Please use this identifier to cite or link to this item: https://hdl.handle.net/11499/4478
Title: Three different applications of genetic algorithm (GA) search techniques on oil demand estimation
Authors: Canyurt, Olcay Ersel.
Öztürk, Harun Kemal.
Keywords: Future projections
Genetic algorithm
Oil consumption
Oil demand
Oil planning
Oil policy
Turkey
Estimation
Fuel consumption
Ground vehicles
International trade
Mathematical models
Population statistics
Problem solving
Production control
Genetic algorithms
Abstract: This present study develops three scenarios to analyze oil consumption and make future projections based on the Genetic algorithm (GA) notion, and examines the effect of the design parameters on the oil utilization values. The models developed in the non-linear form are applied to the oil demand of Turkey. The GA Oil Demand Estimation Model (GAODEM) is developed to estimate the future oil demand values based on Gross National Product (GNP), population, import, export, oil production, oil import and car, truck and bus sales figures. Among these models, the GA-PGOiTI model, which uses population, GNP, oil import, truck sales and import as design parameters/indicators, was found to provide the best fit solution with the observed data. It may be concluded that the proposed models can be used as alternative solution and estimation techniques for the future oil utilization values of any country. © 2006 Elsevier Ltd. All rights reserved.
URI: https://hdl.handle.net/11499/4478
https://doi.org/10.1016/j.enconman.2006.03.009
ISSN: 0196-8904
Appears in Collections:Mühendislik Fakültesi Koleksiyonu
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection
WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection

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