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Date : Sept. 29, 2023, 1:30 p.m. - Kenneth Ifeanyi EZUKWOKE - Amphi A22 - Espace Fauriel
Probabilistic Graphical Model with Large Language Architecture for Decision-making in Failure Analysis: Application to the Semiconductor Industry 4.0 |
Failure Analysis (FA) 4.0 is emerging as an essential part of the digital industry, aimed at ensuring maximum reliability and safety of increasingly complex electronic systems in a variety of applications, including autonomous vehicles and digital industrial production (Industry 4.0). At present, failure analysis is mainly carried out by human expertise, involving laborious processes and focusing on individual tasks from production, reliability testing and field feedback. However, these time-consuming procedures limit the global analysis of data combining electrical, material and metrology tests throughout the analysis flow. To address these challenges, the FA 4.0 project aims to provide innovative artificial intelligence-based tools and methodologies that support expert failure analysis throughout the development and manufacture of electronic components and systems.
This thesis presents a formal method for representing textual failure analysis history data using mathematical representation space learning and decision making for failure root cause analysis throughadvanced linguistic modeling.
Keywords: Failure Root Cause Analysis, Natural Language Processing, Representation Learning, Natural Language Generation, Failure Analysis Triplets Generation.
The thesis defense committee is composed of
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Massih-Reza Amini Professor Universiteé Grenoble Alpes Examiner
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Yannis Haralambous Professor IMT Atlantique BREST Reporter
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Matthieu PUIGT Maitre de conférence HDR Université du Littoral Côte d'Opale Reporter
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Anis Hoayek Maître de conférence Ecole des mines de Saint-Etienne Co-supervisor
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Mireille Batton-Hubert Professor Ecole des mines de Saint-Etienne Director of thesis
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Xavier Boucher Professor Ecole des mines de Saint-Etienne Co-director of thesis
- Pascal Gounet Physical Failure Analyst Engr. STMicroelectronics Guest