{"id":"https://openalex.org/W4404239394","doi":"https://doi.org/10.1109/smacd61181.2024.10745428","title":"Advanced Analog Design Optimization: Comparison Between Reinforcement Learning and Heuristic Algorithms","display_name":"Advanced Analog Design Optimization: Comparison Between Reinforcement Learning and Heuristic Algorithms","publication_year":2024,"publication_date":"2024-07-02","ids":{"openalex":"https://openalex.org/W4404239394","doi":"https://doi.org/10.1109/smacd61181.2024.10745428"},"language":"en","primary_location":{"id":"doi:10.1109/smacd61181.2024.10745428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smacd61181.2024.10745428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 20th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD)","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/A5108597619","display_name":"Michel Chevalier","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104693","display_name":"STMicroelectronics (France)","ror":"https://ror.org/01c74sd89","country_code":"FR","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210104693"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Michel Chevalier","raw_affiliation_strings":["STMicroelectronics,Crolles,France"],"affiliations":[{"raw_affiliation_string":"STMicroelectronics,Crolles,France","institution_ids":["https://openalex.org/I4210104693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091221523","display_name":"Severin Trochut","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104693","display_name":"STMicroelectronics (France)","ror":"https://ror.org/01c74sd89","country_code":"FR","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210104693"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Severin Trochut","raw_affiliation_strings":["STMicroelectronics,Crolles,France"],"affiliations":[{"raw_affiliation_string":"STMicroelectronics,Crolles,France","institution_ids":["https://openalex.org/I4210104693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007229736","display_name":"Roberto Guizzetti","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104693","display_name":"STMicroelectronics (France)","ror":"https://ror.org/01c74sd89","country_code":"FR","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210104693"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Roberto Guizzetti","raw_affiliation_strings":["STMicroelectronics,Crolles,France"],"affiliations":[{"raw_affiliation_string":"STMicroelectronics,Crolles,France","institution_ids":["https://openalex.org/I4210104693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111440581","display_name":"Pascal Urard","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104693","display_name":"STMicroelectronics (France)","ror":"https://ror.org/01c74sd89","country_code":"FR","type":"company","lineage":["https://openalex.org/I131827901","https://openalex.org/I4210104693"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pascal Urard","raw_affiliation_strings":["STMicroelectronics,Crolles,France"],"affiliations":[{"raw_affiliation_string":"STMicroelectronics,Crolles,France","institution_ids":["https://openalex.org/I4210104693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017663676","display_name":"Lioua Labrak","orcid":null},"institutions":[{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4210095849","https://openalex.org/I48430043","https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lioua Labrak","raw_affiliation_strings":["Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France","institution_ids":["https://openalex.org/I2800958632","https://openalex.org/I59692284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045912993","display_name":"John Samuel","orcid":"https://orcid.org/0000-0001-8721-7007"},"institutions":[{"id":"https://openalex.org/I4210155607","display_name":"Laboratoire d'Informatique en Images et Syst\u00e8mes d'Information","ror":"https://ror.org/04dv4he91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I188626449","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210155607","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"John Samuel","raw_affiliation_strings":["Universit&#x00E9; de Lyon, CPE Lyon LIRIS,Lyon,France"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Lyon, CPE Lyon LIRIS,Lyon,France","institution_ids":["https://openalex.org/I4210155607","https://openalex.org/I59692284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113859236","display_name":"R\u00e9my Cellier","orcid":null},"institutions":[{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4210095849","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"R\u00e9my Cellier","raw_affiliation_strings":["Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France","institution_ids":["https://openalex.org/I2800958632","https://openalex.org/I59692284"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034203803","display_name":"Nacer Abouchi","orcid":null},"institutions":[{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4210095849","https://openalex.org/I48430043","https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nacer Abouchi","raw_affiliation_strings":["Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Lyon, CPE Lyon, Institut des Nanotechnologies de Lyon,Lyon,France","institution_ids":["https://openalex.org/I2800958632","https://openalex.org/I59692284"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5108597619"],"corresponding_institution_ids":["https://openalex.org/I4210104693"],"apc_list":null,"apc_paid":null,"fwci":1.1413,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.8144599,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8163999915122986,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8163999915122986,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11006","display_name":"BIM and Construction Integration","score":0.8037999868392944,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.7651000022888184,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7529190182685852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6752179265022278},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.6296085119247437},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.48889079689979553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40138736367225647},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3676721751689911},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3078902065753937},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1340978741645813}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7529190182685852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6752179265022278},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.6296085119247437},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.48889079689979553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40138736367225647},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3676721751689911},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3078902065753937},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1340978741645813}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smacd61181.2024.10745428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smacd61181.2024.10745428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 20th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04974760v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04974760","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2024 20th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD), Jul 2024, Volos, Greece. pp.1-4, &#x27E8;10.1109/SMACD61181.2024.10745428&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1984180799","https://openalex.org/W2107941094","https://openalex.org/W2296073425","https://openalex.org/W2310612427","https://openalex.org/W2736601468","https://openalex.org/W2894704135","https://openalex.org/W2968894924","https://openalex.org/W3012109984","https://openalex.org/W3036532492","https://openalex.org/W3092618035","https://openalex.org/W3169517138","https://openalex.org/W4210552504","https://openalex.org/W4214717370","https://openalex.org/W4224300633","https://openalex.org/W4225083336","https://openalex.org/W4313890236","https://openalex.org/W4385411950","https://openalex.org/W6741002519"],"related_works":["https://openalex.org/W4366549320","https://openalex.org/W4287863136","https://openalex.org/W3006015132","https://openalex.org/W2965078190","https://openalex.org/W2140656843","https://openalex.org/W3040644038","https://openalex.org/W4311207076","https://openalex.org/W3203633096","https://openalex.org/W2355226480","https://openalex.org/W1486454173"],"abstract_inverted_index":{"Last":[0],"decades":[1],"have":[2],"seen":[3],"a":[4,25,68,72],"lot":[5],"of":[6],"research":[7],"on":[8,18],"Analog":[9],"Design":[10],"Automation.":[11],"The":[12,42,76,84],"most":[13,31],"recent":[14,32],"approaches":[15,50],"are":[16,78],"based":[17],"Reinforcement":[19],"Learning":[20],"(RL).":[21],"This":[22,63],"paper":[23,85],"describes":[24],"new":[26],"learning":[27],"strategy":[28],"enhancing":[29],"the":[30,91],"Proximal":[33],"Policy":[34],"Optimization":[35,58],"RL":[36,92],"approach,":[37],"applied":[38],"to":[39,46,94],"analog":[40],"design.":[41],"method":[43],"is":[44,65],"compared":[45],"more":[47],"classical":[48],"heuristic":[49],"such":[51],"as":[52],"Ant":[53],"Colony":[54],"Optimization,":[55],"Particle":[56],"Swarm":[57],"or":[59],"Differential":[60],"Evolution":[61],"algorithm.":[62],"study":[64],"done":[66,79],"using":[67],"gymnasium":[69],"environment":[70],"embedding":[71],"spice-like":[73],"electrical":[74],"simulator.":[75],"experiments":[77],"under":[80],"equivalent":[81],"calculation":[82],"conditions.":[83],"highlights":[86],"convergence":[87],"properties":[88],"and":[89],"demonstrates":[90],"ability":[93],"avoid":[95],"local":[96],"minimum":[97],"traps.":[98]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
