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!
cited_by
cites
container_end_page 3
container_issue
container_start_page 1
container_title
container_volume
creator Lho, Daehwan
Park, Junyong
Park, Hyunwook
Park, Shinyoung
Kim, Seongguk
Kang, Hyungmin
Kim, Subin
Park, Gapyeol
Son, Kyungjune
Kim, Joungho
description 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.
doi_str_mv 10.1109/EPEPS47316.2019.193211
format conference_proceeding
fullrecord <record><control><sourceid>ieee_CHZPO</sourceid><recordid>TN_cdi_ieee_primary_9073517</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>9073517</ieee_id><sourcerecordid>9073517</sourcerecordid><originalsourceid>FETCH-LOGICAL-i203t-e408091721129040e33991ae15b981ce718d8de869ea43b2ce8abcd1c7d1b7da3</originalsourceid><addsrcrecordid>eNotjtFqgzAUQLPBYKXzCwYjP6DLTYxJHjtxq1Bowe25RL3aDBvF-OK-foXt6XBeDoeQF2AJADOvxak4VakSkCWcgUnACA5wRyKjNCiuIZVainuy4ZDJOAWQjyQK4ZsxJkBrbbINKd_sisFZT4_T4q7uxy5u9HTs6N71l7iaEFuaX6z3ONBunGnlem8HWvoF-9ktK93ddA0uPJGHzg4Bo39uydd78Znv48Pxo8x3h9hxJpYYU6aZue0BcMNShkIYAxZB1kZDgwp0q1vUmUGbipo3qG3dtNCoFmrVWrElz39dh4jnaXZXO69nw5SQoMQviAZOQw</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>conference_proceeding</recordtype></control><display><type>conference_proceeding</type><title>Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis</title><source>IEEE Xplore All Conference Series</source><creator>Lho, Daehwan ; Park, Junyong ; Park, Hyunwook ; Park, Shinyoung ; Kim, Seongguk ; Kang, Hyungmin ; Kim, Subin ; Park, Gapyeol ; Son, Kyungjune ; Kim, Joungho</creator><creatorcontrib>Lho, Daehwan ; Park, Junyong ; Park, Hyunwook ; Park, Shinyoung ; Kim, Seongguk ; Kang, Hyungmin ; Kim, Subin ; Park, Gapyeol ; Son, Kyungjune ; Kim, Joungho</creatorcontrib><description>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.</description><identifier>EISSN: 2165-4115</identifier><identifier>EISBN: 9781728145853</identifier><identifier>EISBN: 1728145856</identifier><identifier>DOI: 10.1109/EPEPS47316.2019.193211</identifier><language>eng</language><publisher>IEEE</publisher><subject>Bayesian optimization ; high-speed channel ; signal integrity (SI)</subject><ispartof>2019 IEEE 28th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS), 2019, p.1-3</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9073517$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,27925,54555,54932</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9073517$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Lho, Daehwan</creatorcontrib><creatorcontrib>Park, Junyong</creatorcontrib><creatorcontrib>Park, Hyunwook</creatorcontrib><creatorcontrib>Park, Shinyoung</creatorcontrib><creatorcontrib>Kim, Seongguk</creatorcontrib><creatorcontrib>Kang, Hyungmin</creatorcontrib><creatorcontrib>Kim, Subin</creatorcontrib><creatorcontrib>Park, Gapyeol</creatorcontrib><creatorcontrib>Son, Kyungjune</creatorcontrib><creatorcontrib>Kim, Joungho</creatorcontrib><title>Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis</title><title>2019 IEEE 28th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS)</title><addtitle>EPEPS</addtitle><description>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.