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Machine Learning for high speed channel optimization

Authors :
He, Jiayi
Kumar, Aravind Sampath
Chada, Arun
Mutnury, Bhyrav
Drewniak, James
Publication Year :
2019
Publisher :
arXiv, 2019.

Abstract

Design of printed circuit board (PCB) stack-up requires the consideration of characteristic impedance, insertion loss and crosstalk. As there are many parameters in a PCB stack-up design, the optimization of these parameters needs to be efficient and accurate. A less optimal stack-up would lead to expensive PCB material choices in high speed designs. In this paper, an efficient global optimization method using parallel and intelligent Bayesian optimization is proposed for the stripline design.<br />Comment: 3 Pages

Details

Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....8516adc8e0b9d7993ccc7115fc2620d7
Full Text :
https://doi.org/10.48550/arxiv.1911.04317