Optimization models for scheduling operations in robotic mobile fulfillment systems

调度(生产过程) 作业车间调度 相互依存 计算机科学 机器人 移动机器人 整数规划 运筹学 数学优化 公制(单位) 实时计算 工程类 布线(电子设计自动化) 人工智能 运营管理 嵌入式系统 数学 算法 法学 政治学
作者
Sander Teck,Reginald Dewil
出处
期刊:Applied Mathematical Modelling [Elsevier BV]
卷期号:111: 270-287 被引量:20
标识
DOI:10.1016/j.apm.2022.06.036
摘要

• Scheduling and routing of autonomous mobile vehicles in robotic mobile fulfillment systems. • Integrated assignment and sequencing of inventory pods and orders to picking stations. • Development of MIP models for both the sequential and integrated solution approaches. • Investigation of impact of the chosen performance metric in the optimization process. • An integrated approach leads to more efficient fulfillment systems. In robotic mobile fulfillment systems (RMFS), mobile robots carry inventory shelves autonomously from the storage area to picking stations and back. The scheduling of these robots and the order picking activities can be modeled as a collection of interrelated optimization problems. In this paper, we focus on the following optimization problems: the order allocation to picking stations, order sequencing, the inventory pod selection, and the robot scheduling. We present new mixed-integer programming (MIP) models for these decision problems and extended on existing models from the literature. To improve the models further, we include interstation travel which means that inventory racks can be transported from one picking station straight to another station without returning it to the storage area in between, hence reducing the overall travel distance. Moreover, In previous research on RMFS, only some of these decision problems are integrated. Therefore, we developed an integrated model to study the interdependencies between the decision problems. The models are validated through simulations and different performance metrics are analyzed such as the number of pod visits, the total distance travelled, and the system makespan. Moreover, we introduce a cost metric to facilitate the objective evaluation of the system performance. From the computational experiments we conclude that the integration of the decision problems results in significantly better performing systems compared to sequentially optimizing them. However, this comes at the cost of more computational effort. Furthermore, including interstation visits can further improve the overall system performance.
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