{"id":"https://openalex.org/W4310211214","doi":"https://doi.org/10.3390/a15120446","title":"Batch Acquisition for Parallel Bayesian Optimization\u2014Application to Hydro-Energy Storage Systems Scheduling","display_name":"Batch Acquisition for Parallel Bayesian Optimization\u2014Application to Hydro-Energy Storage Systems Scheduling","publication_year":2022,"publication_date":"2022-11-26","ids":{"openalex":"https://openalex.org/W4310211214","doi":"https://doi.org/10.3390/a15120446"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15120446","pdf_url":"https://www.mdpi.com/1999-4893/15/12/446/pdf?version=1669795946","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/15/12/446/pdf?version=1669795946","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017188444","display_name":"Maxime Gobert","orcid":"https://orcid.org/0000-0003-4925-4995"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]},{"id":"https://openalex.org/I4210138412","display_name":"Centre de recherche Inria Lille - Nord Europe","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]}],"countries":["BE","FR"],"is_corresponding":true,"raw_author_name":"Maxime Gobert","raw_affiliation_strings":["BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France","Mathematics and Operational Research, University of Mons, 7000 Mons, Belgium"],"affiliations":[{"raw_affiliation_string":"Mathematics and Operational Research, University of Mons, 7000 Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]},{"raw_affiliation_string":"BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I4210138412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076242888","display_name":"Jan Gmys","orcid":"https://orcid.org/0000-0001-9635-4396"},"institutions":[{"id":"https://openalex.org/I4210138412","display_name":"Centre de recherche Inria Lille - Nord Europe","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jan Gmys","raw_affiliation_strings":["BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France"],"affiliations":[{"raw_affiliation_string":"BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I4210138412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037525387","display_name":"Jean\u2010Fran\u00e7ois Toubeau","orcid":"https://orcid.org/0000-0001-9853-2694"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jean-Fran\u00e7ois Toubeau","raw_affiliation_strings":["Power Systems and Markets Research, University of Mons, 7000 Mons, Belgium"],"affiliations":[{"raw_affiliation_string":"Power Systems and Markets Research, University of Mons, 7000 Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112866837","display_name":"Nouredine Melab","orcid":null},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210138412","display_name":"Centre de recherche Inria Lille - Nord Europe","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nouredine Melab","raw_affiliation_strings":["BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France","CNRS/CRIStAL, University of Lille, 59600 Lille, France"],"affiliations":[{"raw_affiliation_string":"CNRS/CRIStAL, University of Lille, 59600 Lille, France","institution_ids":["https://openalex.org/I2279609970","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"BONUS Team, Inria Lille-Nord Europe, 59600 Villeneuve d'Ascq, France","institution_ids":["https://openalex.org/I4210138412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075398977","display_name":"Daniel Tuyttens","orcid":"https://orcid.org/0000-0002-2567-1324"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Daniel Tuyttens","raw_affiliation_strings":["Mathematics and Operational Research, University of Mons, 7000 Mons, Belgium"],"affiliations":[{"raw_affiliation_string":"Mathematics and Operational Research, University of Mons, 7000 Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048669676","display_name":"Fran\u00e7ois Vall\u00e9e","orcid":"https://orcid.org/0000-0002-2409-2128"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois Vall\u00e9e","raw_affiliation_strings":["Power Systems and Markets Research, University of Mons, 7000 Mons, Belgium"],"affiliations":[{"raw_affiliation_string":"Power Systems and Markets Research, University of Mons, 7000 Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017188444"],"corresponding_institution_ids":["https://openalex.org/I130929987","https://openalex.org/I4210138412"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515,"provenance":"doaj"},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515,"provenance":"doaj"},"fwci":0.51,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":4,"citation_normalized_percentile":{"value":0.365656,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":81,"max":83},"biblio":{"volume":"15","issue":"12","first_page":"446","last_page":"446"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10424","display_name":"Electricity Market Operation and Optimization","score":0.9974,"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/T10424","display_name":"Electricity Market Operation and Optimization","score":0.9974,"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/T10603","display_name":"Demand Response in Smart Grids","score":0.9965,"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/T10848","display_name":"Multiobjective Optimization in Evolutionary Algorithms","score":0.9955,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/batch-processing","display_name":"Batch processing","score":0.6329276},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.568015},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5538135},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian Optimization","score":0.547309},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-Objective Optimization","score":0.527241},{"id":"https://openalex.org/keywords/stochastic-optimization","display_name":"Stochastic Optimization","score":0.521881},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle Swarm Optimization","score":0.520775}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7813536},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.64503866},{"id":"https://openalex.org/C172658912","wikidata":"https://www.wikidata.org/wiki/Q661613","display_name":"Batch