{"id":"https://openalex.org/W3128463771","doi":"https://doi.org/10.1145/3394885.3431641","title":"ML-augmented Methodology for Fast Thermal Side-channel Emission Analysis","display_name":"ML-augmented Methodology for Fast Thermal Side-channel Emission Analysis","publication_year":2021,"publication_date":"2021-01-18","ids":{"openalex":"https://openalex.org/W3128463771","doi":"https://doi.org/10.1145/3394885.3431641","mag":"3128463771"},"language":"en","primary_location":{"id":"doi:10.1145/3394885.3431641","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394885.3431641","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th Asia and South Pacific Design Automation Conference","raw_type":"proceedings-article"},"type":"article","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/A5070536710","display_name":"Norman Chang","orcid":"https://orcid.org/0000-0003-2524-0935"},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Norman Chang","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050363606","display_name":"Deqi Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deqi Zhu","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053653686","display_name":"Lang Lin","orcid":"https://orcid.org/0000-0001-7432-6722"},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lang Lin","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080529396","display_name":"Dinesh Selvakumaran","orcid":null},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dinesh Selvakumaran","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083756637","display_name":"Jimin Wen","orcid":"https://orcid.org/0000-0002-9789-9918"},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jimin Wen","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034664385","display_name":"Stephen H. Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Pan","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102496765","display_name":"Wenbo Xia","orcid":null},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenbo Xia","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001058965","display_name":"Hua Chen","orcid":"https://orcid.org/0000-0002-4252-8693"},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hua Chen","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068322489","display_name":"Calvin Chow","orcid":"https://orcid.org/0000-0002-8938-966X"},"institutions":[{"id":"https://openalex.org/I21160419","display_name":"Ansys (United States)","ror":"https://ror.org/05cf5b117","country_code":"US","type":"company","lineage":["https://openalex.org/I21160419"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Calvin Chow","raw_affiliation_strings":["ANSYS, Inc., San Jose, USA"],"affiliations":[{"raw_affiliation_string":"ANSYS, Inc., San Jose, USA","institution_ids":["https://openalex.org/I21160419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082881222","display_name":"Gary Chen","orcid":"https://orcid.org/0000-0003-3057-9335"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Gary Chen","raw_affiliation_strings":["National Taiwan University, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Taiwan University, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5070536710"],"corresponding_institution_ids":["https://openalex.org/I21160419"],"apc_list":null,"apc_paid":null,"fwci":0.4606,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.55695803,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"468"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12122","display_name":"Physical Unclonable Functions (PUFs) and Hardware Security","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10951","display_name":"Cryptographic Implementations and Security","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/side-channel-attack","display_name":"Side channel attack","score":0.7624021172523499},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6323713064193726},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.573884129524231},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.5269970297813416},{"id":"https://openalex.org/keywords/thermal-analysis","display_name":"Thermal analysis","score":0.5000078678131104},{"id":"https://openalex.org/keywords/chip","display_name":"Chip","score":0.4749351143836975},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4496420919895172},{"id":"https://openalex.org/keywords/junction-temperature","display_name":"Junction temperature","score":0.4493829607963562},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.4101080596446991},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.20773425698280334},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18344327807426453},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14028054475784302},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.13657677173614502},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10712748765945435}],"concepts":[{"id":"https://openalex.org/C49289754","wikidata":"https://www.wikidata.org/wiki/Q2267081","display_name":"Side channel