Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing

In this paper, an optimisation technique is adopted to manipulate the input and output scaling of a fuzzy logic controller for lifting the front wheels of a wheelchair and stabilizing the wheelchair in two-wheeled mode. A virtual wheelchair (WC) model is developed within Visual Nastran (VN) sof...

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Main Authors: Ahmad, Salmiah, Tokhi, M. Osman, Toha, Siti Fauziah
Format: Conference or Workshop Item
Language:English
Published: 2009
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Online Access:http://irep.iium.edu.my/2157/1/Genetic_algorithm_optimisation_for_fuzzy_control_of_wheelchair_lifting_and_balancing.pdf
http://irep.iium.edu.my/2157/
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spelling my.iium.irep.21572012-10-02T00:05:22Z http://irep.iium.edu.my/2157/ Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing Ahmad, Salmiah Tokhi, M. Osman Toha, Siti Fauziah TJ212 Control engineering TK7885 Computer engineering In this paper, an optimisation technique is adopted to manipulate the input and output scaling of a fuzzy logic controller for lifting the front wheels of a wheelchair and stabilizing the wheelchair in two-wheeled mode. A virtual wheelchair (WC) model is developed within Visual Nastran (VN) software environment where the model is further linked with Matlab/Simulink for control purposes. The lifting of the chair is done by transforming the first link, attached to the front wheels (casters) to the upright position while maintaining stability of the second link where the payload is attached. General rules of thumb allow heuristic tuning of the parameters but a proper optimisation mechanism will perform better. Genetic Algorithm is used to control the two-wheeled wheelchair and results show that the optimised parameters give better system performance. 2009-12-28 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/2157/1/Genetic_algorithm_optimisation_for_fuzzy_control_of_wheelchair_lifting_and_balancing.pdf Ahmad, Salmiah and Tokhi, M. Osman and Toha, Siti Fauziah (2009) Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing. In: 2009 Third UKSim Symposium on Computer Modeling and Simulation (EMS 2009), 25-27 Nov. 2009, Athens. http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5358808
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
topic TJ212 Control engineering
TK7885 Computer engineering
spellingShingle TJ212 Control engineering
TK7885 Computer engineering
Ahmad, Salmiah
Tokhi, M. Osman
Toha, Siti Fauziah
Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
description In this paper, an optimisation technique is adopted to manipulate the input and output scaling of a fuzzy logic controller for lifting the front wheels of a wheelchair and stabilizing the wheelchair in two-wheeled mode. A virtual wheelchair (WC) model is developed within Visual Nastran (VN) software environment where the model is further linked with Matlab/Simulink for control purposes. The lifting of the chair is done by transforming the first link, attached to the front wheels (casters) to the upright position while maintaining stability of the second link where the payload is attached. General rules of thumb allow heuristic tuning of the parameters but a proper optimisation mechanism will perform better. Genetic Algorithm is used to control the two-wheeled wheelchair and results show that the optimised parameters give better system performance.
format Conference or Workshop Item
author Ahmad, Salmiah
Tokhi, M. Osman
Toha, Siti Fauziah
author_facet Ahmad, Salmiah
Tokhi, M. Osman
Toha, Siti Fauziah
author_sort Ahmad, Salmiah
title Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
title_short Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
title_full Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
title_fullStr Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
title_full_unstemmed Genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
title_sort genetic algorithm optimisation for fuzzy control of wheelchair lifting and balancing
publishDate 2009
url http://irep.iium.edu.my/2157/1/Genetic_algorithm_optimisation_for_fuzzy_control_of_wheelchair_lifting_and_balancing.pdf
http://irep.iium.edu.my/2157/
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5358808
_version_ 1643604918634807296
score 13.160551