Optimization for Storage Scheduling of Steel Plates Based on Cloud Manufacturing Platform

调度(生产过程) 计算机科学 作业车间调度 云计算 自动化 聚类分析 分布式计算 云制造 云存储 工程类 数学优化 机械工程 嵌入式系统 数学 操作系统 人工智能 布线(电子设计自动化)
作者
Jinlong Wang,Zhezhuang Xu,Weixiang Wen,Rong Wang,Ye Lin,Yazhou Yuan,Boyu Chen,Qingdong Zhang
出处
期刊:IEEE Transactions on Industrial Informatics [Institute of Electrical and Electronics Engineers]
卷期号:19 (12): 11653-11663 被引量:3
标识
DOI:10.1109/tii.2023.3248109
摘要

With the development of cloud manufacturing, the automation of storage scheduling becomes popular in the steel industry. However, the high customization of steel plates makes the storage scheduling too complex to be optimized. To overcome this challenge, we propose to utilize the big data of steel plate orders and warehouse status to optimize the storage scheduling of steel plates. The agglomerative hierarchical clustering is first adopted to reduce the complexity of excessive steel plate specifications, then an optimization problem is defined to formulate the storage scheduling of steel plates with safety. A two-stage heuristic (TSH) algorithm is proposed to solve the optimization problem with low complexity. In TSH, steel plates are first assigned to multiple stacks, and then the arrangement of each stack is determined. Experiments are executed based on a cloud manufacturing platform for steel plates production and storage, and the results prove the effectiveness of the proposed works.
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