Research on the Digital Twin System of the Centring Process for High-Precision Lens

被引:0
|
作者
Chen, Zexiang [1 ]
Li, Yanyan [1 ,2 ]
Ma, Guannan [1 ]
Wang, Yaman [1 ]
Qin, Botao [1 ]
机构
[1] Sichuan Univ, Sch Mech Engn, Chengdu 610065, Peoples R China
[2] Key Lab Intelligent Construct & Hlth Operat & Main, Chengdu 610065, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 24期
基金
国家重点研发计划;
关键词
digital twin; optical components manufacturing; lens centring process; visual monitoring; INDUSTRY; 4.0; PERFORMANCE;
D O I
10.3390/app132412988
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In the manufacturing process of optical lenses, the lack of monitoring and detection of the central processing process leads to low processing efficiency and difficulty in ensuring product consistency. We propose a digital twin system for alignment processing to address this issue. The system adopts a hierarchical architecture based on the digital twin five-dimensional model, aiming to improve the fidelity and interactivity of the virtual model of the centring lathe by combining dimension-driven virtual models with integrated data and physical models of the turning mechanism. We have successfully achieved the semantic and physical fusion of multi-source heterogeneous data during centring processing using information models and OPC UA-based data interaction methods. In addition, we adopted the VMD-GRU method based on feature fusion for real-time monitoring of critical components of the centring lathe. Finally, we validated the feasibility and effectiveness of the digital twin system for the central lathe through development examples. The application of this system is expected to promote the digital and intelligent development of high-precision optical component processing, providing references including references for related manufacturing fields. In summary, we propose a digital monitoring and detection system for the centring process of optical lens manufacturing. The application of this system will help improve product consistency and processing efficiency while reducing risks and costs in the manufacturing process.
引用
收藏
页数:15
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