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A Fast Semi-Analytical Approach for Transient Electromigration Analysis of Interconnect Trees Using Matrix Exponential
As integrated circuit technologies are moving to smaller technology nodes, Electromigration (EM) has become one of the most challenging problems facing the EDA industry. While numerical approaches have been widely deployed since they can handle complicated interconnect structures, they tend to be mu...
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creator | Stoikos, Pavlos Floros, George Garyfallou, Dimitrios Evmorfopoulos, Nestor Stamoulis, George |
description | As integrated circuit technologies are moving to smaller technology nodes, Electromigration (EM) has become one of the most challenging problems facing the EDA industry. While numerical approaches have been widely deployed since they can handle complicated interconnect structures, they tend to be much slower than analytical approaches. In this paper, we present a fast semi-analytical approach, based on the matrix exponential, for the solution of Korhonen's stress equation at discrete spatial points of interconnect trees, which enables the analytical calculation of EM stress at any time and point independently. The proposed approach is combined with the extended Krylov subspace method to accurately simulate large EM models and accelerate the calculation of the final solution. Experimental evaluation on OpenROAD benchmarks demonstrates that our method achieves 0.5% average relative error over the COMSOL industrial tool while being up to three orders of magnitude faster. |
doi_str_mv | 10.1145/3566097.3567909 |
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While numerical approaches have been widely deployed since they can handle complicated interconnect structures, they tend to be much slower than analytical approaches. In this paper, we present a fast semi-analytical approach, based on the matrix exponential, for the solution of Korhonen's stress equation at discrete spatial points of interconnect trees, which enables the analytical calculation of EM stress at any time and point independently. The proposed approach is combined with the extended Krylov subspace method to accurately simulate large EM models and accelerate the calculation of the final solution. Experimental evaluation on OpenROAD benchmarks demonstrates that our method achieves 0.5% average relative error over the COMSOL industrial tool while being up to three orders of magnitude faster.</description><identifier>ISBN: 9781450397834</identifier><identifier>ISBN: 1450397832</identifier><identifier>EISSN: 2153-697X</identifier><identifier>EISBN: 9781450397834</identifier><identifier>EISBN: 1450397832</identifier><identifier>DOI: 10.1145/3566097.3567909</identifier><language>eng</language><publisher>New York, NY, USA: ACM</publisher><subject>Design automation ; Electromigration ; Hardware -- Integrated circuits -- Interconnect -- Metallic interconnect ; Hardware -- Robustness -- Hardware reliability -- Aging of circuits and systems ; Industries ; Integrated circuit interconnections ; Integrated circuit technology ; Krylov subspace ; Mathematical models ; Matrix exponential method ; Power grids</subject><ispartof>2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC), 2023, p.1-6</ispartof><rights>2023 ACM</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/10044796$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,776,780,785,786,27902,54530,54907</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/10044796$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Stoikos, Pavlos</creatorcontrib><creatorcontrib>Floros, George</creatorcontrib><creatorcontrib>Garyfallou, Dimitrios</creatorcontrib><creatorcontrib>Evmorfopoulos, Nestor</creatorcontrib><creatorcontrib>Stamoulis, George</creatorcontrib><title>A Fast Semi-Analytical Approach for Transient Electromigration Analysis of Interconnect Trees Using Matrix Exponential</title><title>2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC)</title><addtitle>ASP-DAC</addtitle><description>As integrated circuit technologies are moving to smaller technology nodes, Electromigration (EM) has become one of the most challenging problems facing the EDA industry. While numerical approaches have been widely deployed since they can handle complicated interconnect structures, they tend to be much slower than analytical approaches. In this paper, we present a fast semi-analytical approach, based on the matrix exponential, for the solution of Korhonen's stress equation at discrete spatial points of interconnect trees, which enables the analytical calculation of EM stress at any time and point independently. The proposed approach is combined with the extended Krylov subspace method to accurately simulate large EM models and accelerate the calculation of the final solution. Experimental evaluation on OpenROAD benchmarks demonstrates that our method achieves 0.5% average relative error over the COMSOL industrial tool while being up to three orders of magnitude faster.