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Titlebook: Machine Learning Support for Fault Diagnosis of System-on-Chip; Patrick Girard,Shawn Blanton,Li-C. Wang Book 2023 The Editor(s) (if applic

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Prerequisites on Fault Diagnosis,esult, manufacturing test needs to be conducted to prevent defective ICs from being shipped to customers. In some cases, field test also needs to be conducted to prevent defective ICs from causing catastrophe for mission-critical applications. Defective ICs identified by manufacturing test often nee
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Conventional Methods for Fault Diagnosis,Product yield engineers need to know what has caused their product yield to be below expectation. Reliability engineers need to know what circuits or elements have failed from various stresses and those that are returned by the customers. Debug and diagnosis of chip failures is necessary to find the
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Machine Learning and Its Applications in Test,e of machine learning in VLSI testing. First, it gives a high-level overview of machine learning. After that, it describes the types of machine learning algorithms. Then, it explains some popular and commonly used machine learning algorithms. After that, this chapter discusses some recent machine le
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Machine Learning Support for Logic Diagnosis and Defect Classification,gns, but they also come with increased variability and new reliability threats. Both, new processes and more complex designs introduce a higher degree of indeterminism which challenges logic diagnosis and defect classification. Design techniques like selective hardening, fault masking, and error mas
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Machine Learning in Logic Circuit Diagnosis,tor machine, decision trees and decision forests, deep neural networks, .-nearest neighbors, and .-means clustering. The first ever use of ML in diagnosis involved failure behavior classification. This seminal work from the Carnegie Mellon University Advanced Test Chip Laboratory (ACTL) has been fol
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