Predictive Maintenance System for CNC Machines
The present invention relates to BE SHIELD, a state-of-the-art preventive maintenance system specifically designed for CNC machines in the hardware manufacturing industry. This invention addresses a critical niche, improving the operational efficiency and reliability of industrial machinery through advanced predictive maintenance. It comprises an integrated sensor kit installed on a CNC machine, equipped with various sensors, including temperature, pressure, and vibration sensors. The real-time data collected by these sensors is transmitted to a maintenance software. This software employs a sophisticated artificial intelligence model to monitor and analyses parameter trends continuously. By accurately predicting potential breakdowns in advance, this invention allows for timely pre-emptive actions, significantly reducing the risk of unexpected machine failures, downtime, and maintenance costs. In an industry, where expert maintenance personnel are not always readily available, this invention offers a substantial advantage. It ensures that experts can be scheduled proactively, thus enhancing the overall efficiency and productivity of manufacturing operations.
Authors
- Merin Jacob
- N Jayajevaa
- S. Sridevi
- S R Deeksha
- R Ramya
Institutions
- CMR University (IN)
Publication Details
- Published
- 2025-05-01
- DOI
- https://doi.org/10.1109/iceccc65144.2025.11064291
- Primary Topic
- Engineering Diagnostics and Reliability
- Type
- article
- Field-Weighted Citation Impact
- 0.00