</description><subject>Bayesian optimization</subject><subject>high-speed channel</subject><subject>signal integrity (SI)</subject><issn>2165-4115</issn><isbn>9781728145853</isbn><isbn>1728145856</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2019</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><recordid>eNotjtFqgzAUQLPBYKXzCwYjP6DLTYxJHjtxq1Bowe25RL3aDBvF-OK-foXt6XBeDoeQF2AJADOvxak4VakSkCWcgUnACA5wRyKjNCiuIZVainuy4ZDJOAWQjyQK4ZsxJkBrbbINKd_sisFZT4_T4q7uxy5u9HTs6N71l7iaEFuaX6z3ONBunGnlem8HWvoF-9ktK93ddA0uPJGHzg4Bo39uydd78Znv48Pxo8x3h9hxJpYYU6aZue0BcMNShkIYAxZB1kZDgwp0q1vUmUGbipo3qG3dtNCoFmrVWrElz39dh4jnaXZXO69nw5SQoMQviAZOQw</recordid><startdate>201910</startdate><enddate>201910</enddate><creator>Lho, Daehwan</creator><creator>Park, Junyong</creator><creator>Park, Hyunwook</creator><creator>Park, Shinyoung</creator><creator>Kim, Seongguk</creator><creator>Kang, Hyungmin</creator><creator>Kim, Subin</creator><creator>Park, Gapyeol</creator><creator>Son, Kyungjune</creator><creator>Kim, Joungho</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201910</creationdate><title>Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis</title><author>Lho, Daehwan ; Park, Junyong ; Park, Hyunwook ; Park, Shinyoung ; Kim, Seongguk ; Kang, Hyungmin ; Kim, Subin ; Park, Gapyeol ; Son, Kyungjune ; Kim, Joungho</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i203t-e408091721129040e33991ae15b981ce718d8de869ea43b2ce8abcd1c7d1b7da3</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Bayesian optimization</topic><topic>high-speed channel</topic><topic>signal integrity (SI)</topic><toplevel>online_resources</toplevel><creatorcontrib>Lho, Daehwan</creatorcontrib><creatorcontrib>Park, Junyong</creatorcontrib><creatorcontrib>Park, Hyunwook</creatorcontrib><creatorcontrib>Park, Shinyoung</creatorcontrib><creatorcontrib>Kim, Seongguk</creatorcontrib><creatorcontrib>Kang, Hyungmin</creatorcontrib><creatorcontrib>Kim, Subin</creatorcontrib><creatorcontrib>Park, Gapyeol</creatorcontrib><creatorcontrib>Son, Kyungjune</creatorcontrib><creatorcontrib>Kim, Joungho</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE/IET Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Lho, Daehwan</au><au>Park, Junyong</au><au>Park, Hyunwook</au><au>Park, Shinyoung</au><au>Kim, Seongguk</au><au>Kang, Hyungmin</au><au>Kim, Subin</au><au>Park, Gapyeol</au><au>Son, Kyungjune</au><au>Kim, Joungho</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis</atitle><btitle>2019 IEEE 28th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS)</btitle><stitle>EPEPS</stitle><date>2019-10</date><risdate>2019</risdate><spage>1</spage><epage>3</epage><pages>1-3</pages><eissn>2165-4115</eissn><eisbn>9781728145853</eisbn><eisbn>1728145856</eisbn><abstract>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.</abstract><pub>IEEE</pub><doi>10.1109/EPEPS47316.2019.193211</doi><tpages>3</tpages></addata></record>
fulltext fulltext_linktorsrc
identifier EISSN: 2165-4115
ispartof 2019 IEEE 28th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS), 2019, p.1-3
issn 2165-4115
language eng
recordid cdi_ieee_primary_9073517
source IEEE Xplore All Conference Series
subjects Bayesian optimization
high-speed channel
signal integrity (SI)
title Bayesian Optimization of High-Speed Channel for Signal Integrity Analysis
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-07T18%3A30%3A35IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-ieee_CHZPO&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=proceeding&rft.atitle=Bayesian%20Optimization%20of%20High-Speed%20Channel%20for%20Signal%20Integrity%20Analysis&rft.btitle=2019%20IEEE%2028th%20Conference%20on%20Electrical%20Performance%20of%20Electronic%20Packaging%20and%20Systems%20(EPEPS)&rft.au=Lho,%20Daehwan&rft.date=2019-10&rft.spage=1&rft.epage=3&rft.pages=1-3&rft.eissn=2165-4115&rft_id=info:doi/10.1109/EPEPS47316.2019.193211&rft.eisbn=9781728145853&rft.eisbn_list=1728145856&rft_dat=%3Cieee_CHZPO%3E9073517%3C/ieee_CHZPO%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-i203t-e408091721129040e33991ae15b981ce718d8de869ea43b2ce8abcd1c7d1b7da3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rft_ieee_id=9073517&rfr_iscdi=true