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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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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1724184764009676800 |