Evaluation of Simulated and Real Measurement Data for AI-based Interference Classification in EMC Applications

This paper aims to compare real-world and simulated measurement data of printed circuit boards (PCBs) and identify relationships between input and output classes. The data is evaluated using dimensionality reduction techniques and feature-to-output correlation metrics. This analysis aims to provide insights into the accuracy and reliability of simulated data in representing real-world PCB measurements. The goal is to enhance simulation accuracy and reliability in PCB design and manufacturing processes.

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Publication Details

Published
2024-09-02
DOI
https://doi.org/10.1109/emceurope59828.2024.10722094
Citations
3
Primary Topic
Electromagnetic Compatibility and Measurements
Type
article
Field-Weighted Citation Impact
0.63
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article

Evaluation of Simulated and Real Measurement Data for AI-based Interference Classification in EMC Applications

Marcel Olbrich, Dennis Hemker, Sven Lange, Harald Mathis et al.
3 citations
Electromagnetic Compatibility and Measurements
0.63
article

Evaluation of Simulated and Real Measurement Data for AI-based Interference Classification in EMC Applications

Marcel Olbrich, Dennis Hemker, Sven Lange, Harald Mathis, Christian Hedayat, Jad Maalouly, Jürgen Kutter
article en
3 citations

Abstract

This paper aims to compare real-world and simulated measurement data of printed circuit boards (PCBs) and identify relationships between input and output classes. The data is evaluated using dimensionality reduction techniques and feature-to-output correlation metrics. This analysis aims to provide insights into the accuracy and reliability of simulated data in representing real-world PCB measurements. The goal is to enhance simulation accuracy and reliability in PCB design and manufacturing processes.

Fraunhofer Institute for Applied Information Technology (DE), Fraunhofer Institute for Electronic Nano Systems (DE), EMC Microcollections (Germany) (DE)
Openalex Percentile: Top 31%
Electromagnetic Compatibility and Measurements
0.63
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