{"id":"https://openalex.org/W4212836324","doi":"https://doi.org/10.1109/asp-dac52403.2022.9712511","title":"Application of Deep Learning in Back-End Simulation: Challenges and Opportunities","display_name":"Application of Deep Learning in Back-End Simulation: Challenges and Opportunities","publication_year":2022,"publication_date":"2022-01-17","ids":{"openalex":"https://openalex.org/W4212836324","doi":"https://doi.org/10.1109/asp-dac52403.2022.9712511"},"language":"en","primary_location":{"id":"doi:10.1109/asp-dac52403.2022.9712511","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asp-dac52403.2022.9712511","pdf_url":null,"source":{"id":"https://openalex.org/S4363608500","display_name":"2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC)","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/A5100411560","display_name":"Yufei Chen","orcid":"https://orcid.org/0000-0003-4947-2917"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yufei Chen","raw_affiliation_strings":["College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063086391","display_name":"Haojie Pei","orcid":"https://orcid.org/0000-0002-4665-5657"},"institutions":[{"id":"https://openalex.org/I204553293","display_name":"China University of Petroleum, Beijing","ror":"https://ror.org/041qf4r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I204553293"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Pei","raw_affiliation_strings":["College of Information Science and Engineering, China University of Petroleum,Beijing,China","College of Information Science and Engineering, China University of Petroleum, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, China University of Petroleum,Beijing,China","institution_ids":["https://openalex.org/I204553293"]},{"raw_affiliation_string":"College of Information Science and Engineering, China University of Petroleum, Beijing, China","institution_ids":["https://openalex.org/I204553293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103163128","display_name":"Xiao Dong","orcid":"https://orcid.org/0000-0002-5993-7776"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Dong","raw_affiliation_strings":["College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057257864","display_name":"Zhou Jin","orcid":"https://orcid.org/0000-0002-0632-9494"},"institutions":[{"id":"https://openalex.org/I204553293","display_name":"China University of Petroleum, Beijing","ror":"https://ror.org/041qf4r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I204553293"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Jin","raw_affiliation_strings":["College of Information Science and Engineering, China University of Petroleum,Beijing,China","College of Information Science and Engineering, China University of Petroleum, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, China University of Petroleum,Beijing,China","institution_ids":["https://openalex.org/I204553293"]},{"raw_affiliation_string":"College of Information Science and Engineering, China University of Petroleum, Beijing, China","institution_ids":["https://openalex.org/I204553293"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054211420","display_name":"Cheng Zhuo","orcid":"https://orcid.org/0000-0002-2610-7522"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Zhuo","raw_affiliation_strings":["College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China"],"affiliations":[{"raw_affiliation_string":"College of Information Science & Electronic Engineering, Zhejiang University,Hangzhou,China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100411560"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":5.8036,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.97831925,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"641","last_page":"646"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9987999796867371,"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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9987999796867371,"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/T10472","display_name":"Semiconductor materials and devices","score":0.9987000226974487,"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/T10361","display_name":"Silicon Carbide Semiconductor Technologies","score":0.9983999729156494,"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/software-deployment","display_name":"Software deployment","score":0.7665845155715942},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.749587893486023},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6895249485969543},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.6419733762741089},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4956592321395874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49258142709732056},{"id":"https://openalex.org/keywords/simulation-modeling","display_name":"Simulation modeling","score":0.42404627799987793},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3991522789001465},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.35218939185142517},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.32019054889678955},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18739119172096252},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.18114545941352844},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1133473813533783}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7665845155715942},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.749587893486023},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6895249485969543},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.6419733762741089},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4956592321395874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49258142709732056},{"id":"https://openalex.org/C108215451","wikidata":"https://www.wikidata.org/wiki/Q7263963","display_name":"Simulation