</description><subject>Design automation</subject><subject>Electromigration</subject><subject>Hardware -- Integrated circuits -- Interconnect -- Metallic interconnect</subject><subject>Hardware -- Robustness -- Hardware reliability -- Aging of circuits and systems</subject><subject>Industries</subject><subject>Integrated circuit interconnections</subject><subject>Integrated circuit technology</subject><subject>Krylov subspace</subject><subject>Mathematical models</subject><subject>Matrix exponential method</subject><subject>Power grids</subject><issn>2153-697X</issn><isbn>9781450397834</isbn><isbn>1450397832</isbn><isbn>9781450397834</isbn><isbn>1450397832</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2023</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><recordid>eNqNkD1PwzAARA0ICVQ6szB4ZEnxV2J7jKoWKhUx0EpskZvaxZDYkW2h9t9jaCcmphvevRsOgFuMJhiz8oGWVYUkn-TkEskzMJZcZIBoTsrOwTXBJS0qyd8u_rArMI7xAyFEBEcI02vwVcO5igm-6t4WtVPdIdlWdbAehuBV-w6ND3AVlItWuwRnnW5T8L3dBZWsd_BXiTZCb-DCJR1a71zuZEfrCNfRuh18VinYPZztB-_yilXdDbg0qot6fMoRWM9nq-lTsXx5XEzrZaGIkKkgouVMlZIwbITUSAuNW7kVZSVZLlRIkGor1IYrYkzJsWYcm4pSLUjJCGN0BO6Ou1Zr3QzB9iocGowQY1xWGU-OWLV9s_H-M2bW_LzcnF5uTi83m2C1ycL9PwX6DQhHeHU</recordid><startdate>20230116</startdate><enddate>20230116</enddate><creator>Stoikos, Pavlos</creator><creator>Floros, George</creator><creator>Garyfallou, Dimitrios</creator><creator>Evmorfopoulos, Nestor</creator><creator>Stamoulis, George</creator><general>ACM</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>20230116</creationdate><title>A Fast Semi-Analytical Approach for Transient Electromigration Analysis of Interconnect Trees Using Matrix Exponential</title><author>Stoikos, Pavlos ; Floros, George ; Garyfallou, Dimitrios ; Evmorfopoulos, Nestor ; Stamoulis, George</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a289t-28c74a59241f89e0e8e1c9d8569428960826d8ab7a2ff571e471f633e82542443</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Design automation</topic><topic>Electromigration</topic><topic>Hardware -- Integrated circuits -- Interconnect -- Metallic interconnect</topic><topic>Hardware -- Robustness -- Hardware reliability -- Aging of circuits and systems</topic><topic>Industries</topic><topic>Integrated circuit interconnections</topic><topic>Integrated circuit technology</topic><topic>Krylov subspace</topic><topic>Mathematical models</topic><topic>Matrix exponential method</topic><topic>Power grids</topic><toplevel>online_resources</toplevel><creatorcontrib>Stoikos, Pavlos</creatorcontrib><creatorcontrib>Floros, George</creatorcontrib><creatorcontrib>Garyfallou, Dimitrios</creatorcontrib><creatorcontrib>Evmorfopoulos, Nestor</creatorcontrib><creatorcontrib>Stamoulis, George</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 Xplore</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>Stoikos, Pavlos</au><au>Floros, George</au><au>Garyfallou, Dimitrios</au><au>Evmorfopoulos, Nestor</au><au>Stamoulis, George</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>A Fast Semi-Analytical Approach for Transient Electromigration Analysis of Interconnect Trees Using Matrix Exponential</atitle><btitle>2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC)</btitle><stitle>ASP-DAC</stitle><date>2023-01-16</date><risdate>2023</risdate><spage>1</spage><epage>6</epage><pages>1-6</pages><eissn>2153-697X</eissn><isbn>9781450397834</isbn><isbn>1450397832</isbn><eisbn>9781450397834</eisbn><eisbn>1450397832</eisbn><abstract>As integrated circuit technologies are moving to smaller technology nodes, Electromigration (EM) has become one of the most challenging problems facing the EDA industry. While numerical approaches have been widely deployed since they can handle complicated interconnect structures, they tend to be much slower than analytical approaches. In this paper, we present a fast semi-analytical approach, based on the matrix exponential, for the solution of Korhonen's stress equation at discrete spatial points of interconnect trees, which enables the analytical calculation of EM stress at any time and point independently. The proposed approach is combined with the extended Krylov subspace method to accurately simulate large EM models and accelerate the calculation of the final solution. Experimental evaluation on OpenROAD benchmarks demonstrates that our method achieves 0.5% average relative error over the COMSOL industrial tool while being up to three orders of magnitude faster.</abstract><cop>New York, NY, USA</cop><pub>ACM</pub><doi>10.1145/3566097.3567909</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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identifier | ISBN: 9781450397834 |
ispartof | 2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC), 2023, p.1-6 |
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source | IEEE Xplore All Conference Series |
subjects | Design automation Electromigration Hardware -- Integrated circuits -- Interconnect -- Metallic interconnect Hardware -- Robustness -- Hardware reliability -- Aging of circuits and systems Industries Integrated circuit interconnections Integrated circuit technology Krylov subspace Mathematical models Matrix exponential method Power grids |
title | A Fast Semi-Analytical Approach for Transient Electromigration Analysis of Interconnect Trees Using Matrix Exponential |
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