Dynamic Production Scheduling of Digital Twin Job-Shop Based on Edge Computing

IF 0.5 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
Li-Zhang Xu, Q. Xie
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引用次数: 7

Abstract

The current production scheduling models cannot effectively enable the real-time interaction between information space and physical space. To dynamically schedule twin digital job-shop, this paper attempts to realize the dynamic scheduling of digital twin job-shop (DTJ) based on edge computing. First, the architecture of the DTJ was established by adding the digital twin between the business management layer and the operation execution layer of the traditional job-shop. On this basis, the DTJ was fully modelled, and the manufacturing process was monitored, analyzed and managed remoted by edge computing. To realize dynamic scheduling, a DTJ scheduling model was established through data mining. The model consists of two parts: a data collection model and a multi-scheduling knowledge model. Finally, the proposed DTJ scheduling model was verified through simulation on an actual job-shop. The research results shed new light on the optimization of manufacturing process in various types of job-shops.
基于边缘计算的数字双作业车间动态生产调度
现有的生产调度模型不能有效地实现信息空间与物理空间的实时交互。为了实现双数字作业车间的动态调度,本文尝试基于边缘计算实现双数字作业车间的动态调度。首先,通过在传统作业车间的业务管理层和操作执行层之间添加数字孪生,建立了作业车间的体系结构。在此基础上,对DTJ进行了全面建模,并通过边缘计算远程监控、分析和管理制造过程。为实现动态调度,通过数据挖掘建立了DTJ调度模型。该模型由两部分组成:数据收集模型和多调度知识模型。最后,通过实际作业车间的仿真验证了所提出的DTJ调度模型。研究结果为不同类型作业车间的制造过程优化提供了新的思路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Information Science and Engineering
Journal of Information Science and Engineering 工程技术-计算机:信息系统
CiteScore
2.00
自引率
0.00%
发文量
4
审稿时长
8 months
期刊介绍: The Journal of Information Science and Engineering is dedicated to the dissemination of information on computer science, computer engineering, and computer systems. This journal encourages articles on original research in the areas of computer hardware, software, man-machine interface, theory and applications. tutorial papers in the above-mentioned areas, and state-of-the-art papers on various aspects of computer systems and applications.
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