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Seeing the Benefits of Machine Vision & AI-driven Quality Control


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AI-driven vision systems and machine learning tools are transforming quality control and defect detection. Integrated with high-resolution cameras and 3D scanners, such systems capture vital product data for the reliable identification of variations in quality. This data can be compared with predefined standards, with any variations triggering automatic corrections and alerting the human operators. We’ll investigate the impacts across the fields of manufacturing and food production here.

 

The Evolution of Quality Control

AI and machine learning systems enable the scanning of thousands of products per minute, far surpassing humans in the accurate identification of defects. With such a rapid scanning rate, the risk of bottlenecks can be minimised. The early detection of defects makes for reduced waste, with savings of up to 30% in material costs. The better identification of defect causes also makes for more effective prevention.

Other benefits of AI and industrial machine vision include:

  • More reliable detection of flaws and irregularities, reducing the risk of defective products entering the marke.
  • Continuous operation without the fatigue that impacts human workers.
  • Ability to handle high-volume and complex products.
  • Reduced risk of regulatory breaches, with a more reliable supply of quality products for improved brand reputation and customer satisfaction.

Transforming Production Monitoring with the Sentinel

Ishida is focused on the development of AI-powered technologies for quality enhancement, with the Sentinel 5.0 being a prime example. Integrated with advanced AI capabilities, this remotely controllable system elevates production monitoring and decision-making. It enables the rapid collection and analysis of production data, with insights generated for continuous improvement. Users can tailor the digital dashboards for the display of relevant production metrics, also benefiting from AI chatbot troubleshooting and support.

Sentinel 5.0 essentially makes it easier than ever before for food manufacturers to obtain smarter insights from their machines and entire production lines. It provides a platform for much more joined-up thinking, and with the AI within the software, it is possible to optimise performance, without operators having to alter settings themselves. The result is better throughput, less potential for product giveaway and waste, and ultimately, better value and profit.
Ian Hodgson Ishida Europe’s Systems General Manager

Further AI Applications

The transformative impacts of AI continue, with smart inspection systems reducing product defects by 40% in some factories, thereby minimising recalls and improving brand reputation (Confectionery News, 2024). The integration of predictive AI models has also helped manufacturers to optimise ingredient ratios for consistency across every production batch (KatPro Tech, 2024).

X-ray and industrial machine vision systems have been recognised as the ideal solution for assured compliance with EU portioning regulations and safety standards. As an example, Sánchez Cano, a leading Spanish confectionery producer, has increased efficiency by 25% with Ishida’s 16-head double outlet weigher, achieving 120 packs per minute without compromising quality (McKinsey & Co., 2023).

The benefits are bound to be more widely realised given the smart factory integration of AI-driven quality control systems. Such widening adoption will be key, with manufacturers facing greater regulatory scrutiny, increased customer demands, intense international competition, and more product complexity. With advanced AI, machine learning, and computer vision, manufacturers can achieve previously unseen levels of speed, accuracy, and reliability.

Visit the Ishida website and get in touch to explore the potential of AI-driven quality control.

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