Reconstruction of EMI Sources for PCBs Based on Adaptive Differential Evolution Algorithm

A phaseless reconstruction method of equivalent electromagnetic interference (EMI) sources for printed circuit boards (PCBs) based on the success-history based adaptive differential evolution algorithm with linear population size reduction(L-SHADE) is proposed. The equivalent sources are modeled by...

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Vydáno v:IEEE transactions on electromagnetic compatibility s. 1 - 10
Hlavní autoři: Ma, Xiao, Wang, Junjun, Hou, Chunbin, Wu, Qi
Médium: Journal Article
Jazyk:angličtina
Vydáno: IEEE 2025
Témata:
Electromagnetic interference
Electromagnetic interference (EMI)
equivalent dipole model
Integrated circuit modeling
Machine learning algorithms
Magnetic fields
Mathematical models
near-field (NF) scanning
Noise measurement
Optimization
Printed circuits
success-history based adaptive differential evolution algorithm with linear population size reduction (L-SHADE)
Transmission line matrix methods
truncated singular-value decomposition (SVD) method
Vectors
ISSN:0018-9375, 1558-187X
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Shrnutí:A phaseless reconstruction method of equivalent electromagnetic interference (EMI) sources for printed circuit boards (PCBs) based on the success-history based adaptive differential evolution algorithm with linear population size reduction(L-SHADE) is proposed. The equivalent sources are modeled by electric and magnetic dipoles placed over a planar surface on the PCB, and the magnitudes of magnetic fields are obtained through near-field (NF) scanning and used as reference data. To determine the initial range of dipole moment and the number of dipoles, a repeated iterative strategy combining the truncated singular-value decomposition (SVD) method is proposed and integrated into the optimization process. The effectiveness and accuracy of the proposed method are verified by comparing the full-wave simulation results with source reconstruction results for PCBs featuring various types of traces. Based on the simulation, an NF scanning experiment is conducted on an actual circuit to reconstruct EMI sources, further validating the feasibility of the proposed method.
ISSN:0018-9375
1558-187X
DOI:10.1109/TEMC.2025.3605016