Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning

Hyunwook Park; Davit Kharshiladze; Yifan Ding; Ling Zhang; Natalia Bondarenko; Hanqin Ye; Kaushal Sanjay Mhalgi; Brice Achkir; Chulsoon Hwang

doi:10.1109/EMCSIPI52291.2025.11170299

Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning

Hyunwook Park
, Davit Kharshiladze
, Yifan Ding
, Ling Zhang
, Natalia Bondarenko
, Hanqin Ye
, Kaushal Sanjay Mhalgi
, Brice Achkir
, Chulsoon Hwang

Electrical and Computer Engineering

Missouri University of Science and Technology
Alphabet Inc.
Zhejiang University
Cisco Systems

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	142-147
Number of pages	6
ISBN (Electronic)	9798331508746
DOIs	https://doi.org/10.1109/EMCSIPI52291.2025.11170299
State	Published - 2025
Event	2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025 - Raleigh, United States Duration: Aug 18 2025 → Aug 22 2025

Publication series

Name	IEEE International Symposium on Electromagnetic Compatibility
ISSN (Print)	1077-4076
ISSN (Electronic)	2158-1118

Conference

Conference	2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025
Country/Territory	United States
City	Raleigh
Period	8/18/25 → 8/22/25

ASJC Scopus Subject Areas

Condensed Matter Physics
Electrical and Electronic Engineering

Keywords

Data preprocess
Data representation
Machine learning
S-parameter

Access to Document

10.1109/EMCSIPI52291.2025.11170299

Cite this

Park, H., Kharshiladze, D., Ding, Y., Zhang, L., Bondarenko, N., Ye, H., Mhalgi, K. S., Achkir, B., & Hwang, C. (2025). Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning. In 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025 (pp. 142-147). (IEEE International Symposium on Electromagnetic Compatibility). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EMCSIPI52291.2025.11170299

Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning. / Park, Hyunwook; Kharshiladze, Davit; Ding, Yifan et al.
2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025. Institute of Electrical and Electronics Engineers Inc., 2025. p. 142-147 (IEEE International Symposium on Electromagnetic Compatibility).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Park, H, Kharshiladze, D, Ding, Y, Zhang, L, Bondarenko, N, Ye, H, Mhalgi, KS, Achkir, B & Hwang, C 2025, Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning. in 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025. IEEE International Symposium on Electromagnetic Compatibility, Institute of Electrical and Electronics Engineers Inc., pp. 142-147, 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025, Raleigh, United States, 8/18/25. https://doi.org/10.1109/EMCSIPI52291.2025.11170299

Park H, Kharshiladze D, Ding Y, Zhang L, Bondarenko N, Ye H et al. Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning. In 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025. Institute of Electrical and Electronics Engineers Inc. 2025. p. 142-147. (IEEE International Symposium on Electromagnetic Compatibility). doi: 10.1109/EMCSIPI52291.2025.11170299

Park, Hyunwook ; Kharshiladze, Davit ; Ding, Yifan et al. / Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning. 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025. Institute of Electrical and Electronics Engineers Inc., 2025. pp. 142-147 (IEEE International Symposium on Electromagnetic Compatibility).

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title = "Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning",

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author = "Hyunwook Park and Davit Kharshiladze and Yifan Ding and Ling Zhang and Natalia Bondarenko and Hanqin Ye and Mhalgi, \{Kaushal Sanjay\} and Brice Achkir and Chulsoon Hwang",

note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 2025 IEEE International Symposium on Electromagnetic Compatibility, Signal and Power Integrity, EMC + SIPI 2025 ; Conference date: 18-08-2025 Through 22-08-2025",

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AU - Mhalgi, Kaushal Sanjay

AU - Achkir, Brice

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Data Representation and Preprocessing Effects on S-Parameter Modeling of High-Speed Channels Using Machine Learning

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Keywords

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