生产SOI衬底中位错密度的自动统计测定

L. Allen, A. Genis, C. Jacobs, S.M. Allen, M. Snorrason, G. Zacharias
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引用次数: 0

摘要

总结了一个自动蚀刻坑计数系统的成功原型演示,该系统采用神经网络程序在SOI材料分析所需的大指数范围内进行位错识别。综上所述,位错自动计数系统在SIMOX制造中是可行的。该神经网络系统对标准和薄型BOX SIMOX材料的位错密度分析均表现出足够的准确能力,对增强的硅缺陷有清晰的识别和分类。
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Automatic statistical determination of dislocation density in production SOI substrates
Summarizes a successful prototype demonstration of an automatic etch pit counting system which employs a neural network program for dislocation identification over a wide exponential range required for SOI material analysis. Overall results indicate that the automatic dislocation counting system is feasible to employ in SIMOX manufacturing. The neural network system exhibited sufficient capability for accurate dislocation density analysis of both standard and thin BOX SIMOX material, with clear recognition and classification of enhanced silicon defects.
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