Noblean Rik Wetzels took the stage at the Salland Engineering (Europe) B.V. Test Technology Symposium! Rik shared how we use machine learning to effectively improve photonic wafer inspection. Making inspections faster, more reliable and requiring less manual effort.
๐ข๐๐ฟ ๐บ๐ฒ๐๐ต๐ผ๐ฑ: ๐ ๐ฎ-๐๐๐ฒ๐ฝ ๐ฎ๐ฝ๐ฝ๐ฟ๐ผ๐ฎ๐ฐ๐ต ๐ณ๐ผ๐ฟ ๐๐-๐ฑ๐ฟ๐ถ๐๐ฒ๐ป ๐ฑ๐ฒ๐ณ๐ฒ๐ฐ๐ ๐ฑ๐ฒ๐๐ฒ๐ฐ๐๐ถ๐ผ๐ป
At the symposium Rik explained how Nobleoโs machine learning tool suite analyzes microscope images and creates detailed defect maps. The approach provides immediate results that can be fine-tuned over time to provide more and more accurate and granular classification results. A user-friendly machine learning implementation to outsmarting tomorrow in wafer inspection!
๐๐ฒ๐ ๐ฏ๐ฒ๐ป๐ฒ๐ณ๐ถ๐๐:
โ๏ธ No or minimal annotation time required. Inspecting wafers faster than ever.
โ๏ธ Automated defect detection. Removing subjectivity from quality assessments.
โ๏ธ Real-time data driven decision-making. Manufacturers can quickly determine wafer acceptance or rejection.
โ๏ธ Insight across production steps. By tracking defects over multiple stages, we provide valuable feedback on process quality.
โ๏ธ Especially valuable for high-mix, low-volume manufacturing.
๐ช๐ต๐ฎ๐ ๐ฑ๐ผ๐ฒ๐ ๐๐ต๐ถ๐ ๐บ๐ฒ๐ฎ๐ป ๐ณ๐ผ๐ฟ ๐บ๐ฎ๐ป๐๐ณ๐ฎ๐ฐ๐๐๐ฟ๐ฒ๐ฟ๐?
For companies producing high-mix low-volume wafers (MEMS, Photonics, Microfluidics etc), this AI-driven approach simplifies quality control and provides a clearer picture of the production process. By identifying defects at different stages, manufacturers can address issues early, improve efficiency and minimize waste. This not only ensures higher-quality wafers but also leads to a more reliable and cost-effective production process.
๐ฉ ๐ฅ๐ฒ๐ฎ๐ฑ๐ ๐๐ผ ๐๐ฒ๐๐ ๐ถ๐?
Do you have microscope images that need analysis? Letโs run them through our system.
Want your wafers scanned and analyzed? Send them over, weโll process them on our machine.
Contact us for more information, send us a message or fill out the contact form.ย
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