Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT

Controlling engine speed corresponding to load variations and road condition has always been a challenge to automotive engineers. However, with the introduction of Electro-Mechanical Dual Acting Pulley Continuously Variable Transmission (EMDAP-CVT),maintaining constant engine speed based on either i...

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Main Authors: Ariyono, Sugeng, Tawi, Kamarul Baharin, Jamaluddin, Hishamuddin, Supriyo, Bambang
Format: Article
Language:English
Published: Faculty of Mechanical Engineering 2006
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Online Access:http://eprints.utm.my/id/eprint/6616/1/paper%25204.pdf
http://eprints.utm.my/id/eprint/6616/
http://www.fkm.utm.my/~mekanika
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spelling my.utm.66162010-06-01T15:45:02Z http://eprints.utm.my/id/eprint/6616/ Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT Ariyono, Sugeng Tawi, Kamarul Baharin Jamaluddin, Hishamuddin Supriyo, Bambang TJ Mechanical engineering and machinery Controlling engine speed corresponding to load variations and road condition has always been a challenge to automotive engineers. However, with the introduction of Electro-Mechanical Dual Acting Pulley Continuously Variable Transmission (EMDAP-CVT),maintaining constant engine speed based on either its optimum control line or maximum engine power characteristic could be made possible. This paper describes the simulation work in this area carried out by the Drivetrain Research Group at the Automotive Development Centre, Universiti Teknologi Malaysia, Skudai Johor. The developed drive train model is highly non-linear; it could not be controlled satisfactorily by common linear control strategy such as PID controller. To overcome the problem, the use of Artificial Neural Network (ANN) is employed to indirectly control the engine speed by adjusting pulley CVT ratio. Computer simulations showed that applying artificial neural network (ANN) into drive train model could select a proper transmission ratio where the engine could be maintained to run at certain desired engine speed. Faculty of Mechanical Engineering 2006-12 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/6616/1/paper%25204.pdf Ariyono, Sugeng and Tawi, Kamarul Baharin and Jamaluddin, Hishamuddin and Supriyo, Bambang (2006) Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT. Jurnal Mekanikal, 22 . pp. 39-52. ISSN 0127-3396 http://www.fkm.utm.my/~mekanika
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Ariyono, Sugeng
Tawi, Kamarul Baharin
Jamaluddin, Hishamuddin
Supriyo, Bambang
Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
description Controlling engine speed corresponding to load variations and road condition has always been a challenge to automotive engineers. However, with the introduction of Electro-Mechanical Dual Acting Pulley Continuously Variable Transmission (EMDAP-CVT),maintaining constant engine speed based on either its optimum control line or maximum engine power characteristic could be made possible. This paper describes the simulation work in this area carried out by the Drivetrain Research Group at the Automotive Development Centre, Universiti Teknologi Malaysia, Skudai Johor. The developed drive train model is highly non-linear; it could not be controlled satisfactorily by common linear control strategy such as PID controller. To overcome the problem, the use of Artificial Neural Network (ANN) is employed to indirectly control the engine speed by adjusting pulley CVT ratio. Computer simulations showed that applying artificial neural network (ANN) into drive train model could select a proper transmission ratio where the engine could be maintained to run at certain desired engine speed.
format Article
author Ariyono, Sugeng
Tawi, Kamarul Baharin
Jamaluddin, Hishamuddin
Supriyo, Bambang
author_facet Ariyono, Sugeng
Tawi, Kamarul Baharin
Jamaluddin, Hishamuddin
Supriyo, Bambang
author_sort Ariyono, Sugeng
title Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
title_short Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
title_full Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
title_fullStr Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
title_full_unstemmed Engine Speed Control using Online ANN for Vehicle with EMDAP-CVT
title_sort engine speed control using online ann for vehicle with emdap-cvt
publisher Faculty of Mechanical Engineering
publishDate 2006
url http://eprints.utm.my/id/eprint/6616/1/paper%25204.pdf
http://eprints.utm.my/id/eprint/6616/
http://www.fkm.utm.my/~mekanika
_version_ 1643644600055758848
score 13.160551