数字孪生车间系统中设备信息反射的可扩展通用方法

IF 9.1 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Robotics and Computer-integrated Manufacturing Pub Date : 2024-03-27 DOI:10.1016/j.rcim.2024.102763
Yueze Zhang , Dongjie Zhang , Jun Yan , Zhifeng Liu , Tongtong Jin
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引用次数: 0

摘要

生产车间配备有各种设备和机器,不同设备产生的生产数据也存在一定差异。因此,由于信息来源和类型众多,为数字孪生车间系统(DTWS)开发一种具有信息展示能力的方法具有一定的挑战性。DTWS 提供的详细程度直接关系到管理层对实体车间生产状态的理解。因此,如何有效地安排和展示不同的数据是一项重大挑战。为应对这一挑战,本研究提出了一种可扩展的 DTWS 设备信息自我反映方法。首先,开发了一个具有可扩展性的通用设备信息模型。该模型包含车间内所有相关数据类型。对这些数据的分析从两个角度进行:车间设备分类和设备内部构成。分析结果用于生成属性元素和功能组件的可扩展样式。对于 DTWS 而言,这两个视角为设备信息展示提供了标准化规范。此外,还引入了一种自省方法,以满足生成从基于设备到可扩展类型的各种信息类型的需求。本文详细介绍了该方法的系统框架和操作流程。为了验证所提出的方法,本文使用 DTWorks 软件开发工具包模拟了一个真实车间,并进行了实际案例研究。在 DTWorks 中实现了所提出的自省方法。分析了建议方法实施前后设备信息类型的差异。结果表明了所提出的自省方法的效率和优势。最后,结果表明,建议的方法在复杂的业务环境中表现出了优势。
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An Expandable and Generalized Method for Equipment Information Reflection in Digital Twin Workshop Systems

A production workshop is equipped with diverse equipment and machinery, and manufacturing data generated by different equipment show certain differences. Therefore, developing a method with an information presentation capability for a digital twin workshop system (DTWS) can be challenging due to the numerous information sources and types. The level of detail provided for a DTWS is directly related to the management comprehension of the production status of a physical workshop. Thus, arranging and presenting different data effectively represents a significant challenge. To address this challenge, this study proposes an equipment information self-reflection method with expandability for DTWSs. First, a generic equipment information model with an expandability is developed. This model encompasses all relevant data types in a workshop. The analysis of these data is conducted from two perspectives: workshop equipment categorization and equipment internal composition. The analysis results are used for the generation of extensible styles for property elements and function components. For the DTWSs, these two perspectives offer a standardized specification for equipment information presentation. In addition, a self-reflection method is introduced to address the demand for generating diverse information types ranging from equipment-based to extensible types. The system framework and operational flow of this method are explained in detail. To verify the proposed method, this paper conducts a practical case study using the DTWorks software development kit to simulate a real workshop. The proposed self-reflection method is implemented into the DTWorks. The disparities in equipment information types are analyzed for both pre- and post-implementation of the proposed method. The obtained results demonstrate the efficiency and advantages of the proposed self-reflection method. Finally, the results show that the proposed method exhibits advantageous performance regarding intricate business contexts.

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来源期刊
Robotics and Computer-integrated Manufacturing
Robotics and Computer-integrated Manufacturing 工程技术-工程:制造
CiteScore
24.10
自引率
13.50%
发文量
160
审稿时长
50 days
期刊介绍: The journal, Robotics and Computer-Integrated Manufacturing, focuses on sharing research applications that contribute to the development of new or enhanced robotics, manufacturing technologies, and innovative manufacturing strategies that are relevant to industry. Papers that combine theory and experimental validation are preferred, while review papers on current robotics and manufacturing issues are also considered. However, papers on traditional machining processes, modeling and simulation, supply chain management, and resource optimization are generally not within the scope of the journal, as there are more appropriate journals for these topics. Similarly, papers that are overly theoretical or mathematical will be directed to other suitable journals. The journal welcomes original papers in areas such as industrial robotics, human-robot collaboration in manufacturing, cloud-based manufacturing, cyber-physical production systems, big data analytics in manufacturing, smart mechatronics, machine learning, adaptive and sustainable manufacturing, and other fields involving unique manufacturing technologies.
期刊最新文献
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