Program > Tutorials
Machine learning based data and signal analysis methods for the application in failure analysis
Michael Kögel, Sebastian Brand, Fraunhofer IMWS
The tutorial aims at the introduction of the field of artificial intelligence, with focus on machine- and deep learning approaches, to the community of failure analysts. Starting with a brief excursion into the history available learning and analysis methods will be presented and introduced. In the main part of the tutorial the primary steps of a machine learning workflow will be presented, beginning with an overview of data sources and data handling. It will continue with the process of feature engineering for the extraction of features from the raw data, employing e.g. data mining techniques. Furthermore, an insight on how to select an appropriate learning algorithm will be given. The concepts and workflows of the different learning types and the corresponding models and systems will then be elucidated and criteria for model evaluation and optimization strategies will be addressed. The Tutorial will include several case studies and approaches to illustrate the potential in the field of failure analysis.
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) 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Michael Kögel graduated from the University of Applied Sciences in Leipzig in 2015 with a degree in Electrical Engineering and Information Technology. He wrote his Master thesis at Fraunhofer IMWS-CAM on methods and techniques for exploring spectral extraction of Rayleigh waves on solid interfaces with GHz-SAM. Since 2015, Michael Kögel works as an engineer for failure analysis of semiconductor components at IMWS-CAM and is member of the team for non-destructive defect localization in the field of failure analysis and metrology in microelectronics. His experience includes application and development for Scanning Acoustic Microscopy, Lock-In-Thermography and Magnetic Current Imaging
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) 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Sebastian Brand is a senior scientist at the Fraunhofer Institute for Microstructure of Materials and Systems in Halle, Germany where he leads a research-, development and application team for non-destructive defect localization in the field of failure analysis and metrology. Sebastian holds a Ph.D. in electrical engineering which he received in 2004 from the University of Magdeburg, Germany. In 2004 and 2005 he joined the University of Toronto and Ryerson University in Toronto, Canada as a post-doctoral fellow working in the field of cancer research. Sebastian has 18 years of experience in the field of acoustics in life- and material sciences and authored /coauthored more than 60 publications in this and adjacent research fields. His current research extends from acoustic methods over Lock-In-Thermography to magnetic imaging where he and his team undertake research and development for non-destructive defect localization and characterization to address challenges arising from novel technologies like 3D-Integration.
In the years 2009 – 2015 Sebastian and his team developed a novel Acoustic GHz-microscope in close collaboration with industry for the application in microelectronics failure analysis and metrology.
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GaN power transistors: devices, technology and reliability
Matteo Meneghini, Univ. Padova, Italy
GaN has recently emerged as an excellent material for the fabrication of power semiconductor devices. Its wide bandgap, high breakdown field and high carrier mobility allow the fabrication of transistors with excellent breakdown performance and low on-resistance. This tutorial will introduce the operating principles and challenges of GaN-based transistors. Specific focus will be given to the processes that limit the stability of the main parameters (threshold voltage, on-resistance), and the long-term reliability, to provide a clear overview on the topic. Finally, future perspectives will be discussed.
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) 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Matteo Meneghini received his PhD in Electronic and Telecommunication Engineering (University of Padova), working on the optimization of GaN-based LED and laser structures. He is now associate professor at the Department of Information Engineering at the University of Padova. His main interest is the characterization, reliability and modeling of compound semiconductor devices (LEDs, laser diodes, HEMTs), and optoelectronic components, including solar cells. Within these activities, he has published more than 400 journal and conference proceedings papers.
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