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One World, One Industry: Mastering Technology PrognosticationData-driven Industrial Digital Solutions Drive Quality and Reduce Costs
September 24, 2024 | Mikalai Kuchuk, MKS’ AtotechEstimated reading time: 1 minute
Data-driven digital solutions for decision support, process optimization, and operational efficiency have emerged as essential elements for the PCB manufacturing industry, leveraging technologies such as IIoT (Industrial Internet of Things), machine learning (ML), and artificial intelligence (AI) to provide real-time insights into equipment health and performance in the first place.
In the following article, we will explore the importance and impact of data-driven solutions on industrial operations, specifically focusing on condition and energy monitoring, traceability, predictive maintenance, process optimization, and closed-loop intelligent control. Additionally, we will provide a practical example of how such solutions are implemented and the benefit they can bring to electrical energy consumption optimization for sustainable manufacturing.
Importance of Data-driven Solutions
Data-driven solutions are the foundation for Smart factory operations. By leveraging data analytics and AI technologies, manufacturers can achieve operational efficiency, reduce downtime, enhance product quality, and ensure equipment sustainability. Proactively monitoring equipment health, predicting potential failures, optimizing maintenance schedules, and reducing energy consumption are just some of the key benefits these software solutions can enable.
Data Collection and Monitoring
Equipment data collection is the first foundational pillar for understanding the efficiency and effectiveness of the production line. Manufacturers capture production data, alarm information, and specific parameters used in the manufacturing process to identify areas for improvement and optimize production processes. Detailed data analysis provides insights into production performance, facilitating continuous improvement and operational efficiency.
Condition Monitoring
As an important part of Smart manufacturing, condition monitoring involves real-time tracking of the equipment's performance through IIoT data, allowing real-time assessment of the health of your equipment. By analyzing this data, manufacturers can quickly detect performance deviations and act promptly to minimize failures. Condition monitoring enables proactive maintenance actions, ensuring equipment operates at peak efficiency and reduces the impact of unplanned downtime.
To read this entire article, which appeared in the September 2024 issue of PCB007 Magazine, click here.
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