Two-dimensional gratings serve as critical components in high-precision optical systems, such as inertial confinement fusion (ICF) drivers and extreme ultraviolet (EUV) lithography machines. However, surface defects on gratings can degrade their diffraction efficiency and induce wavefront phase distortion. Traditional inspection methods, such as atomic force microscopy (AFM), although capable of sub-micron accuracy, suffer from low throughput and heavy reliance on manual operation, making them unsuitable for automated industrial applications. To address these challenges, this study proposes a defect detection system integrating laser-interferometry-based nanometer-level motion control, dark-field bilateral illumination imaging, and multi-level morphological processing. The system employs a path planning algorithm within the motion control module to achieve full-area scanning imaging of the grating surface, followed by data optimization through image stitching and multi-scale filtering preprocessing, subsequently integrates morphological segmentation with connected component analysis to extract multi-dimensional defect features—including type, positional coordinates (X-Y), and geometric dimensions (length-width)—thereby constructing a high-precision defect database based on a four-tier classification framework (L1-L4), which facilitates process traceability and provides quantitative criteria for quality assessment in grating manufacturing. Experimental validation on a 300 × 70 mm2 gold-coated grating demonstrates that the system achieves a detection throughput of 30 mm2/min. It has been successfully applied to the small-batch process validation of terminal grating components in EUV lithography machines. This work provides a non-destructive and noncontact measurement solution that enables coordinated optimization of precision, efficiency, and reliability for defect control in precision instruments. |
Yeah it is surprising how fast the catchup in DRAM and NAND has been. Realistically the gap is pretty minimal at this point, they're basically on the world leading edge. I've been very surprised how CXMT has been able to make such competitive memory without EUV. I wonder if their yields are significantly lower though.Remember when we use to say this gap was like 5 years? Well, in terms of process node, it's probably a lot larger than 1 year but in terms of the memory speed & such, it's basically negligible at this point.
"It has been successfully applied to the small-batch process validation of terminal grating components in EUV lithography machines"
Non-contact defect detection system for large-size gratings based on high-precision displacement stage.
Abstract
Two-dimensional gratings serve as critical components in high-precision optical systems, such as inertial confinement fusion (ICF) drivers and extreme ultraviolet (EUV) lithography machines. However, surface defects on gratings can degrade their diffraction efficiency and induce wavefront phase distortion. Traditional inspection methods, such as atomic force microscopy (AFM), although capable of sub-micron accuracy, suffer from low throughput and heavy reliance on manual operation, making them unsuitable for automated industrial applications. To address these challenges, this study proposes a defect detection system integrating laser-interferometry-based nanometer-level motion control, dark-field bilateral illumination imaging, and multi-level morphological processing. The system employs a path planning algorithm within the motion control module to achieve full-area scanning imaging of the grating surface, followed by data optimization through image stitching and multi-scale filtering preprocessing, subsequently integrates morphological segmentation with connected component analysis to extract multi-dimensional defect features—including type, positional coordinates (X-Y), and geometric dimensions (length-width)—thereby constructing a high-precision defect database based on a four-tier classification framework (L1-L4), which facilitates process traceability and provides quantitative criteria for quality assessment in grating manufacturing. Experimental validation on a 300 × 70 mm2 gold-coated grating demonstrates that the system achieves a detection throughput of 30 mm2/min. It has been successfully applied to the small-batch process validation of terminal grating components in EUV lithography machines. This work provides a non-destructive and noncontact measurement solution that enables coordinated optimization of precision, efficiency, and reliability for defect control in precision instruments.
Maybe the chaebols should have treated their employees better.
Korean news are bitter that CXMT has almost caught up to SK & Samsung due to recruiting of Koreans, lol
"It has been successfully applied to the small-batch process validation of terminal grating components in EUV lithography machines"
Woah. (sorry for low quality comment but that line is pretty significant)
Why is the next generation memory doesnt need EUV according to the korean news?
Korean news are bitter that CXMT has almost caught up to SK & Samsung due to recruiting of Koreans, lol
Remember when we use to say this gap was like 5 years? Well, in terms of process node, it's probably a lot larger than 1 year but in terms of the memory speed & such, it's basically negligible at this point.
Look at this, apparently YMTC reached 13% share last quarter. Will have to wait for TechInsight/Trendforce report on this.
Patterns aren’t as complex, so less hit on defect management with multiple patterning steps. Features also just aren’t as small.Why is the next generation memory doesnt need EUV according to the korean news?
Patterns aren’t as complex, so less hit on defect management with multiple patterning steps. Features also just aren’t as small.