Artificial Intelligence Applications in Semiconductor Failure Analysis

Anna Safont-Andreu, Konstantin Schekotihin, C. Burmer, C. Hollerith, Xue Ming
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Abstract

This article provides a systematic overview of knowledge-based and machine-learning AI methods and their potential for use in automated testing, defect identification, fault prediction, root cause analysis, and equipment scheduling. It also discusses the role of decision-making rules, image annotations, and ontologies in automated workflows, data sharing, and interoperability.
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人工智能在半导体失效分析中的应用
本文系统概述了基于知识和机器学习的人工智能方法及其在自动化测试、缺陷识别、故障预测、根本原因分析和设备调度中的应用潜力。它还讨论了决策规则、图像注释和本体在自动化工作流、数据共享和互操作性中的作用。
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