Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system
This research examines the emerging role of adaptive interval type-2 fuzzy logic systems (AIT2FLS) versus adaptive type-1 fuzzy logic system (AT1FLS) in vehicle handling by a new nonlinear model of the variable geometry suspension system (VGS) as a vehicle active suspension system. A proper controll...
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Online Access: | https://www.jvejournals.com/article/17862 |
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doaj-85b7f1b5b9404a3398e90f5afb39b5242020-11-24T21:33:16ZengJVE InternationalJournal of Vibroengineering1392-87162538-84602017-09-011964498451510.21595/jve.2017.1786217862Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension systemMansour Baghaeian0Ali Akbar Akbari1The Center of Excellence on Soft Computing and Intelligent Information Processing, Faculty of Engineering, Ferdowsi University of Mashhad, Mashhad, IranThe Center of Excellence on Soft Computing and Intelligent Information Processing, Faculty of Engineering, Ferdowsi University of Mashhad, Mashhad, IranThis research examines the emerging role of adaptive interval type-2 fuzzy logic systems (AIT2FLS) versus adaptive type-1 fuzzy logic system (AT1FLS) in vehicle handling by a new nonlinear model of the variable geometry suspension system (VGS) as a vehicle active suspension system. A proper controller is needed in order to have soft response and robustness against challenging vehicle maneuvers. Two controllers, including AT1FLS and AIT2FLS have been used in the paper. The proposed AIT2FLS can efficiently handle system uncertainties, especially in the presence of most difficult challenging vehicle maneuvers in comparison with AT1FLS. The interval type-2 fuzzy adaptation law adjusts the consequent parameters of the rules constructed on the Lyapunov synthesis approach. For this purpose, the kinematic equations are obtained for the vehicle double wishbone suspension system and they are substituted in a nonlinear vehicle handling model with eight degrees of freedoms (8DOFs). Thereby, a new nonlinear model for the analysis of VGS is obtained. The results indicate that between the two controllers, the proposed AIT2FLS has better overall vehicle handling, robustness and soft response.https://www.jvejournals.com/article/17862adaptive interval type-2 fuzzy logic systemsactive suspension systemnew nonlinear model of VGSvehicle handling enhancement |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mansour Baghaeian Ali Akbar Akbari |
spellingShingle |
Mansour Baghaeian Ali Akbar Akbari Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system Journal of Vibroengineering adaptive interval type-2 fuzzy logic systems active suspension system new nonlinear model of VGS vehicle handling enhancement |
author_facet |
Mansour Baghaeian Ali Akbar Akbari |
author_sort |
Mansour Baghaeian |
title |
Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
title_short |
Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
title_full |
Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
title_fullStr |
Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
title_full_unstemmed |
Adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
title_sort |
adaptive interval type-2 fuzzy logic systems for vehicle handling enhancement by new nonlinear model of variable geometry suspension system |
publisher |
JVE International |
series |
Journal of Vibroengineering |
issn |
1392-8716 2538-8460 |
publishDate |
2017-09-01 |
description |
This research examines the emerging role of adaptive interval type-2 fuzzy logic systems (AIT2FLS) versus adaptive type-1 fuzzy logic system (AT1FLS) in vehicle handling by a new nonlinear model of the variable geometry suspension system (VGS) as a vehicle active suspension system. A proper controller is needed in order to have soft response and robustness against challenging vehicle maneuvers. Two controllers, including AT1FLS and AIT2FLS have been used in the paper. The proposed AIT2FLS can efficiently handle system uncertainties, especially in the presence of most difficult challenging vehicle maneuvers in comparison with AT1FLS. The interval type-2 fuzzy adaptation law adjusts the consequent parameters of the rules constructed on the Lyapunov synthesis approach. For this purpose, the kinematic equations are obtained for the vehicle double wishbone suspension system and they are substituted in a nonlinear vehicle handling model with eight degrees of freedoms (8DOFs). Thereby, a new nonlinear model for the analysis of VGS is obtained. The results indicate that between the two controllers, the proposed AIT2FLS has better overall vehicle handling, robustness and soft response. |
topic |
adaptive interval type-2 fuzzy logic systems active suspension system new nonlinear model of VGS vehicle handling enhancement |
url |
https://www.jvejournals.com/article/17862 |
work_keys_str_mv |
AT mansourbaghaeian adaptiveintervaltype2fuzzylogicsystemsforvehiclehandlingenhancementbynewnonlinearmodelofvariablegeometrysuspensionsystem AT aliakbarakbari adaptiveintervaltype2fuzzylogicsystemsforvehiclehandlingenhancementbynewnonlinearmodelofvariablegeometrysuspensionsystem |
_version_ |
1725953977331220480 |