Hiwa Esmaeilzadeh, Alireza Rashidi Komijan, H. Kazemipoor, M. Fallah, R. Tavakkoli-Moghaddam
{"title":"A bi-objective aircraft maintenance routing problem based on flying hours to efficient use of available fleet","authors":"Hiwa Esmaeilzadeh, Alireza Rashidi Komijan, H. Kazemipoor, M. Fallah, R. Tavakkoli-Moghaddam","doi":"10.1108/jfm-02-2022-0018","DOIUrl":null,"url":null,"abstract":"\nPurpose\nThe proposed model aims to consider the flying hours as a criterion to initiate maintenance operation. Based on this condition, aircraft must be checked before flying hours threshold is met. After receiving maintenance service, the model ignores previous flying hours and the aircraft can keep on flying until the threshold value is reached again. Moreover, the model considers aircraft age and efficiency to assign them to flights.\n\n\nDesign/methodology/approach\nThe aircraft maintenance routing problem (AMRP), as one of the most important problems in the aviation industry, determines the optimal route for each aircraft along with meeting maintenance requirements. This paper presents a bi-objective mixed-integer programming model for AMRP in which several criteria such as aircraft efficiency and ferrying flights are considered.\n\n\nFindings\nAs the solution approaches, epsilon-constraint method and a non-dominated sorting genetic algorithm (NSGA-II), including a new initializing algorithm, are used. To verify the efficiency of NSGA-II, 31 test problems in different scales are solved using NSGA-II and GAMS. The results show that the optimality gap in NSGA-II is less than 0.06%. Finally, the model was solved based on real data of American Eagle Airlines extracted from Kaggle datasets.\n\n\nOriginality/value\nThe authors confirm that it is an original paper, has not been published elsewhere and is not currently under consideration of any other journal.\n","PeriodicalId":46544,"journal":{"name":"Journal of Facilities Management","volume":null,"pages":null},"PeriodicalIF":2.2000,"publicationDate":"2022-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Facilities Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/jfm-02-2022-0018","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MANAGEMENT","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose
The proposed model aims to consider the flying hours as a criterion to initiate maintenance operation. Based on this condition, aircraft must be checked before flying hours threshold is met. After receiving maintenance service, the model ignores previous flying hours and the aircraft can keep on flying until the threshold value is reached again. Moreover, the model considers aircraft age and efficiency to assign them to flights.
Design/methodology/approach
The aircraft maintenance routing problem (AMRP), as one of the most important problems in the aviation industry, determines the optimal route for each aircraft along with meeting maintenance requirements. This paper presents a bi-objective mixed-integer programming model for AMRP in which several criteria such as aircraft efficiency and ferrying flights are considered.
Findings
As the solution approaches, epsilon-constraint method and a non-dominated sorting genetic algorithm (NSGA-II), including a new initializing algorithm, are used. To verify the efficiency of NSGA-II, 31 test problems in different scales are solved using NSGA-II and GAMS. The results show that the optimality gap in NSGA-II is less than 0.06%. Finally, the model was solved based on real data of American Eagle Airlines extracted from Kaggle datasets.
Originality/value
The authors confirm that it is an original paper, has not been published elsewhere and is not currently under consideration of any other journal.
期刊介绍:
Journal of Facilities Management is a strategic level journal for Heads of Facilities and Corporate Real Estate. Guided by its international and expert Editorial Board, Journal of Facilities Management publishes high-quality, authoritative, and detailed analysis, briefings and case studies on how facilities can and do play a vital part in helping deliver corporate strategy. This quarterly publication features contributions from leading practitioners and thinkers in the field of Facilities Management, from some of the leading companies, government institutions, and universities in the world. The journal features a combination of theoretical and practical articles, complemented by a wide range of case studies and regular features, identifying key implications for senior practitioners in Facilities Management.