Cyber-physical-based welding systems: Components and implementation strategies

IF 1.7 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
József Szőlősi, Péter Magyar, József Antal, Béla J. Szekeres, Gábor Farkas, Mátyás Andó
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Abstract

The conditions for a feasible Cyber-Physical System (CPS) in a welding environment are explored for the manufacturing technology components while also focusing on machine learning tools. Increasing manufacturing efficiency means making digitalisation feasible for all technologies, including welding, given today's challenges. Early versions of manufacturing management, such as Computer Integrated Manufacturing, are already leading the way, and one of the latest milestones in these developments is CPS. It can be shown that the digital migration of specific sub-domains (e.g. visual inspection of the weld seam during quality assurance) is significantly more challenging and unimaginable without artificial intelligence applications. However, it is also true that the full integration needed to achieve autonomous manufacturing has yet to be fully achieved, although there is a strong demand in the industry for these CPS to work. In some areas, the digital switchover has already been prepared. However, the interconnection of these subsystems requires modern information systems or, in the case of existing ones, their upgrading to the appropriate level. This research area is set to be addressed comprehensively by initiating several projects. In the initial phase, the aim is to develop an architecture that integrates the various Information Technology applications. In this work, the digital manufacturing environment under CPS is studied, the relevant components are explored, the conditions for the transition from traditional to CPS-based manufacturing are examined and examples of planned further specific studies on the components are listed.

Abstract Image

基于网络物理的焊接系统:组件和实施策略
针对制造技术组件,同时关注机器学习工具,探讨了焊接环境中可行的网络物理系统(CPS)的条件。鉴于当今的挑战,提高制造效率意味着使包括焊接在内的所有技术的数字化变得可行。早期的制造管理,如计算机集成制造,已经在这方面取得了领先地位,而这些发展的最新里程碑之一就是 CPS。事实证明,如果没有人工智能的应用,特定子领域的数字化迁移(例如在质量保证过程中对焊缝进行目视检查)将面临更大的挑战和难以想象的困难。然而,实现自主制造所需的全面集成也确实尚未完全实现,尽管业界对这些 CPS 的工作有着强烈的需求。在某些领域,数字转换已经准备就绪。然而,这些子系统之间的相互连接需要现代化的信息系统,或者在现有信息系统的情况下,将其升级到适当的水平。这一研究领域将通过启动几个项目来全面解决。在初始阶段,我们的目标是开发一个能整合各种信息技术应用的架构。在这项工作中,研究了 CPS 下的数字化制造环境,探讨了相关组件,审查了从传统制造向基于 CPS 的制造过渡的条件,并列举了计划对各组件进行进一步具体研究的实例。
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
IET Cyber-Physical Systems: Theory and Applications
IET Cyber-Physical Systems: Theory and Applications Computer Science-Computer Networks and Communications
CiteScore
5.40
自引率
6.70%
发文量
17
审稿时长
19 weeks
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