4.7 Article

A centroid opposition-based coral reefs algorithm for solving an automated guided vehicle routing problem with a recharging constraint

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APPLIED SOFT COMPUTING
卷 128, 期 -, 页码 -

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ELSEVIER
DOI: 10.1016/j.asoc.2022.109504

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Flexible job shop scheduling; Reconfigurable manufacturing system; AGV battery management system; Time-space network; Meta-heuristics

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This paper studies the synchronization problem of task scheduling and AGV routing in a shop floor with reconfigurable machine tools. A heuristic method based on the COCRO algorithm is proposed, and collision-free paths are extracted using the Dijkstra algorithm. The results show the superiority of the COCRO algorithm. Additionally, the performance of the system under different circumstances and the comparison of different battery types are analyzed in the paper.
Automated guided vehicles (AGVs) have been utilized extensively in material handling systems. In this paper, a synchronization problem of task scheduling and AGV routing is studied on a shop floor with reconfigurable machine tools. The objective is to minimize the maximum completion time (i.e., makespan) of all products. Studying scheduling and routing problems simultaneously, we propose a centroid opposition-based coral reefs optimization (COCRO) algorithm combined with a heuristic. The developed heuristic uses the Dijkstra algorithm to extract collision-free paths. To test the performance of the proposed algorithm, its results are compared to the results of the algorithm used in the literature recently. The results indicate the superiority of the COCRO algorithm. Finally, the performance of the system under different circumstances is analyzed. Based on the results, it can be claimed that reconfigurable machines reduce production time by up to 35%. Furthermore, the capacity of AGVs has a more significant role than the number of AGVs in the production time. Also, comparing four widely used types of batteries (i.e., sealed GEL, AGM pure-lead, Lithium, and flooded lead-acid), the result confirms the superiority of Lithium batteries. (c) 2022 Elsevier B.V. All rights reserved.

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