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Article | Open Access

A 3-Dimensional Cargo Loading Algorithm for the Conveyor-Type Loading System

Hyeonbin Jeong1Young Tae Ryu2Byung Duk Song1( )Sang-Duck Lee3( )
Department of Industrial Management Engineering, Korea University, Seoul, 02841, Republic of Korea
Department of Artificial Intelligence, Kyung Hee University, Gyeonggi-do, 17104, Republic of Korea
Advanced Logistics System Research Team, Korea Railroad Research Institute, Gyeonggi-do, 16105, Republic of Korea
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Abstract

This paper proposes a novel cargo loading algorithm applicable to automated conveyor-type loading systems. The algorithm offers improvements in computational efficiency and robustness by utilizing the concept of discrete derivatives and introducing logistics-related constraints. Optional consideration of the rotation of the cargoes was made to further enhance the optimality of the solutions, if possible to be physically implemented. Evaluation metrics were developed for accurate evaluation and enhancement of the algorithm’s ability to efficiently utilize the loading space and provide a high level of dynamic stability. Experimental results demonstrate the extensive robustness of the proposed algorithm to the diversity of cargoes present in Business-to-Consumer environments. This study contributes practical advancements in both cargo loading optimization and automation of the logistics industry, with potential applications in last-mile delivery services, warehousing, and supply chain management.

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Computer Modeling in Engineering & Sciences
Pages 2739-2769

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Cite this article:
Jeong H, Ryu YT, Song BD, et al. A 3-Dimensional Cargo Loading Algorithm for the Conveyor-Type Loading System. Computer Modeling in Engineering & Sciences, 2025, 142(3): 2739-2769. https://doi.org/10.32604/cmes.2025.061639

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Received: 29 November 2024
Accepted: 09 January 2025
Published: 03 March 2025
© The Author 2024.

This work is licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.