Construction-Based Optimization Approaches to Airline Crew Rostering Problem
Document Type
Article
Publication Date
7-1-2020
Abstract
An airline crew rostering problem (ACRP) is one of the most important problems in an airline planning process. It aims at determining an optimal assignment of pairings, which refer to sequences of flights starting from and ending at the same crew base, to aircrew to form roster lines. In practice, ACRP is subject to various types of constraints. We present a constraint-implicit mathematical model taking into account the basic, horizontal, and vertical constraints. In order to solve a kind of ACRP, we propose a construction-based variable neighborhood search (VNS) framework that can build rosters effectively. Three construction methods, i.e., crew-by-crew, pairing-by-pairing, and orthogonal constructions, are introduced. To evaluate our approaches, we conduct extensive experiments on two scenarios (intense and light workload) of instances originated from a Chinese airline company and make comparisons among different VNS approaches. The computational results show that the proposed approaches are capable of producing high-quality solutions in both scenarios. Note to Practitioners-This article investigates an airline crew rostering problem (ACRP) originated from a renowned Chinese airline. The goal is to effectively utilize its manpower resources. ACRP has various kinds of rules, constraints, and objectives. It is generally very difficult to model a practical problem by using explicit formula sets. We thereby provide an implicit mathematical model to define the problem. Based on this model, concise yet effective heuristic approaches are devised to construct rosters automatically. They can handle the case that has more than 1000 attendants, 2000 pairings, and 12 000 flight tasks. We believe that the proposed approaches can serve as kinds of generic frameworks for practical and large-scale ACRPs.
Identifier
85077276402 (Scopus)
Publication Title
IEEE Transactions on Automation Science and Engineering
External Full Text Location
https://doi.org/10.1109/TASE.2019.2955988
e-ISSN
15583783
ISSN
15455955
First Page
1399
Last Page
1409
Issue
3
Volume
17
Grant
61673403
Fund Ref
National Natural Science Foundation of China
Recommended Citation
Zhang, Zizhen; Zhou, Meng Chu; and Wang, Jiahai, "Construction-Based Optimization Approaches to Airline Crew Rostering Problem" (2020). Faculty Publications. 5169.
https://digitalcommons.njit.edu/fac_pubs/5169
