An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station

This study proposed an incorporated simulation–Taguchi model to optimize a petrol station sales rate. In addition, it provided a regression model to forecast the sales rate. Initially, Witness 2014 simulation software© was used to simulate the operating system of a petrol station. Next, the obtained...

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Main Authors: Galankashi, Masoud Rahiminezhad, Fallahiarezoudar, Ehsan, Moazzami, Anoosh, Helmi, Syed Ahmad, Mohd. Rohani, Jafri, Mohd. Yusof, Noordin
Format: Article
Published: Springer London 2018
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Online Access:http://eprints.utm.my/id/eprint/86261/
http://dx.doi.org/10.1007/s00521-016-2491-5
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.862612020-08-31T13:54:12Z http://eprints.utm.my/id/eprint/86261/ An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station Galankashi, Masoud Rahiminezhad Fallahiarezoudar, Ehsan Moazzami, Anoosh Helmi, Syed Ahmad Mohd. Rohani, Jafri Mohd. Yusof, Noordin TJ Mechanical engineering and machinery This study proposed an incorporated simulation–Taguchi model to optimize a petrol station sales rate. In addition, it provided a regression model to forecast the sales rate. Initially, Witness 2014 simulation software© was used to simulate the operating system of a petrol station. Next, the obtained simulation results were used as the input for Taguchi method to optimize the process. Taguchi L4 standard orthogonal array was taken to optimize the petrol station parameters including the number of pumps, number of cashiers and customers’ interarrival times (IATs) to obtain a better sales rate. Three noise factors such as petrol station location, different cashiers and different dispensers considered as potential factors affecting the response. Based on Taguchi methodology, number of pumps and IAT were identified as highly contributing factors on the sales rate. The remaining factor (number of cashier) similarly influences the response, but the effect is not very significant. Therefore, the importance sequence of the sales rate parameter is IATs > number of pumps > number of cashiers. The regression equation was formulated to maximize the sales rate (Liter) and then verified by the confirmation runs. Springer London 2018-02 Article PeerReviewed Galankashi, Masoud Rahiminezhad and Fallahiarezoudar, Ehsan and Moazzami, Anoosh and Helmi, Syed Ahmad and Mohd. Rohani, Jafri and Mohd. Yusof, Noordin (2018) An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station. Neural Computing & Applications, 29 (4). pp. 1073-1085. ISSN 0941-0643 http://dx.doi.org/10.1007/s00521-016-2491-5
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/
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Galankashi, Masoud Rahiminezhad
Fallahiarezoudar, Ehsan
Moazzami, Anoosh
Helmi, Syed Ahmad
Mohd. Rohani, Jafri
Mohd. Yusof, Noordin
An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
description This study proposed an incorporated simulation–Taguchi model to optimize a petrol station sales rate. In addition, it provided a regression model to forecast the sales rate. Initially, Witness 2014 simulation software© was used to simulate the operating system of a petrol station. Next, the obtained simulation results were used as the input for Taguchi method to optimize the process. Taguchi L4 standard orthogonal array was taken to optimize the petrol station parameters including the number of pumps, number of cashiers and customers’ interarrival times (IATs) to obtain a better sales rate. Three noise factors such as petrol station location, different cashiers and different dispensers considered as potential factors affecting the response. Based on Taguchi methodology, number of pumps and IAT were identified as highly contributing factors on the sales rate. The remaining factor (number of cashier) similarly influences the response, but the effect is not very significant. Therefore, the importance sequence of the sales rate parameter is IATs > number of pumps > number of cashiers. The regression equation was formulated to maximize the sales rate (Liter) and then verified by the confirmation runs.
format Article
author Galankashi, Masoud Rahiminezhad
Fallahiarezoudar, Ehsan
Moazzami, Anoosh
Helmi, Syed Ahmad
Mohd. Rohani, Jafri
Mohd. Yusof, Noordin
author_facet Galankashi, Masoud Rahiminezhad
Fallahiarezoudar, Ehsan
Moazzami, Anoosh
Helmi, Syed Ahmad
Mohd. Rohani, Jafri
Mohd. Yusof, Noordin
author_sort Galankashi, Masoud Rahiminezhad
title An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
title_short An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
title_full An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
title_fullStr An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
title_full_unstemmed An efficient integrated simulation-Taguchi approach for sales rate evaluation of a petrol station
title_sort efficient integrated simulation-taguchi approach for sales rate evaluation of a petrol station
publisher Springer London
publishDate 2018
url http://eprints.utm.my/id/eprint/86261/
http://dx.doi.org/10.1007/s00521-016-2491-5
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