Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network

With the increasing cost of fuel price minimizing fuel consumption is a major concern as far as sustainable engineering is concerned It is apparent that effective techniques for estimating fuel consumption costs are essential in order to avoid unnecessary fuel wastage and make use the most out of it...

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主要な著者: Noraziah, Ahmad, Mohd Azhar, Mohd Amer, Abdalla, Ahmed N., Ainul Azila, Che Fauzi
フォーマット: 論文
言語:English
出版事項: Trans Tech Publications, Switzerland 2014
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オンライン・アクセス:http://umpir.ump.edu.my/id/eprint/6622/1/fskkp-2014-noraziah-Prediction_of_Vehicle_Fuel.pdf
http://umpir.ump.edu.my/id/eprint/6622/
http://www.scientific.net/AMM.492.3
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spelling my.ump.umpir.66222018-10-03T07:39:57Z http://umpir.ump.edu.my/id/eprint/6622/ Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network Noraziah, Ahmad Mohd Azhar, Mohd Amer Abdalla, Ahmed N. Ainul Azila, Che Fauzi QA75 Electronic computers. Computer science With the increasing cost of fuel price minimizing fuel consumption is a major concern as far as sustainable engineering is concerned It is apparent that effective techniques for estimating fuel consumption costs are essential in order to avoid unnecessary fuel wastage and make use the most out of it In this paper an Artificial Neural Network (ANN) 2approach is used to fuel consumption model was proposed First few estimation calculator techniques have2 been briefly described Second the proposed optimization objective is to minimize the travel distance which is the corresponding to vehicle 2routing problem The neural network model has 5 input nodes at layer first which are representing engine size distance fuel type speed and passenger 15 nodes at hidden layer and one output node representing the fuel consumption costs. Finally calculations results are compared with other fuel model which indicate that estimation of fuel cost can be more accurate to optimize the fuel consumption usage accurate to optimize the fuel consumption usage. Trans Tech Publications, Switzerland 2014 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/6622/1/fskkp-2014-noraziah-Prediction_of_Vehicle_Fuel.pdf Noraziah, Ahmad and Mohd Azhar, Mohd Amer and Abdalla, Ahmed N. and Ainul Azila, Che Fauzi (2014) Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network. Applied Mechanics and Materials, 492. pp. 3-6. ISSN 1662-7482 http://www.scientific.net/AMM.492.3 DOI: 10.4028/www.scientific.net/AMM.492.3
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Noraziah, Ahmad
Mohd Azhar, Mohd Amer
Abdalla, Ahmed N.
Ainul Azila, Che Fauzi
Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
description With the increasing cost of fuel price minimizing fuel consumption is a major concern as far as sustainable engineering is concerned It is apparent that effective techniques for estimating fuel consumption costs are essential in order to avoid unnecessary fuel wastage and make use the most out of it In this paper an Artificial Neural Network (ANN) 2approach is used to fuel consumption model was proposed First few estimation calculator techniques have2 been briefly described Second the proposed optimization objective is to minimize the travel distance which is the corresponding to vehicle 2routing problem The neural network model has 5 input nodes at layer first which are representing engine size distance fuel type speed and passenger 15 nodes at hidden layer and one output node representing the fuel consumption costs. Finally calculations results are compared with other fuel model which indicate that estimation of fuel cost can be more accurate to optimize the fuel consumption usage accurate to optimize the fuel consumption usage.
format Article
author Noraziah, Ahmad
Mohd Azhar, Mohd Amer
Abdalla, Ahmed N.
Ainul Azila, Che Fauzi
author_facet Noraziah, Ahmad
Mohd Azhar, Mohd Amer
Abdalla, Ahmed N.
Ainul Azila, Che Fauzi
author_sort Noraziah, Ahmad
title Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
title_short Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
title_full Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
title_fullStr Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
title_full_unstemmed Prediction of Vehicle Fuel Consumption Model Based on Artificial Neural Network
title_sort prediction of vehicle fuel consumption model based on artificial neural network
publisher Trans Tech Publications, Switzerland
publishDate 2014
url http://umpir.ump.edu.my/id/eprint/6622/1/fskkp-2014-noraziah-Prediction_of_Vehicle_Fuel.pdf
http://umpir.ump.edu.my/id/eprint/6622/
http://www.scientific.net/AMM.492.3
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score 13.154949