{"id":"https://openalex.org/W4391897104","doi":"https://doi.org/10.1145/3646549","title":"Hyperparameter Tuning with Gaussian Processes for Optimal Abstraction Control in Simulation-based Optimization of Smart Semiconductor Manufacturing Systems","display_name":"Hyperparameter Tuning with Gaussian Processes for Optimal Abstraction Control in Simulation-based Optimization of Smart Semiconductor Manufacturing Systems","publication_year":2024,"publication_date":"2024-02-17","ids":{"openalex":"https://openalex.org/W4391897104","doi":"https://doi.org/10.1145/3646549"},"language":"en","primary_location":{"id":"doi:10.1145/3646549","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3646549","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3646549","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3646549","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081703172","display_name":"Moon Gi Seok","orcid":"https://orcid.org/0000-0002-8159-9910"},"institutions":[{"id":"https://openalex.org/I205490536","display_name":"Dongguk University","ror":"https://ror.org/057q6n778","country_code":"KR","type":"education","lineage":["https://openalex.org/I205490536"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Moon Gi Seok","raw_affiliation_strings":["Department of Computer Science and Engineering, Dongguk University, Seoul, Korea (the Republic of)"],"raw_orcid":"https://orcid.org/0000-0002-8159-9910","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Dongguk University, Seoul, Korea (the Republic of)","institution_ids":["https://openalex.org/I205490536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080332038","display_name":"Wen Jun Tan","orcid":"https://orcid.org/0000-0003-2204-0639"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wen Jun Tan","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-2204-0639","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114858774","display_name":"Boyi Su","orcid":"https://orcid.org/0000-0002-3871-9948"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Boyi Su","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-3871-9948","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036580072","display_name":"Wentong Cai","orcid":"https://orcid.org/0000-0002-0183-3835"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wentong Cai","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0183-3835","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023061567","display_name":"Jisu Kwon","orcid":"https://orcid.org/0000-0002-0433-9533"},"institutions":[{"id":"https://openalex.org/I31419693","display_name":"Kyungpook National University","ror":"https://ror.org/040c17130","country_code":"KR","type":"education","lineage":["https://openalex.org/I31419693"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jisu Kwon","raw_affiliation_strings":["School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Korea (the Republic of)"],"raw_orcid":"https://orcid.org/0000-0002-0433-9533","affiliations":[{"raw_affiliation_string":"School of Electronic and Electrical Engineering, Kyungpook National University, Daegu, Korea (the Republic of)","institution_ids":["https://openalex.org/I31419693"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027580730","display_name":"Seon Han Choi","orcid":"https://orcid.org/0000-0003-3332-7723"},"institutions":[{"id":"https://openalex.org/I138925566","display_name":"Ewha Womans University","ror":"https://ror.org/053fp5c05","country_code":"KR","type":"education","lineage":["https://openalex.org/I138925566"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seon Han Choi","raw_affiliation_strings":["Graduate Program in Smart Factory, Ewha Womans University, Seoul Korea (the Republic of)"],"raw_orcid":"https://orcid.org/0000-0003-3332-7723","affiliations":[{"raw_affiliation_string":"Graduate Program in Smart Factory, Ewha Womans University, Seoul Korea (the Republic of)","institution_ids":["https://openalex.org/I138925566"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8443,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74226083,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"35","issue":"1","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.996999979019165,"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"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.996999979019165,"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"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9954000115394592,"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"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.8645806312561035},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.7921112775802612},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7433447241783142},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.4583749771118164},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.4511623978614807},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.4505336284637451},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.427237331867218},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3734225630760193},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17876985669136047},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.16839531064033508},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12644022703170776}],"concepts":[{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.8645806312561035},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7921112775802612},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7433447241783142},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.4583749771118164},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.4511623978614807},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.4505336284637451},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.427237331867218},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3734225630760193},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17876985669136047},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.16839531064033508},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12644022703170776},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3646549","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3646549","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3646549","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3646549","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3646549","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3646549","source":{"id":"https://openalex.org/S38703467","display_name":"ACM