{"id":"https://openalex.org/W4386474827","doi":"https://doi.org/10.1109/isvlsi59464.2023.10238585","title":"Machine Learning and Polynomial Chaos models for Accurate Prediction of SET Pulse Current","display_name":"Machine Learning and Polynomial Chaos models for Accurate Prediction of SET Pulse Current","publication_year":2023,"publication_date":"2023-06-20","ids":{"openalex":"https://openalex.org/W4386474827","doi":"https://doi.org/10.1109/isvlsi59464.2023.10238585"},"language":"en","primary_location":{"id":"doi:10.1109/isvlsi59464.2023.10238585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isvlsi59464.2023.10238585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)","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/A5036216119","display_name":"Vishu Saxena","orcid":"https://orcid.org/0000-0002-1173-1541"},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vishu Saxena","raw_affiliation_strings":["IIT Roorkee,ECE Department,India","ECE Department, IIT Roorkee, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT Roorkee,ECE Department,India","institution_ids":["https://openalex.org/I154851008"]},{"raw_affiliation_string":"ECE Department, IIT Roorkee, India","institution_ids":["https://openalex.org/I154851008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007690859","display_name":"Yash Jain","orcid":"https://orcid.org/0000-0002-7366-783X"},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Yash Jain","raw_affiliation_strings":["IIT Roorkee,ECE Department,India","ECE Department, IIT Roorkee, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT Roorkee,ECE Department,India","institution_ids":["https://openalex.org/I154851008"]},{"raw_affiliation_string":"ECE Department, IIT Roorkee, India","institution_ids":["https://openalex.org/I154851008"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012290807","display_name":"Sparsh Mittal","orcid":"https://orcid.org/0000-0002-2908-993X"},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sparsh Mittal","raw_affiliation_strings":["IIT Roorkee,ECE Department,India","ECE Department, IIT Roorkee, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT Roorkee,ECE Department,India","institution_ids":["https://openalex.org/I154851008"]},{"raw_affiliation_string":"ECE Department, IIT Roorkee, India","institution_ids":["https://openalex.org/I154851008"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154851008"],"apc_list":null,"apc_paid":null,"fwci":1.0817,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71999577,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10363","display_name":"Low-power high-performance VLSI design","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9991999864578247,"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/piecewise","display_name":"Piecewise","score":0.8039188385009766},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6076111197471619},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5504074692726135},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.5237100720405579},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4714946150779724},{"id":"https://openalex.org/keywords/silicon-on-insulator","display_name":"Silicon on insulator","score":0.4436039626598358},{"id":"https://openalex.org/keywords/technology-cad","display_name":"Technology CAD","score":0.4409354031085968},{"id":"https://openalex.org/keywords/polynomial","display_name":"Polynomial","score":0.42596080899238586},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41968652606010437},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3844272792339325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26249757409095764},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2272314727306366},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2245924174785614},{"id":"https://openalex.org/keywords/silicon","display_name":"Silicon","score":0.19894662499427795},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13174301385879517},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.105226069688797}],"concepts":[{"id":"https://openalex.org/C164660894","wikidata":"https://www.wikidata.org/wiki/Q2037833","display_name":"Piecewise","level":2,"score":0.8039188385009766},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6076111197471619},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5504074692726135},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.5237100720405579},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4714946150779724},{"id":"https://openalex.org/C53143962","wikidata":"https://www.wikidata.org/wiki/Q1478788","display_name":"Silicon