Digital Twin Used in Real-Time Monitoring of Operations Performed on CNC Technological Equipment

被引:5
作者
Daraba, Dinu [1 ]
Pop, Florina [2 ]
Daraba, Catalin [1 ]
机构
[1] Tech Univ Cluj Napoca, Engn & Technol Management Dept, Cluj Napoca 400347, Romania
[2] Operat Excellence OPEX Dept, XD Connects Printmasters, Baia Mare 437095, Romania
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 22期
关键词
CNC machines; digital twin; real-time monitoring; process optimization; human-machine collaboration;
D O I
10.3390/app142210088
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Featured Application Digital Twin used in real-time monitoring of operations performed on CNC technological equipment that will retrieve the relevant parameters of machine working.Abstract This article presents the development and implementation of a real-time monitoring solution designed for CNC machines, specifically applied to 150 industrial printing machines, leveraging Digital Twin (DT) technology. The system integrates an SQL database with Android and .NET interfaces, ensuring seamless data synchronization across all machines and optimizing production processes. The real-time monitoring enables immediate reflection of operational changes, enhancing predictive maintenance and reducing machine downtime. A notable feature of the system is its 1 s average data synchronization rate per machine, managing 150 resources distributed over a 10,000 mp area. This fast synchronization improves workflow coordination, reducing production time by approximately 10%, and minimizing operator delays caused by material issues, machine malfunctions, or product defects. The integration of advanced analytics further supports real-time decision-making, predictive maintenance, and performance optimization, aligning the solution with the objectives of Industry 4.0 and Industry 5.0 initiatives. This version reflects the specific results of the research, including the 1 s synchronization rate, the 10% reduction in production time, and the scalability of the system for 150 resources.
引用
收藏
页数:24
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