{"id":"https://openalex.org/W4399487448","doi":"https://doi.org/10.1145/3649476.3658775","title":"IR drop Prediction Based on Machine Learning and Pattern Reduction","display_name":"IR drop Prediction Based on Machine Learning and Pattern Reduction","publication_year":2024,"publication_date":"2024-06-10","ids":{"openalex":"https://openalex.org/W4399487448","doi":"https://doi.org/10.1145/3649476.3658775"},"language":"en","primary_location":{"id":"doi:10.1145/3649476.3658775","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649476.3658775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Great Lakes Symposium on VLSI 2024","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102918921","display_name":"Yong-Fong Chang","orcid":"https://orcid.org/0009-0003-6540-8947"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yong-Fong Chang","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0009-0003-6540-8947","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101882689","display_name":"Yung\u2010Chih Chen","orcid":"https://orcid.org/0000-0002-3934-800X"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]},{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yung-Chih Chen","raw_affiliation_strings":["National Taiwan University of Science and Technology, Taiwan","National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-3934-800X","affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology, Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075264042","display_name":"Yu-Chen Cheng","orcid":"https://orcid.org/0009-0001-2871-5732"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Chen Cheng","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0009-0001-2871-5732","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100674235","display_name":"Shu\u2010Hong Lin","orcid":"https://orcid.org/0000-0002-4020-7714"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shu-Hong Lin","raw_affiliation_strings":["National Taiwan University of Science and Technology, Taiwan"],"raw_orcid":"https://orcid.org/0009-0006-2272-3228","affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115076787","display_name":"Che-Hsu Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Che-Hsu Lin","raw_affiliation_strings":["National Taiwan University of Science and Technology, Taiwan"],"raw_orcid":"https://orcid.org/0009-0001-2189-5355","affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102867658","display_name":"Chun-Yuan Chen","orcid":"https://orcid.org/0009-0003-5939-3689"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Yuan Chen","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0009-0003-5939-3689","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009987844","display_name":"Yu-Hsuan Chen","orcid":"https://orcid.org/0009-0009-6369-6977"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]},{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Hsuan Chen","raw_affiliation_strings":["National Taiwan University of Science and Technology, Taiwan","National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0009-0009-6369-6977","affiliations":[{"raw_affiliation_string":"National Taiwan University of Science and Technology, Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059573918","display_name":"Y.-R. Lee","orcid":"https://orcid.org/0009-0002-0216-2700"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Che Lee","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0009-0002-0216-2700","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091217205","display_name":"Jia-Wei Lin","orcid":"https://orcid.org/0000-0001-7081-8535"},"institutions":[{"id":"https://openalex.org/I4210148979","display_name":"MediaTek (Taiwan)","ror":"https://ror.org/05g9jck81","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210148979"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jia-Wei Lin","raw_affiliation_strings":["MediaTek Inc., Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-7081-8535","affiliations":[{"raw_affiliation_string":"MediaTek Inc., Taiwan","institution_ids":["https://openalex.org/I4210148979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089231731","display_name":"Hsun-Wei Pao","orcid":"https://orcid.org/0009-0008-4974-0655"},"institutions":[{"id":"https://openalex.org/I4210148979","display_name":"MediaTek (Taiwan)","ror":"https://ror.org/05g9jck81","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210148979"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsun-Wei Pao","raw_affiliation_strings":["MediaTek Inc., Taiwan"],"raw_orcid":"https://orcid.org/0009-0008-4974-0655","affiliations":[{"raw_affiliation_string":"MediaTek Inc., Taiwan","institution_ids":["https://openalex.org/I4210148979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073382186","display_name":"Shih-Chieh Chang","orcid":"https://orcid.org/0000-0003-0717-6466"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Chieh Chang","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-0717-6466","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100670471","display_name":"Yiting Li","orcid":"https://orcid.org/0000-0002-5297-9420"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Ting Li","raw_affiliation_strings":["Computer Science, National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-5297-9420","affiliations":[{"raw_affiliation_string":"Computer Science, National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115602054","display_name":"Chun-Yao Wang","orcid":"https://orcid.org/0000-0002-4536-214X"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Yao Wang","raw_affiliation_strings":["National Tsing Hua University, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-4536-214X","affiliations":[{"raw_affiliation_string":"National Tsing Hua University, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9047,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.93622795,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"519"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Waste Management and Disposal"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9731000065803528,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.6583393812179565},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6380024552345276},{"id":"https://openalex.org/keywords/drop","display_name":"Drop (telecommunication)","score":0.555576503276825},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5339988470077515},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4935034513473511},{"id":"https://openalex.org/keywords/drop-out","display_name":"Drop out","score":0.4457889497280121},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12777012586593628},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06362855434417725}],"concepts":[{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.6583393812179565},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6380024552345276},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.555576503276825},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5339988470077515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4935034513473511},{"id":"https://openalex.org/C2984949393","wikidata":"https://www.wikidata.org/wiki/Q1260241","display_name":"Drop out","level":2,"score":0.4457889497280121},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12777012586593628},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06362855434417725},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C4249254","wikidata":"https://www.wikidata.org/wiki/Q3044431","display_name":"Demographic economics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3649476.3658775","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649476.3658775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Great Lakes Symposium on VLSI 2024","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2122570888","https://openalex.org/W2143518405","https://openalex.org/W2165190641","https://openalex.org/W2188111980","https://openalex.org/W2329425641","https://openalex.org/W3216660278","https://openalex.org/W4245185858","https://openalex.org/W4300281483"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"With":[0],"the":[1,6,29,36,57,99,110,121,130],"advances":[2],"in":[3],"semiconductor":[4],"technology,":[5],"sizes":[7],"of":[8,21,31,38,60,123],"transistors":[9],"are":[10,53],"getting":[11],"smaller,":[12],"which":[13,96],"has":[14,27],"led":[15],"to":[16,55,83],"an":[17,90],"increasingly":[18],"severe":[19],"impact":[20],"IR":[22,32,43,85,106],"drop.":[23],"Consequently,":[24],"this":[25,75],"trend":[26],"amplified":[28],"significance":[30],"drop":[33,44,86,107],"analysis":[34,108,131],"within":[35,109],"realm":[37],"chip":[39],"design.":[40],"However,":[41],"analyzing":[42],"is":[45,72],"resource-intensive":[46],"and":[47,88,101],"time-consuming,":[48],"since":[49],"numerous":[50],"simulation":[51,94],"patterns":[52,124],"required":[54,104],"verify":[56],"power":[58],"integrity":[59],"circuits.":[61],"Additionally,":[62],"with":[63],"every":[64],"engineering":[65],"change":[66],"order":[67],"(ECO)":[68],"step,":[69],"a":[70,79],"reevaluation":[71],"necessary.":[73],"In":[74],"paper,":[76],"we":[77],"propose":[78],"machine":[80],"learning-based":[81],"method":[82],"predict":[84],"levels":[87],"present":[89],"algorithm":[91],"for":[92,105],"reducing":[93],"patterns,":[95],"could":[97],"reduce":[98,120],"time":[100,132],"computing":[102],"resources":[103],"ECO":[111],"flow.":[112],"Experimental":[113],"results":[114],"show":[115],"that":[116],"our":[117],"approach":[118],"can":[119],"number":[122],"by":[125],"approximately":[126],"50%,":[127],"thereby":[128],"decreasing":[129],"while":[133],"maintaining":[134],"accuracy.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}