{"id":"https://openalex.org/W4410779703","doi":"https://doi.org/10.1002/aisy.202401085","title":"Dual Neural Network Framework with SPICE Integration for Fast and Accurate Transistor Modeling","display_name":"Dual Neural Network Framework with SPICE Integration for Fast and Accurate Transistor Modeling","publication_year":2025,"publication_date":"2025-04-21","ids":{"openalex":"https://openalex.org/W4410779703","doi":"https://doi.org/10.1002/aisy.202401085"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202401085","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202401085","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202401085","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202401085","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040754880","display_name":"Rodion Novkin","orcid":"https://orcid.org/0009-0006-6632-9804"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Rodion Novkin","raw_affiliation_strings":["TUM School of Computation, Information and Technology Chair of AI Processor Design Munich Institute of Robotics and Machine Intelligence Technical University of Munich  Munich 85748 Germany"],"affiliations":[{"raw_affiliation_string":"TUM School of Computation, Information and Technology Chair of AI Processor Design Munich Institute of Robotics and Machine Intelligence Technical University of Munich  Munich 85748 Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059133190","display_name":"Hussam Amrouch","orcid":"https://orcid.org/0000-0002-5649-3102"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hussam Amrouch","raw_affiliation_strings":["TUM School of Computation, Information and Technology Chair of AI Processor Design Munich Institute of Robotics and Machine Intelligence Technical University of Munich  Munich 85748 Germany"],"affiliations":[{"raw_affiliation_string":"TUM School of Computation, Information and Technology Chair of AI Processor Design Munich Institute of Robotics and Machine Intelligence Technical University of Munich  Munich 85748 Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5040754880"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":1.5456,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83643551,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"7","issue":"10","first_page":null,"last_page":null},"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":1.0,"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":1.0,"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":0.9998000264167786,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9995999932289124,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spice","display_name":"Spice","score":0.9222978949546814},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6709624528884888},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5392950773239136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5370513200759888},{"id":"https://openalex.org/keywords/transistor","display_name":"Transistor","score":0.46346014738082886},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.43244510889053345},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3412572145462036},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22368133068084717},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.20768573880195618},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1798844039440155},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.09094041585922241}],"concepts":[{"id":"https://openalex.org/C2780077345","wikidata":"https://www.wikidata.org/wiki/Q16891888","display_name":"Spice","level":2,"score":0.9222978949546814},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6709624528884888},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5392950773239136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5370513200759888},{"id":"https://openalex.org/C172385210","wikidata":"https://www.wikidata.org/wiki/Q5339","display_name":"Transistor","level":3,"score":0.46346014738082886},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.43244510889053345},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3412572145462036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22368133068084717},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.20768573880195618},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1798844039440155},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.09094041585922241},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202401085","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202401085","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202401085","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:edeea3d843ea467a8358720f7a8c905c","is_oa":true,"landing_page_url":"https://doaj.org/article/edeea3d843ea467a8358720f7a8c905c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 7, Iss 10, Pp n/a-n/a (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202401085","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202401085","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202401085","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3076606124","display_name":null,"funder_award_id":"16ME0995","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G4838704522","display_name":null,"funder_award_id":"in part","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7225624288","display_name":null,"funder_award_id":"This work was","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410779703.pdf","grobid_xml":"https://content.openalex.org/works/W4410779703.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2034276882","https://openalex.org/W2294851045","https://openalex.org/W2346205343","https://openalex.org/W2964399176","https://openalex.org/W2990138404","https://openalex.org/W3124031675","https://openalex.org/W4226073040","https://openalex.org/W4308479824","https://openalex.org/W4321488298","https://openalex.org/W4323767054","https://openalex.org/W4382658124","https://openalex.org/W4385338431","https://openalex.org/W4389352379","https://openalex.org/W4390639737"],"related_works":["https://openalex.org/W2204879205","https://openalex.org/W2096437374","https://openalex.org/W1943174035","https://openalex.org/W1928481607","https://openalex.org/W3135165657","https://openalex.org/W1485582195","https://openalex.org/W57337972","https://openalex.org/W2313216219","https://openalex.org/W1561306903","https://openalex.org/W2108167458"],"abstract_inverted_index":{"Neural":[0],"network":[1,131],"(NN)\u2010based":[2],"compact":[3,48,79],"transistor":[4,122,173],"models":[5,80],"have":[6],"recently":[7],"emerged":[8],"as":[9],"a":[10,114,128],"promising":[11],"solution":[12],"to":[13,26,124,135,180],"simplify":[14],"device":[15],"modeling.":[16],"However,":[17],"they":[18],"are":[19],"often":[20],"deployed":[21],"and":[22,59,69,90,107,138,147,176],"evaluated":[23],"standalone":[24],"due":[25],"the":[27,43,46,50,66,75,100,109,162],"lack":[28],"of":[29,45,77],"compatibility":[30],"with":[31,35,65,94,120,151,187],"existing":[32,67],"simulation":[33,105],"program":[34],"integrated":[36,54],"circuit":[37],"emphasis":[38],"(SPICE)":[39],"software.":[40],"To":[41],"investigate":[42],"benefits":[44],"NN\u2010based":[47,78],"models,":[49],"proposed":[51,110],"framework":[52],"is":[53,63,85,97],"into":[55],"commercial":[56],"SPICE":[57],"tool,":[58],"NN":[60,104],"models\u2019":[61],"speed":[62,106,163],"compared":[64],"in\u2010built":[68],"Verilog\u2010A":[70,167],"industry":[71],"standard":[72],"implementations.":[73],"Additionally,":[74],"speed\u2010up":[76],"provided":[81],"by":[82],"GPU":[83,188],"acceleration":[84],"demonstrated":[86],"for":[87,127,156],"variability":[88],"analysis,":[89],"design":[91],"technology":[92],"co\u2010optimization":[93],"genetic":[95],"algorithm":[96],"explored.":[98],"For":[99],"best":[101],"trade\u2010off":[102],"between":[103],"accuracy,":[108],"dual\u2010NN":[111],"structure":[112],"employs":[113],"parameter":[115],"generator":[116],"network,":[117],"representing":[118],"devices":[119],"different":[121],"geometry,":[123],"generate":[125],"weights":[126],"current/charge":[129],"prediction":[130],"(CPN).":[132],"In":[133],"addition":[134],"drain":[136],"voltage":[137,140],"gate":[139,171],",":[141],"CPN":[142],"also":[143],"incorporates":[144],"environment":[145],"temperature":[146],"achieves":[148],"0.797%":[149],"error":[150],"higher":[152],"than":[153],"0.995":[154],"scores":[155],"DC":[157,183],"characteristics.":[158],"Moreover,":[159],"it":[160],"maintains":[161],"within":[164],"SPICE,":[165],"outperforming":[166],"Berkeley":[168],"short\u2010channel":[169],"insulated":[170],"field\u2010effect":[172],"model":[174],"(BSIM),":[175],"can":[177],"simulate":[178],"up":[179],"18.8":[181],"million":[182],"points":[184],"per":[185],"second":[186],"acceleration.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}