Please use this identifier to cite or link to this item: https://doi.org/10.15480/882.1827
This item is licensed with a CreativeCommons licence by-sa/4.0
Publisher URL: https://www.epubli.de/shop/buch/78929
Title: Business model of aircraft fleet planning using ANN
Language: English
Authors: Pandit, Partha Kumar 
Hasin, Md. Ahsan Akhtar 
Editors: Kersten, Wolfgang 
Blecker, Thorsten 
Ringle, Christian M.  
Keywords: Aircraft Fleet Planning;ANN;Fuzzy
Issue Date: 13-Sep-2018
Publisher: epubli
Part of Series: Proceedings of the Hamburg International Conference of Logistics (HICL) 
Volume number: 25
Conference: Hamburg International Conference of Logistics (HICL) 2018 
Abstract (english): The purpose of Aircraft Fleet Planning is to provide the number and type of aircraft for acquisition, its time of acquisition, and trade-in or phase out of fleet. Airlines select a particular type of aircraft from the manufacturer on the basis of optimum cost, considering a number of constraints. Because of existence of several conflicting criteria, the solution approach becomes an NP-hard problem. As such, a traditional linear programming approach cannot optimize the system in a reasonable time frame. This paper aims at developing a model for selecting aircraft using Artificial Neural Networks. Key inputs have been obtained from the major areas of aircraft design characteristics, aircraft physical performance, maintenance needs, operating economics, acquisition cost, operating cost and customer satisfaction. The input values are fuzzy in nature. However, several methods for combined use of fuzzy logic systems and neural networks have been suggested. Experience, which is conventionally used for selecting a particular type of aircraft, has been used for training of the proposed network. Single-layer ANN model provided a good solution with optimality in cost, without sacrificing time constraint and algorithmic complexity. The airline business will be immensely benefited from the solution procedure.
URI: http://tubdok.tub.tuhh.de/handle/11420/1830
DOI: 10.15480/882.1827
ISBN: 978-3-746765-35-8
ISSN: 2365-5070
Institute: Logistik und Unternehmensführung W-2 
Personalwirtschaft und Arbeitsorganisation W-9 
Type: InProceedings (Aufsatz / Paper einer Konferenz etc.)
Appears in Collections:Publications (tub.dok)

Files in This Item:
File Description SizeFormat
Pandit_Hasin-Aircraft_Fleet_Planning_hicl_2018.pdfBusiness Model of Aircraft Fleet Planning using ANN729,29 kBAdobe PDFView/Open
Show full item record

Page view(s)

21
Last Week
1
Last month
4
checked on May 22, 2019

Download(s)

24
checked on May 22, 2019

Google ScholarTM

Check

Export

This item is licensed under a Creative Commons License Creative Commons