An optimization-based decision support tool for air cargo loading

被引:0
|
作者
Desai, Jitamitra [1 ]
Srivathsan, Sandeep [2 ]
Lai, Woen Yon [3 ]
Li, Liqun [4 ]
Yu, Chuhang [5 ]
机构
[1] Indian Inst Management Bangalore, Decis Sci & Informat Syst, Bengaluru, India
[2] Great Lakes Inst Management, Chennai, India
[3] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore, Singapore
[4] Nanyang Technol Univ, Ctr Infrastruct Syst, Sch Civil & Environm Engn, Singapore, Singapore
[5] Nanyang Technol Univ, Air Traff Management Res Inst, Singapore, Singapore
关键词
Air cargo loading; 0-1 mixed-integer nonlinear programming; Convex and concave outer-envelopes; Freighter aircraft; Decision support tool;
D O I
10.1016/j.cie.2022.108816
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this research, we study the air cargo loading problem that aims to assign cargo containers to appropriate loading positions within a freight carrier aircraft. Here, as we deal with an aircraft that has been specially reconfigured into a freight aircraft from originally a passenger aircraft, this leads to a novel air cargo loading problem that is subject to four types of constraints, namely: assignment constraints; maximum position weight limits and zero fuel weight limit considerations; center of gravity (CG) envelope limiting conditions, which are based on the aircraft weight and fluctuating CG during the fueling process; respecting panel weight limits (a legacy constraint from the passenger aircraft structure), which are related to the CG envelope; and finally, lateral imbalance limits for double-row cargo configurations. We minimize the deviation from an optimal CG value, which is determined based on fuel economy and safety restrictions. This problem is formulated as a 0-1 mixed-integer nonlinear programming model, which is subsequently linearized, and four different types of aircraft configurations are utilized to test our formulation. The results indicate that significant improvements can be achieved as compared to a more traditionally used method in the freight cargo industry. Finally, we highlight a user-oriented, functional, and graphically appealing decision support tool, based on the proposed optimization framework, that has been developed and deployed at a major air cargo operator in Singapore.
引用
收藏
页数:13
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