Transactions on Modeling and Computer Simulation","issn_l":"1049-3301","issn":["1049-3301","1558-1195"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Modeling and Computer Simulation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8219488318","display_name":null,"funder_award_id":"RIE2020","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G8806288737","display_name":null,"funder_award_id":"NRF2022R1F1A1066267","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320334747","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391897104.pdf","grobid_xml":"https://content.openalex.org/works/W4391897104.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1510052597","https://openalex.org/W1698608285","https://openalex.org/W1892940637","https://openalex.org/W2027697249","https://openalex.org/W2036274411","https://openalex.org/W2042168130","https://openalex.org/W2051434435","https://openalex.org/W2076922282","https://openalex.org/W2078341713","https://openalex.org/W2091518887","https://openalex.org/W2095562251","https://openalex.org/W2096452703","https://openalex.org/W2100542249","https://openalex.org/W2146879413","https://openalex.org/W2150550390","https://openalex.org/W2154877104","https://openalex.org/W2515012917","https://openalex.org/W2794361564","https://openalex.org/W2961614712","https://openalex.org/W3033874253","https://openalex.org/W3045004532","https://openalex.org/W3083090471","https://openalex.org/W3144094128","https://openalex.org/W3147403225","https://openalex.org/W3153378117","https://openalex.org/W3210269255","https://openalex.org/W4211116959","https://openalex.org/W4237509315","https://openalex.org/W4281942548","https://openalex.org/W4292983327"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W2157978810","https://openalex.org/W2597809628","https://openalex.org/W3046370962"],"abstract_inverted_index":{"Smart":[0],"manufacturing":[1,296],"utilizes":[2],"digital":[3,49,214],"twins":[4,19,50],"that":[5,168,232],"are":[6],"virtual":[7],"forms":[8],"of":[9,35,71,86,93,146,190,277,293],"their":[10],"production":[11],"plants":[12],"for":[13,61,65,208],"analyzing":[14],"and":[15,32,96,129,139,156,223,302],"optimizing":[16],"decisions.":[17],"Digital":[18],"have":[20,78],"been":[21,79],"mainly":[22],"developed":[23],"as":[24],"discrete-event":[25,72],"models":[26,85,237],"(DEMs)":[27],"to":[28,82,182,186,241,289,298],"represent":[29],"the":[30,38,47,69,111,133,144,147,150,153,157,170,183,188,200,204,213,219,249,264,300,304],"detailed":[31],"stochastic":[33],"dynamics":[34],"productions":[36],"in":[37,132],"plants.":[39],"The":[40,105,255,284],"optimum":[41,63,148,155],"decision":[42,54],"is":[43,59,107,124],"achieved":[44],"after":[45],"simulating":[46],"DEM-based":[48],"under":[51,192,306],"various":[52,307],"what-if":[53],"candidates;":[55],"thus,":[56],"simulation":[57,137,141,210,250,282],"acceleration":[58,70],"crucial":[60],"rapid":[62],"determination":[64],"given":[66],"problems.":[67],"For":[68,197],"simulations,":[73],"adaptive":[74,134],"abstraction-level":[75],"conversion":[76],"approaches":[77],"previously":[80],"proposed":[81,201,285],"switch":[83],"active":[84],"each":[87,198,259,269],"machine":[88,112],"group":[89],"between":[90,127,152],"a":[91,97,119,125,165,174,193,294],"set":[92],"DEM":[94],"components":[95],"corresponding":[98],"lookup":[99],"table-based":[100],"mean-delay":[101],"model":[102],"during":[103],"runtime.":[104],"switching":[106],"decided":[108],"by":[109,267],"detecting":[110],"group\u2019s":[113],"convergence":[114],"into":[115,218],"(or":[116],"divergence":[117],"from)":[118],"steady":[120],"state.":[121],"However,":[122],"there":[123],"tradeoff":[126,184],"speedup":[128,189,272],"accuracy":[130,195],"loss":[131],"abstraction":[135],"convertible":[136],"(AACS),":[138],"inaccurate":[140],"can":[142],"degrade":[143],"quality":[145],"(i.e.,":[149],"distance":[151],"calculated":[154],"actual":[158,281],"optimum).":[159],"In":[160],"this":[161],"article,":[162],"we":[163],"propose":[164,227],"simulation-based":[166],"optimization":[167,221],"optimizes":[169],"problem":[171],"based":[172],"on":[173],"genetic":[175],"algorithm":[176],"while":[177],"tuning":[178],"specific":[179],"hyperparameters":[180],"(related":[181],"control)":[185],"maximize":[187,248],"AACS":[191],"specified":[194],"constraint.":[196],"individual,":[199],"method":[202,231,256,286],"distributes":[203],"overall":[205],"computing":[206],"budget":[207],"multiple":[209,234],"runs":[211],"(considering":[212],"twin\u2019s":[215],"probabilistic":[216],"property)":[217],"hyperparameter":[220,245],"(HPO)":[222],"fitness":[224],"evaluation.":[225],"We":[226],"an":[228],"efficient":[229],"HPO":[230],"manages":[233],"Gaussian":[235],"process":[236],"(as":[238,263],"speedup-estimation":[239],"models)":[240],"acquire":[242],"promising":[243],"optimal":[244],"candidates":[246],"(that":[247],"speedups)":[251],"with":[252],"few":[253],"attempts.":[254],"also":[257],"reduces":[258],"individual\u2019s":[260],"exploration":[261,275],"overhead":[262],"population":[265],"evolves)":[266],"estimating":[268],"hyperparameter\u2019s":[270],"expected":[271],"using":[273],"previous":[274],"results":[276],"neighboring":[278],"individuals":[279],"without":[280],"executions.":[283],"was":[287],"applied":[288],"optimize":[290],"raw-material":[291],"releases":[292],"large-scale":[295],"system":[297],"prove":[299],"concept":[301],"evaluate":[303],"performance":[305],"situations.":[308]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}