Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis

As technology advanced, the demand for data bandwidth has been increasing. To meet this demand, the data rate of the channel has been increased, which causes a lot of signal integrity problems. Optimization of the channel is important to solve these problems. Channels are usually optimized with the...

Full description

Saved in:
Bibliographic Details
Main Authors: Lho, Daehwan, Park, Junyong, Park, Hyunwook, Park, Shinyoung, Kim, Seongguk, Kang, Hyungmin, Kim, Subin, Park, Gapyeol, Son, Kyungjune, Kim, Joungho
Format: Conference Proceeding
Language:English
Subjects:
Bayesian optimization
high-speed channel
signal integrity (SI)
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:As technology advanced, the demand for data bandwidth has been increasing. To meet this demand, the data rate of the channel has been increased, which causes a lot of signal integrity problems. Optimization of the channel is important to solve these problems. Channels are usually optimized with the empirical knowledge of signal integrity designers. However, it is not accurate and requires numerous iterations. On the other hand, a Bayesian optimization method can quickly find optimized parameter values without relying on empirical knowledge. Therefore, this paper proposes a method for optimizing high-speed channel using Bayesian optimization. The proposed method optimizes the frequency response result such as insertion loss, and find the optimal physical dimension parameters. Finally, the optimized results of the proposed method were verified by comparing all the simulation results in the range of the channel.
ISSN:2165-4115
DOI:10.1109/EPEPS47316.2019.193211