{"id":"https://openalex.org/W4415159185","doi":"https://doi.org/10.23919/ecc65951.2025.11187137","title":"Leveraging human strategy in Bayesian optimization for industrial commissioning","display_name":"Leveraging human strategy in Bayesian optimization for industrial commissioning","publication_year":2025,"publication_date":"2025-06-24","ids":{"openalex":"https://openalex.org/W4415159185","doi":"https://doi.org/10.23919/ecc65951.2025.11187137"},"language":"en","primary_location":{"id":"doi:10.23919/ecc65951.2025.11187137","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc65951.2025.11187137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 European Control Conference (ECC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/01K7H5XPH1S1PHZ70Z43CNDRKB/file/01K7H6JSN0V5T1X5R46SSVKTAC.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071987438","display_name":"Andr\u00e1s Retzler","orcid":"https://orcid.org/0000-0001-8635-3146"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Andr\u00e1s Retzler","raw_affiliation_strings":["Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052"],"affiliations":[{"raw_affiliation_string":"Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058733585","display_name":"Tom Lefebvre","orcid":"https://orcid.org/0000-0003-4548-9623"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tom Lefebvre","raw_affiliation_strings":["Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052"],"affiliations":[{"raw_affiliation_string":"Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067813287","display_name":"Guillaume Crevecoeur","orcid":"https://orcid.org/0000-0001-7630-8579"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Guillaume Crevecoeur","raw_affiliation_strings":["Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052"],"affiliations":[{"raw_affiliation_string":"Systems and Metal Engineering, Ghent University,Dynamic Design Lab (D2LAB) of the Department of Electromechanical,Ghent,Belgium,B-9052","institution_ids":["https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071987438"],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40015904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1899","last_page":"1906"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9416000247001648,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9416000247001648,"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/context","display_name":"Context (archaeology)","score":0.6100999712944031},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.6000000238418579},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.5938000082969666},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5773000121116638},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.4690000116825104},{"id":"https://openalex.org/keywords/project-commissioning","display_name":"Project commissioning","score":0.43619999289512634},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4350999891757965},{"id":"https://openalex.org/keywords/tacit-knowledge","display_name":"Tacit knowledge","score":0.38440001010894775}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6179999709129333},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6100999712944031},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.6000000238418579},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.5938000082969666},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5773000121116638},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49129998683929443},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.4690000116825104},{"id":"https://openalex.org/C165347436","wikidata":"https://www.wikidata.org/wiki/Q1514547","display_name":"Project commissioning","level":3,"score":0.43619999289512634},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4350999891757965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43290001153945923},{"id":"https://openalex.org/C2779561248","wikidata":"https://www.wikidata.org/wiki/Q743861","display_name":"Tacit knowledge","level":2,"score":0.38440001010894775},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3772999942302704},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.33809998631477356},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3377000093460083},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.29499998688697815},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C34146451","wikidata":"https://www.wikidata.org/wiki/Q5048094","display_name":"Cascade","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C81074085","wikidata":"https://www.wikidata.org/wiki/Q366872","display_name":"Motion