processing","level":2,"score":0.6329276},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.6254323},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.568015},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5538135},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.52762574},{"id":"https://openalex.org/C111873713","wikidata":"https://www.wikidata.org/wiki/Q1641413","display_name":"Job scheduler","level":3,"score":0.51303303},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43093744},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.41386577},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24785405},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.24633291},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11187115},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.085053355},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15120446","pdf_url":"https://www.mdpi.com/1999-4893/15/12/446/pdf?version=1669795946","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":true,"landing_page_url":"https://hal.science/hal-03930078","pdf_url":"https://hal.science/hal-03930078/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://doaj.org/article/a0b29462f05a49ddb7270a9485027b4a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":true,"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":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hal.science/hal-03930078/file/Batch%20Acquisition%20for%20Parallel%20Bayesian%20Optimization%E2%80%94%250AApplication%20to%20Hydro-%20Energy%20Storage%20Systems%20Scheduling.pdf","pdf_url":"https://hal.science/hal-03930078/file/Batch%20Acquisition%20for%20Parallel%20Bayesian%20Optimization%E2%80%94%250AApplication%20to%20Hydro-%20Energy%20Storage%20Systems%20Scheduling.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":["Centre National de la Recherche Scientifique"],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15120446","pdf_url":"https://www.mdpi.com/1999-4893/15/12/446/pdf?version=1669795946","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.88}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":36,"referenced_works":["https://openalex.org/W135104305","https://openalex.org/W1510052597","https://openalex.org/W1979115862","https://openalex.org/W1982898157","https://openalex.org/W2021496431","https://openalex.org/W2054127922","https://openalex.org/W2061144551","https://openalex.org/W2069689526","https://openalex.org/W2078310740","https://openalex.org/W2114516216","https://openalex.org/W2133158943","https://openalex.org/W2156798471","https://openalex.org/W2192203593","https://openalex.org/W2255232509","https://openalex.org/W2324608609","https://openalex.org/W2332048260","https://openalex.org/W2334174145","https://openalex.org/W2345057725","https://openalex.org/W2479664526","https://openalex.org/W2485514315","https://openalex.org/W2505710690","https://openalex.org/W2571211585","https://openalex.org/W2643343783","https://openalex.org/W2782560197","https://openalex.org/W2804987245","https://openalex.org/W2959770057","https://openalex.org/W2962811362","https://openalex.org/W2971624833","https://openalex.org/W3033261315","https://openalex.org/W3103364054","https://openalex.org/W3113331478","https://openalex.org/W3117257551","https://openalex.org/W3164436820","https://openalex.org/W4211049957","https://openalex.org/W4293550011","https://openalex.org/W4301237263"],"related_works":["https://openalex.org/W4323366554","https://openalex.org/W4294619368","https://openalex.org/W4286970057","https://openalex.org/W4233965824","https://openalex.org/W3199199693","https://openalex.org/W3118984993","https://openalex.org/W3028852288","https://openalex.org/W2967237190","https://openalex.org/W2607442583","https://openalex.org/W2144336328"],"abstract_inverted_index":{"Bayesian":[0],"Optimization":[1],"(BO)":[2],"with":[3,142],"Gaussian":[4],"process":[5],"regression":[6],"is":[7,56,161],"a":[8,43,136,156,162],"popular":[9],"framework":[10],"for":[11,48,53,86,152],"the":[12,19,35,40,67,76,108,143,153,171],"optimization":[13],"of":[14,22,42,70,78,83,111,123,158,170,174],"time-consuming":[15],"cost":[16],"functions.":[17,120],"However,":[18],"joint":[20],"exploitation":[21],"BO":[23,99,129],"and":[24,117,168,178],"parallel":[25,98,128],"processing":[26],"capabilities":[27],"remains":[28],"challenging,":[29],"despite":[30],"intense":[31],"research":[32,183],"efforts":[33],"over":[34],"last":[36],"decade.":[37],"In":[38],"particular,":[39],"choice":[41],"suitable":[44],"batch-acquisition":[45,104],"process,":[46],"responsible":[47],"selecting":[49],"promising":[50],"candidate":[51],"solutions":[52,134],"batch-parallel":[54],"evaluation,":[55],"crucial.":[57],"Even":[58],"though":[59],"some":[60],"general":[61],"recommendations":[62],"can":[63],"be":[64],"found":[65],"in":[66,81,135],"literature,":[68],"many":[69],"its":[71],"hyperparameters":[72],"remain":[73],"problem-specific.":[74],"Moreover,":[75],"limitations":[77],"existing":[79],"approaches":[80],"terms":[82],"scalability,":[84],"especially":[85],"moderately":[87],"expensive":[88],"objective":[89],"functions,":[90],"are":[91],"barely":[92],"discussed.":[93],"This":[94],"work":[95],"investigates":[96],"five":[97],"algorithms":[100,130],"based":[101],"on":[102],"different":[103],"processes,":[105],"applied":[106],"to":[107,132,140],"optimal":[109],"scheduling":[110],"Underground":[112],"Pumped":[113],"Hydro-Energy":[114],"Storage":[115],"stations":[116],"classical":[118],"benchmark":[119],"Efficient":[121],"management":[122],"such":[124],"energy-storage":[125],"units":[126],"requires":[127],"able":[131],"find":[133],"very":[137],"restricted":[138],"time":[139],"comply":[141],"responsive":[144],"energy":[145],"markets.":[146],"Our":[147],"experimental":[148],"results":[149],"show":[150],"that":[151],"considered":[154],"methods,":[155],"batch":[157],"four":[159],"candidates":[160],"good":[163],"trade-off":[164],"between":[165],"execution":[166],"speed":[167],"relevance":[169],"candidates.":[172],"Analysis":[173],"each":[175],"method\u2019s":[176],"strengths":[177],"weaknesses":[179],"indicates":[180],"possible":[181],"future":[182],"directions.":[184]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4310211214","counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2024-11-26T20:42:20.280021","created_date":"2022-11-30"}