on insulator","level":3,"score":0.4436039626598358},{"id":"https://openalex.org/C34929307","wikidata":"https://www.wikidata.org/wiki/Q845636","display_name":"Technology CAD","level":3,"score":0.4409354031085968},{"id":"https://openalex.org/C90119067","wikidata":"https://www.wikidata.org/wiki/Q43260","display_name":"Polynomial","level":2,"score":0.42596080899238586},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41968652606010437},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3844272792339325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26249757409095764},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2272314727306366},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2245924174785614},{"id":"https://openalex.org/C544956773","wikidata":"https://www.wikidata.org/wiki/Q670","display_name":"Silicon","level":2,"score":0.19894662499427795},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13174301385879517},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.105226069688797},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","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},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isvlsi59464.2023.10238585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isvlsi59464.2023.10238585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321977","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2040484890","https://openalex.org/W2076223200","https://openalex.org/W2921190218","https://openalex.org/W2969335775","https://openalex.org/W3188738461","https://openalex.org/W3202912888","https://openalex.org/W4297099897","https://openalex.org/W4364303233","https://openalex.org/W4366256918","https://openalex.org/W6884985790"],"related_works":["https://openalex.org/W4308757930","https://openalex.org/W2383844134","https://openalex.org/W2374198922","https://openalex.org/W2889599571","https://openalex.org/W2151524381","https://openalex.org/W1833822726","https://openalex.org/W2798137860","https://openalex.org/W2065958989","https://openalex.org/W1998603635","https://openalex.org/W2363810458"],"abstract_inverted_index":{"This":[0,132],"research":[1],"investigates":[2],"how":[3,160],"heavy-ion":[4,83],"irradiation":[5],"affects":[6],"the":[7,36,93,99,105,171],"single":[8],"event":[9],"transient":[10,86],"(SET)":[11],"response":[12],"of":[13,81,173],"14nm":[14],"silicon-on-insulator":[15],"(SOI)":[16],"FinFET.":[17],"The":[18],"researchers":[19],"generally":[20],"use":[21,59],"a":[22,30,82,119,137],"TCAD":[23,37,110],"tool":[24],"(e.g.,":[25,129],"Sentauras":[26],"TCAD)":[27],"for":[28,50,97,115],"developing":[29],"SET":[31,52,174],"pulse":[32,53],"current":[33,54],"model.":[34],"However,":[35],"simulations":[38],"are":[39],"time-consuming,":[40],"which":[41,88,149],"prohibits":[42],"efficient":[43,48],"design-space":[44],"exploration.":[45],"We":[46,58],"propose":[47],"models":[49,65,124,165],"predicting":[51],"with":[55],"high":[56],"accuracy.":[57],"(1)":[60],"polynomial":[61],"chaos":[62],"(PC)":[63],"based":[64,78],"(2)":[66],"ML":[67],"regression":[68,164],"techniques":[69],"(3)":[70],"artificial":[71],"neural":[72,76],"networks":[73],"and":[74,162],"1Dconvolution":[75],"network":[77],"models.":[79],"Striking":[80],"leads":[84],"to":[85,135,169],"behavior,":[87],"is":[89,150],"very":[90],"different":[91],"from":[92],"normal":[94],"behavior.":[95],"Hence,":[96],"all":[98],"above":[100],"predictors,":[101],"we":[102],"also":[103],"evaluate":[104],"corresponding":[106],"piecewise":[107,143],"predictors.":[108],"While":[109],"tools":[111],"take":[112,125],"4":[113],"hours":[114],"each":[116],"simulation":[117],"on":[118],"high-end":[120],"computer,":[121],"our":[122,155],"proposed":[123,142],"much":[126],"lower":[127],"latency":[128],"few":[130],"seconds).":[131],"allows":[133],"designers":[134],"explore":[136],"larger":[138],"design":[139],"space.":[140],"Our":[141],"1D-CNN":[144],"model":[145],"achieves":[146],"state-of-the-art":[147],"MSE":[148],"2.15\u00d7":[151],"1$0^{-6}$":[152],"mA-squared.":[153],"Overall,":[154],"study":[156],"provides":[157],"insights":[158],"into":[159],"PC":[161],"ML-based":[163],"can":[166],"be":[167],"used":[168],"enhance":[170],"efficiency":[172],"analysis":[175],"in":[176],"circuit":[177],"design.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}