Comparative near infrared through-focus scanning optical microscopy for 3D memory subsurface defect detection and classification

光学(聚焦) 计算机科学 显微镜 与非门 大幅面 光学显微镜 薄脆饼 闪光灯(摄影) 计量学 光学 数据立方体 计算机视觉 人工智能 材料科学 光电子学 扫描电子显微镜 逻辑门 物理 数据挖掘 算法
作者
Jun Ho Lee,Seokjin Na,Junhee Jeong,Ralf Buengener
出处
期刊:Metrology, Inspection, and Process Control for Semiconductor Manufacturing XXXV 卷期号:: 24-24 被引量:9
标识
DOI:10.1117/12.2576287
摘要

Through-focus scanning optical microscopy (TSOM) is a model-based optical metrology method that involves the scanning of a target through the focus of an optical microscope. Nanometer scale sensitive information is then extracted by matching the target TSOM data/image to reference TSOM data/images that are either experimentally or computationally collected. The nanometer sensitivity was previously confirmed by several theoretical and optical implementations. However, these studies all involved application to wafer patterns on the top surface. The present study extends the TSOM method to subsurface defect detection and classification without destruction, which becomes extremely important due to increasingly widely employed 3D semiconductor technologies. First, we apply a near-infrared (NIR) beam as illumination light in order to allow defect identification over the entire device depth. In addition, we adopt a model-less TSOM approach since the construction of a TSOM reference database for 3D pattern structures such as 3D NAND flash memory is hardly practical. We therefore employ a comparative TSOM method in which a TSOM data cube/image is compared with an image of an adjacent die or that of a “golden” die known to be defect free. We report the results of the first application of this method to an Intel 3D NAND flash and show that substantial subsurface defects are detected and classified.
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