{"id":121663,"date":"2025-01-17T11:43:50","date_gmt":"2025-01-17T03:43:50","guid":{"rendered":"https:\/\/www.tm-robot.com\/?p=121663"},"modified":"2025-02-14T10:15:21","modified_gmt":"2025-02-14T02:15:21","slug":"case-sharing-fa-fvi-damaged-part-detection-for-pcbs","status":"publish","type":"post","link":"https:\/\/www2.tm-robot.com\/en\/case-sharing-fa-fvi-damaged-part-detection-for-pcbs\/","title":{"rendered":"Case Sharing: FA FVI Damaged Part Detection for PCBs"},"content":{"rendered":"

Background and Customer Needs<\/strong><\/h2>\n

In the fast-paced world of electronics manufacturing, ensuring the quality of products before packaging is critical. A major customer required a solution to detect damaged or missing parts on printed circuit boards (PCBs) with high accuracy and efficiency. Manual inspection methods struggled to keep up with production demands and often overlooked small defects.<\/p>\n

Challenges<\/strong><\/h2>\n
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  1. Detection of Small Anomalies<\/strong>:<\/strong> Human inspectors found it challenging to consistently identify tiny defects on PCBs.<\/li>\n
  2. High Volume Production<\/strong>:<\/strong> The need for rapid, scalable inspections to match production cycle times.<\/li>\n
  3. Labor-Intensive Process<\/strong>:<\/strong> Dependence on manual inspections increased costs and introduced inconsistencies.<\/li>\n<\/ol>\n

    Solution & Key Technologies<\/strong><\/h2>\n

    Techman Robot\u2019s TM AI Cobot provided a comprehensive automated solution, integrating advanced imaging and AI classification technology.<\/p>\n

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    1. \n

      Imaging & Detection<\/strong><\/h3>\n