Jinggang Zhang
Xinyuan Wang
Xuejuan Shao
author_sort Jinggang Zhang
title Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
title_short Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
title_full Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
title_fullStr Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
title_full_unstemmed Design and Real-Time Implementation of Takagi–Sugeno Fuzzy Controller for Magnetic Levitation Ball System
title_sort design and real-time implementation of takagi–sugeno fuzzy controller for magnetic levitation ball system
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description An integral state feedback control method based on T-S fuzzy model is proposed for nonlinear and unstable magnetic levitation ball system in this paper. Firstly, the fuzzy model of the magnetic levitation ball is derived from the nonlinear dynamic model by using the sector nonlinearity, and the local controller is designed by using the integral state feedback control. The global controller is constructed by a parallel distributed compensation (PDC) method, and the feedback gain is obtained using a linear matrix inequality (LMI). Finally, the integrated state feedback controller is applied to the position control of the magnetic levitation ball system, and a dSPACE real-time control platform is established for experimental research. The simulation and experiment are performed to prove that the designed controller can levitate the ball stably, and has better control performance.
topic Magnetic levitation ball system
T-S fuzzy model
integral state feedback
parallel distributed compensation (PDC)
linear matrix inequality (LMI)
dSPACE
url https://ieeexplore.ieee.org/document/8981978/
work_keys_str_mv AT jinggangzhang designandrealtimeimplementationoftakagix2013sugenofuzzycontrollerformagneticlevitationballsystem
AT xinyuanwang designandrealtimeimplementationoftakagix2013sugenofuzzycontrollerformagneticlevitationballsystem
AT xuejuanshao designandrealtimeimplementationoftakagix2013sugenofuzzycontrollerformagneticlevitationballsystem
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