planning","level":3,"score":0.2623000144958496},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2549000084400177}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.23919/ecc65951.2025.11187137","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc65951.2025.11187137","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 European Control Conference (ECC)","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:01K7H5XPH1S1PHZ70Z43CNDRKB","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01K7H5XPH1S1PHZ70Z43CNDRKB","pdf_url":"https://biblio.ugent.be/publication/01K7H5XPH1S1PHZ70Z43CNDRKB/file/01K7H6JSN0V5T1X5R46SSVKTAC.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9783907144121","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:archive.ugent.be:01K7HFK68DKRY1DKQAKTWTEEKB","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01K7HFK68DKRY1DKQAKTWTEEKB","pdf_url":"https://biblio.ugent.be/publication/01K7HFK68DKRY1DKQAKTWTEEKB/file/01K7HGMYGVN07D716W3A2TC4BR.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Flanders Make Symposium 2024, Abstracts","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:01K7H5XPH1S1PHZ70Z43CNDRKB","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01K7H5XPH1S1PHZ70Z43CNDRKB","pdf_url":"https://biblio.ugent.be/publication/01K7H5XPH1S1PHZ70Z43CNDRKB/file/01K7H6JSN0V5T1X5R46SSVKTAC.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISBN: 9783907144121","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319799","display_name":"Flanders Make","ror":null},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415159185.pdf","grobid_xml":"https://content.openalex.org/works/W4415159185.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2192203593","https://openalex.org/W2579555219","https://openalex.org/W2732547613","https://openalex.org/W2904119718","https://openalex.org/W2930426397","https://openalex.org/W2998788451","https://openalex.org/W3027108183","https://openalex.org/W3174898265","https://openalex.org/W4295289831","https://openalex.org/W4307476004","https://openalex.org/W4323322581","https://openalex.org/W4323546132","https://openalex.org/W4362470141","https://openalex.org/W4385482671","https://openalex.org/W4386861059","https://openalex.org/W4387790232","https://openalex.org/W4388147587","https://openalex.org/W4398150797","https://openalex.org/W4400905549"],"related_works":[],"abstract_inverted_index":{"Commissioning":[0],"industrial":[1],"processes":[2],"is":[3,33,39],"often":[4,40,137],"tedious":[5],"and":[6,42,115,162],"difficult":[7],"because":[8],"certain":[9],"settings,":[10],"like":[11],"controller":[12,156],"parameters,":[13],"need":[14],"repeated":[15],"adjustment":[16],"to":[17,30,44],"reach":[18],"a":[19,102,118,127,154,158,163],"specific":[20],"goal.":[21],"Passing":[22],"knowledge":[23,38],"on":[24,101,132,150],"system":[25,161],"tuning":[26,48,84],"from":[27],"experienced":[28],"operators":[29],"junior":[31],"colleagues":[32],"also":[34],"challenging,":[35],"as":[36],"this":[37],"tacit":[41],"hard":[43],"formalize.We":[45],"approach":[46],"the":[47,60,66,69,72,78,96,108,133],"problem":[49],"with":[50,71],"Bayesian":[51],"optimization":[52],"(BO).":[53],"We":[54],"discuss":[55],"different":[56],"ways":[57],"of":[58,62,68,75,80,98,157],"combining":[59],"best":[61],"both":[63],"worlds,":[64],"i.e.,":[65],"insights":[67],"expert":[70,83,109],"goal-driven":[73],"exploration":[74],"BO.":[76],"With":[77],"goal":[79],"incorporating":[81],"recorded":[82],"sessions":[85],"into":[86,90,141],"BO,":[87],"we":[88,94,122],"delve":[89],"two":[91,151],"main":[92],"directions.First,":[93],"explore":[95],"effect":[97],"context":[99],"changes":[100],"Human":[103],"First-Computer":[104],"Last":[105],"approach,":[106],"where":[107],"conducts":[110],"an":[111],"initial":[112,124],"rough":[113],"tuning,":[114],"BO":[116,129],"performs":[117],"fine-tuning":[119],"afterward.":[120],"Second,":[121],"outline":[123],"steps":[125],"toward":[126],"subgoal-based":[128],"method,":[130],"based":[131],"observation":[134],"that":[135],"humans":[136],"divide":[138],"complex":[139],"tasks":[140],"multiple":[142],"subgoals":[143],"achieved":[144],"in":[145],"sequence.We":[146],"evaluate":[147],"these":[148],"methods":[149],"simulation":[152],"setups:":[153],"cascade":[155],"pusher-slider":[159],"robotic":[160],"projectile":[164],"trajectory":[165],"planning":[166],"problem.":[167]},"counts_by_year":[],"updated_date":"2026-04-16T15:07:20.185449","created_date":"2025-10-14T00:00:00"}
