An Open Framework for Smart Retrofitting of Legacy Industrial Machines Towards Industry 4.0
This paper presents a six-layer framework for smart retrofitting of legacy industrial machines to align with Industry 4.0 standards, using open-source technologies for cost-effectiveness and scalability. The layers include edge data acquisition, data preprocessing, Digital Twin technology, long-term data storage, AI-based data analysis, and real-time visual-ization. Implemented and evaluated through a case study on a legacy CNC lathe, the framework demonstrated reliable communication and effective performance across various layers. The results validate the framework's feasibility and highlight the need for further fine-tuning of open large language models with manufacturing domain knowledge.
Authors
- Sreekumar Muthuswamy (ORCID: https://orcid.org/0000-0003-0464-341X)
- Deep Patel (ORCID: https://orcid.org/0000-0002-8225-5271)
Institutions
- Indian Institute of Information Technology Allahabad (IN)
Publication Details
- Published
- 2024-12-01
- DOI
- https://doi.org/10.1109/tencon61640.2024.10902873
- Citations
- 2
- Primary Topic
- Digital Transformation in Industry
- Type
- article
- Field-Weighted Citation Impact
- 0.70