modeling","level":2,"score":0.42404627799987793},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3991522789001465},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.35218939185142517},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.32019054889678955},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18739119172096252},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.18114545941352844},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1133473813533783},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asp-dac52403.2022.9712511","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asp-dac52403.2022.9712511","pdf_url":null,"source":{"id":"https://openalex.org/S4363608500","display_name":"2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 27th Asia and South Pacific Design Automation Conference (ASP-DAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2102138118","display_name":null,"funder_award_id":"2462020YXZZ024","funder_id":"https://openalex.org/F4320326291","funder_display_name":"Science Foundation of China University of Petroleum, Beijing"},{"id":"https://openalex.org/G3698308209","display_name":null,"funder_award_id":"62034007,61974133","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326291","display_name":"Science Foundation of China University of Petroleum, Beijing","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W205804909","https://openalex.org/W1584753249","https://openalex.org/W2030651811","https://openalex.org/W2085677136","https://openalex.org/W2099647435","https://openalex.org/W2110295511","https://openalex.org/W2163831978","https://openalex.org/W2168650220","https://openalex.org/W2295598076","https://openalex.org/W2407055210","https://openalex.org/W2478040551","https://openalex.org/W2772121594","https://openalex.org/W2774585280","https://openalex.org/W2799462322","https://openalex.org/W2807453315","https://openalex.org/W2885436857","https://openalex.org/W2889196139","https://openalex.org/W2892647924","https://openalex.org/W2900015380","https://openalex.org/W2912803644","https://openalex.org/W2945759188","https://openalex.org/W2945802982","https://openalex.org/W2996794321","https://openalex.org/W3007849603","https://openalex.org/W3008774611","https://openalex.org/W3013164405","https://openalex.org/W3013474731","https://openalex.org/W3022739051","https://openalex.org/W3036319002","https://openalex.org/W3088618441","https://openalex.org/W3092027164","https://openalex.org/W3092368861","https://openalex.org/W3094417443","https://openalex.org/W3099066983","https://openalex.org/W3109775750","https://openalex.org/W3111194507","https://openalex.org/W3111377664","https://openalex.org/W3111793785","https://openalex.org/W3112861712","https://openalex.org/W3114146464","https://openalex.org/W3115132452","https://openalex.org/W3116626414","https://openalex.org/W3126655641","https://openalex.org/W3127939301","https://openalex.org/W3132677063","https://openalex.org/W3158950434","https://openalex.org/W3171752851","https://openalex.org/W3175617909","https://openalex.org/W3178165956","https://openalex.org/W3186706634","https://openalex.org/W3189541596","https://openalex.org/W3212893044","https://openalex.org/W4239914453","https://openalex.org/W4242054535","https://openalex.org/W4299518610","https://openalex.org/W6672842986","https://openalex.org/W6682132143","https://openalex.org/W6784297246","https://openalex.org/W6786716730","https://openalex.org/W6787749259","https://openalex.org/W6790869608","https://openalex.org/W6797629622","https://openalex.org/W6799686164"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W2021850411","https://openalex.org/W3009238340","https://openalex.org/W2939353110","https://openalex.org/W4321369474","https://openalex.org/W2973431684","https://openalex.org/W4360585206","https://openalex.org/W4327774331","https://openalex.org/W4212836324"],"abstract_inverted_index":{"Relentless":[0],"semiconductor":[1],"scaling":[2],"and":[3,25,57,66,79,109],"ever":[4],"increasing":[5],"device":[6],"integration":[7],"have":[8,106],"resulted":[9],"in":[10,30,75,85,103],"the":[11,16,28,31,43,76,86,97,110],"exponentially":[12],"growing":[13],"size":[14],"of":[15,99],"back-end":[17,21,44,52,87,104],"design,":[18],"which":[19],"makes":[20],"simulation":[22,53,88,105],"very":[23],"time-":[24],"resource-consuming.":[26],"With":[27],"success":[29],"computer":[32,48],"vision":[33,49],"community,":[34],"deep":[35,83,100],"learning":[36,84,101],"seems":[37],"a":[38,93],"promising":[39],"alternative":[40],"to":[41,81,107],"assist":[42],"simulation.":[45,69],"However,":[46],"unlike":[47],"tasks,":[50],"most":[51],"problems":[54],"are":[55],"mathematically":[56],"physically":[58],"well-defined,":[59],"e.g.,":[60],"power":[61],"delivery":[62],"network":[63],"sign":[64],"off":[65],"post-layout":[67],"circuit":[68],"It":[70],"then":[71],"brings":[72],"broad":[73],"interests":[74],"community":[77],"where":[78],"how":[80],"deploy":[82],"flows.":[89],"This":[90],"paper":[91],"discusses":[92],"few":[94],"challenges":[95],"that":[96],"deployment":[98],"models":[102],"confront":[108],"corresponding":[111],"opportunities":[112],"for":[113],"future":[114],"research.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}