{"id":"https://openalex.org/W4388040411","doi":"https://doi.org/10.1109/mlcad58807.2023.10299886","title":"ML-TCAD: Perspectives and Challenges on Accelerating Transistor Modeling using ML","display_name":"ML-TCAD: Perspectives and Challenges on Accelerating Transistor Modeling using ML","publication_year":2023,"publication_date":"2023-09-10","ids":{"openalex":"https://openalex.org/W4388040411","doi":"https://doi.org/10.1109/mlcad58807.2023.10299886"},"language":"en","primary_location":{"id":"doi:10.1109/mlcad58807.2023.10299886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlcad58807.2023.10299886","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD)","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/A5092519485","display_name":"Rodion Novkin","orcid":null},"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":["Technical University of Munich,Chair of AI Processor Design,Munich,Germany","Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, Germany","Chair of AI Processor Design, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Chair of AI Processor Design,Munich,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Chair of AI Processor Design, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054764590","display_name":"Simon Thomann","orcid":"https://orcid.org/0000-0002-7902-9353"},"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":"Simon Thomann","raw_affiliation_strings":["Technical University of Munich,Chair of AI Processor Design,Munich,Germany","Chair of AI Processor Design, Technical University of Munich, Munich, Germany","Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Chair of AI Processor Design,Munich,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Chair of AI Processor Design, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, 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":["Technical University of Munich,Chair of AI Processor Design,Munich,Germany","Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, Germany","Chair of AI Processor Design, Technical University of Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Chair of AI Processor Design,Munich,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Munich Institute of Robotics and Machine Intelligence, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Chair of AI Processor Design, Technical University of Munich, Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092519485"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":0.4016,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.61115679,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9995999932289124,"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":0.9994000196456909,"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/bottleneck","display_name":"Bottleneck","score":0.8256943225860596},{"id":"https://openalex.org/keywords/transistor","display_name":"Transistor","score":0.7461041212081909},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5928256511688232},{"id":"https://openalex.org/keywords/transistor-model","display_name":"Transistor model","score":0.4840659201145172},{"id":"https://openalex.org/keywords/technology-cad","display_name":"Technology CAD","score":0.4762416183948517},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.42909666895866394},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.407863974571228},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.35728147625923157},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32150471210479736},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.24954888224601746},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.19452494382858276},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19100680947303772},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.08788689970970154}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.8256943225860596},{"id":"https://openalex.org/C172385210","wikidata":"https://www.wikidata.org/wiki/Q5339","display_name":"Transistor","level":3,"score":0.7461041212081909},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5928256511688232},{"id":"https://openalex.org/C150169584","wikidata":"https://www.wikidata.org/wiki/Q7834319","display_name":"Transistor model","level":4,"score":0.4840659201145172},{"id":"https://openalex.org/C34929307","wikidata":"https://www.wikidata.org/wiki/Q845636","display_name":"Technology CAD","level":3,"score":0.4762416183948517},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.42909666895866394},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.407863974571228},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.35728147625923157},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32150471210479736},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.24954888224601746},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.19452494382858276},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19100680947303772},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.08788689970970154},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mlcad58807.2023.10299886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mlcad58807.2023.10299886","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.46000000834465027,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2023254701","https://openalex.org/W2033811947","https://openalex.org/W2039011822","https://openalex.org/W2074713452","https://openalex.org/W2112388836","https://openalex.org/W2780024385","https://openalex.org/W2786159202","https://openalex.org/W2980910654","https://openalex.org/W3013100191","https://openalex.org/W3095133037","https://openalex.org/W3096446749","https://openalex.org/W3142835241","https://openalex.org/W3167204903","https://openalex.org/W3210573375","https://openalex.org/W3212085235","https://openalex.org/W4221025951","https://openalex.org/W4286571831","https://openalex.org/W4288064472","https://openalex.org/W4319660402","https://openalex.org/W4382658124"],"related_works":["https://openalex.org/W2095404987","https://openalex.org/W2364204112","https://openalex.org/W2364490146","https://openalex.org/W2390849982","https://openalex.org/W2389240179","https://openalex.org/W2320861030","https://openalex.org/W2375428758","https://openalex.org/W2006237748","https://openalex.org/W2375758231","https://openalex.org/W2363728260"],"abstract_inverted_index":{"Technology":[0],"CAD":[1],"(TCAD)":[2],"demonstrates":[3],"great":[4],"capabilities":[5],"in":[6,72],"solving":[7],"complex":[8,73],"problems":[9],"and":[10,32,56,93],"remains":[11],"an":[12],"essential":[13],"tool":[14],"for":[15,44],"transistor":[16,54,79],"modeling.":[17],"Despite":[18],"its":[19,94],"high":[20],"accuracy,":[21],"realized":[22],"through":[23],"convoluted":[24],"physics-based":[25],"simulations,":[26],"TCAD":[27,59],"calculations":[28],"are":[29],"exceedingly":[30],"slow":[31],"require":[33],"a":[34],"high-cost":[35],"license.":[36],"Computational":[37],"speed":[38],"limitation":[39],"is":[40,50],"the":[41,61,86],"central":[42],"bottleneck":[43],"large-scale":[45],"design-space":[46],"exploration.":[47],"Thus,":[48],"it":[49],"crucial":[51],"to":[52,68],"accelerate":[53],"simulations":[55],"potentially":[57],"eliminate":[58],"from":[60],"loop.":[62],"Machine":[63],"learning":[64],"(ML)":[65],"has":[66],"proven":[67],"be":[69],"extremely":[70],"efficient":[71],"data":[74],"processing,":[75],"which":[76],"enables":[77],"ML-based":[78,91],"simulation.":[80],"In":[81],"this":[82],"paper,":[83],"we":[84],"explore":[85],"unique":[87],"opportunities":[88],"provided":[89],"by":[90],"modeling,":[92],"associated":[95],"challenges.":[96]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}