机架
过道
机器人
吞吐量
块(置换群论)
排队论
工程类
计算机科学
阻塞(统计)
模拟
运筹学
计算机网络
操作系统
人工智能
结构工程
机械工程
无线
数学
几何学
作者
Wanying Chen,René de Koster,Yeming Gong
出处
期刊:Transportation Science
[Institute for Operations Research and the Management Sciences]
日期:2022-04-07
卷期号:56 (6): 1658-1676
被引量:16
标识
DOI:10.1287/trsc.2022.1140
摘要
Warehouses are becoming increasingly robotized. Autonomous rack-climbing robots have recently been introduced in e-commerce fulfillment centers. The robots not only retrieve loads from any level in a rack but also, roam the warehouse and bring the loads to order picking stations without using conveyors or lifts. This paper models and analyzes this system under both single and dual commands with different robot assignment (dedicated versus shared) and storage location assignment (class-based and random) policies. We study these policies in the presence of robot congestion. We evaluate the impact of two blocking protocols, a wait-outside-aisle policy and a block-and-recirculate policy, on the order throughput time. The system is modeled using semiopen queuing networks (SOQNs) for the different operating policies. The analytical models are validated using simulation. We also use this model to compare this system with a shuttle-based system. The results show that (1) the choice of the wait-outside-aisle policy or the block-and-recirculate policy mainly depends on the number of the robots in the system and the throughput requirement and that (2) the dedicated robot assignment policy can be an attractive policy, especially for a large system.
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