A Swarm Optimization Algorithm for Practical Container Loading Problem

被引:0
|
作者
Zhou, Qifeng [1 ]
Liu, Xiang [1 ]
机构
[1] Xiamen Univ, Dept Automat, Xiamen, Peoples R China
来源
IECON 2017 - 43RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY | 2017年
关键词
container loading problem; swarm optimization; pallet loading; TABU SEARCH ALGORITHM; BOXES;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
3D container loading problem (3D-CLP) is a classic NP-hard optimization problem. Although computer scientists and discrete mathematicians have studied this problem for decades, there are still some unsolved puzzles, such as multi-constrained 3D container loading optimization. Moreover, with the rapid development of modern logistics, several new 3D container-loading related problems emerged, such as containers with various sizes, considering different orientations of boxes, and two-step 3D container loading with pallets. From the perspective of practical applications, this paper proposes a new heuristic algorithm for emerged 3D container loading problems. Our proposed algorithm regards the loading arrangement as the position of an individual in the swarm, and by the interactions of the individuals with each other and with loading constraints, most of them will gather to the good ones and finally stop at the best position, which is the loading arrangement of boxes. The proposed algorithm can solve both the 3D container loading problem with pallets or without pallets. Experimental results show significant performance improvements over other state-of-the-art approaches.
引用
收藏
页码:5690 / 5695
页数:6
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