Machine Learning Support for Fault Diagnosis of System on Chip is popular PDF and ePub book, written by Patrick Girard in 2023-03-13, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Machine Learning Support for Fault Diagnosis of System on Chip can be Read Online from any device for your convenience.

Machine Learning Support for Fault Diagnosis of System on Chip Book PDF Summary

This book provides a state-of-the-art guide to Machine Learning (ML)-based techniques that have been shown to be highly efficient for diagnosis of failures in electronic circuits and systems. The methods discussed can be used for volume diagnosis after manufacturing or for diagnosis of customer returns. Readers will be enabled to deal with huge amount of insightful test data that cannot be exploited otherwise in an efficient, timely manner. After some background on fault diagnosis and machine learning, the authors explain and apply optimized techniques from the ML domain to solve the fault diagnosis problem in the realm of electronic system design and manufacturing. These techniques can be used for failure isolation in logic or analog circuits, board-level fault diagnosis, or even wafer-level failure cluster identification. Evaluation metrics as well as industrial case studies are used to emphasize the usefulness and benefits of using ML-based diagnosis techniques.

Detail Book of Machine Learning Support for Fault Diagnosis of System on Chip PDF

Machine Learning Support for Fault Diagnosis of System on Chip
  • Author : Patrick Girard
  • Release : 13 March 2023
  • Publisher : Springer Nature
  • ISBN : 9783031196393
  • Genre : Technology & Engineering
  • Total Page : 320 pages
  • Language : English
  • PDF File Size : 7,9 Mb

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