Machine Learning with Weibull Analysis and Mixed Failure Mechanisms

Meaningful data analysis to understand the mixed failure modes using survival probability plots will help the product behavior and analyze the failure mechanisms of the populations. The Weibull plot with mixed failure mechanism would help to segregate failure modes effectively when the system starts...

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Bibliographic Details
Published inProceedings. Annual Reliability and Maintainability Symposium pp. 1 - 6
Main Author Hegde, Vinayak
Format Conference Proceeding
LanguageEnglish
Published IEEE 27.01.2025
Subjects
Adaptation models
Beta
Data analysis
Data models
Failure analysis
Machine learning
Mixed Failure Mechanism
Random access memory
Reliability
Scale Parameter
Weibull Analysis
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ISSN2577-0993
DOI10.1109/RAMS48127.2025.10935005

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Summary:Meaningful data analysis to understand the mixed failure modes using survival probability plots will help the product behavior and analyze the failure mechanisms of the populations. The Weibull plot with mixed failure mechanism would help to segregate failure modes effectively when the system starts adapting machine learning techniques. If the data points approximately lie on a straight line, the Weibull model is appropriate.
ISSN:2577-0993
DOI:10.1109/RAMS48127.2025.10935005