attack","level":3,"score":0.7624021172523499},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6323713064193726},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.573884129524231},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.5269970297813416},{"id":"https://openalex.org/C129446986","wikidata":"https://www.wikidata.org/wiki/Q542419","display_name":"Thermal analysis","level":3,"score":0.5000078678131104},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.4749351143836975},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4496420919895172},{"id":"https://openalex.org/C167781694","wikidata":"https://www.wikidata.org/wiki/Q6311800","display_name":"Junction temperature","level":3,"score":0.4493829607963562},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.4101080596446991},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.20773425698280334},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18344327807426453},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14028054475784302},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.13657677173614502},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10712748765945435},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3394885.3431641","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3394885.3431641","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 26th Asia and South Pacific Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1533904353","https://openalex.org/W1811605617","https://openalex.org/W2154909745","https://openalex.org/W2183849663","https://openalex.org/W2549387826","https://openalex.org/W2626738698","https://openalex.org/W2766099888","https://openalex.org/W2783213135","https://openalex.org/W2990296674","https://openalex.org/W3043514336","https://openalex.org/W3092578031","https://openalex.org/W3162388065","https://openalex.org/W4297909887"],"related_works":["https://openalex.org/W4323824501","https://openalex.org/W2004857172","https://openalex.org/W2241736443","https://openalex.org/W2355552010","https://openalex.org/W2136687465","https://openalex.org/W4285193759","https://openalex.org/W2186864281","https://openalex.org/W2039167336","https://openalex.org/W4295037241","https://openalex.org/W2120299759"],"abstract_inverted_index":{"Accurate":[0],"side-channel":[1,103,176],"attacks":[2,184],"can":[3,30,68,193],"non-invasively":[4],"or":[5,50],"semi-invasively":[6],"extract":[7],"secure":[8],"information":[9],"from":[10,45],"hardware":[11],"devices":[12],"using":[13,55,157,259],"\"side-":[14],"channel\"":[15],"measurements.":[16],"The":[17,163],"thermal":[18,48,58,88,102,140,144,161,175,183,208,238],"profile":[19],"of":[20,26,42,60,72,101,115,182,188,201,214,223,237,250],"an":[21,46,56,61,152,255],"IC":[22,62],"is":[23,105,170],"one":[24],"class":[25],"side":[27,89],"channel":[28,90],"that":[29],"be":[31,194],"used":[32,171],"to":[33,82,87,112,172,205,233],"exploit":[34],"the":[35,64,84,113,120,174,180,186,199,202,211,221,229,235,248,251],"security":[36],"weaknesses":[37],"in":[38,126,254],"a":[39,73,132,158],"design.":[40],"Measurement":[41],"junction":[43,189],"temperature":[44,54,169,227,263,269],"on-chip":[47],"sensor":[49],"top":[51,230,241,266],"metal":[52,231,242,267],"layer":[53,232,243],"infrared":[57],"image":[59],"with":[63,185,210,240],"package":[65],"being":[66],"removed":[67],"disclose":[69],"secret":[70],"keys":[71],"cryptographic":[74],"design":[75,85,92],"through":[76],"correlation":[77],"power":[78],"analysis.":[79],"In":[80],"order":[81],"identify":[83],"vulnerabilities":[86],"attacks,":[91],"time":[93],"simulation":[94,100,116,122,141,218,273],"tools":[95],"are":[96],"highly":[97,106],"important.":[98],"However,":[99],"emission":[104,146],"complex":[107],"and":[108,119,134,265],"computationally":[109],"intensive":[110],"due":[111],"scale":[114],"vectors":[117],"required":[118],"multi-physics":[121],"models":[123,179],"involved.":[124],"Hence,":[125],"this":[127,217],"paper,":[128],"we":[129],"have":[130,150,246],"proposed":[131,261],"fast":[133],"comprehensive":[135],"Machine":[136],"Learning":[137],"(ML)":[138],"augmented":[139],"methodology":[142],"for":[143,220],"Side-Channel":[145],"Analysis":[147],"(SCeA).":[148],"We":[149,245],"developed":[151,164],"innovative":[153],"tile-based":[154,262],"Delta-T":[155,167],"Predictor":[156,168],"data-driven":[159],"DNN-based":[160],"solver.":[162],"tile":[165],"based":[166],"perform":[173],"analysis":[177],"which":[178],"scenario":[181,236],"measurement":[187],"temperature.":[190,244],"This":[191],"method":[192],"100-1000x":[195],"faster":[196],"depending":[197],"on":[198,228],"size":[200],"chip":[203,258],"compared":[204],"traditional":[206],"FEM-based":[207],"solvers":[209],"same":[212],"level":[213],"accuracy.":[215],"Furthermore,":[216],"allows":[219],"determination":[222],"location-":[224],"dependent":[225],"wire":[226,268],"validate":[234],"attack":[239],"demonstrated":[247],"leakage":[249],"encryption":[252],"key":[253],"128-bit":[256],"AES":[257],"both":[260],"calculations":[264],"calculations,":[270],"quantified":[271],"by":[272],"MTD":[274],"(Measurements-to-Disclosure).":[275]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
