{"id":"https://openalex.org/W4283746863","doi":"https://doi.org/10.1007/s10878-022-00879-6","title":"Estimation of distribution algorithms using Gaussian Bayesian networks to solve industrial optimization problems constrained by environment variables","display_name":"Estimation of distribution algorithms using Gaussian Bayesian networks to solve industrial optimization problems constrained by environment variables","publication_year":2022,"publication_date":"2022-07-01","ids":{"openalex":"https://openalex.org/W4283746863","doi":"https://doi.org/10.1007/s10878-022-00879-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10878-022-00879-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10878-022-00879-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10878-022-00879-6.pdf","source":{"id":"https://openalex.org/S107925523","display_name":"Journal of Combinatorial Optimization","issn_l":"1382-6905","issn":["1382-6905","1573-2886"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Combinatorial Optimization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10878-022-00879-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072097648","display_name":"Vicente P. Soloviev","orcid":"https://orcid.org/0000-0003-0050-0235"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Vicente P. Soloviev","raw_affiliation_strings":["Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0050-0235","affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049812833","display_name":"Pedro Larra\u00f1aga","orcid":"https://orcid.org/0000-0003-0652-9872"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro Larra\u00f1aga","raw_affiliation_strings":["Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010920098","display_name":"Concha Bielza","orcid":"https://orcid.org/0000-0001-7109-2668"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Concha Bielza","raw_affiliation_strings":["Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Intelligence Group, Universidad Polit\u00e9cnica de Madrid, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5072097648"],"corresponding_institution_ids":["https://openalex.org/I88060688"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.7542,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.73879213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"44","issue":"2","first_page":"1077","last_page":"1098"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9966999888420105,"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":0.9966999888420105,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12535","display_name":"Machine Learning and Data Classification","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/estimation-of-distribution-algorithm","display_name":"Estimation of distribution algorithm","score":0.6782106161117554},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5931817293167114},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5925450325012207},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5859891772270203},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5740690231323242},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.4911949336528778},{"id":"https://openalex.org/keywords/theory-of-computation","display_name":"Theory of computation","score":0.47905194759368896},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4402121603488922},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.422894686460495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3487844169139862},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21146148443222046}],"concepts":[{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.6782106161117554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5931817293167114},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5925450325012207},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5859891772270203},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5740690231323242},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.4911949336528778},{"id":"https://openalex.org/C24858836","wikidata":"https://www.wikidata.org/wiki/Q844718","display_name":"Theory of computation","level":2,"score":0.47905194759368896},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4402121603488922},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.422894686460495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3487844169139862},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21146148443222046},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum 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":3,"locations":[{"id":"doi:10.1007/s10878-022-00879-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10878-022-00879-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10878-022-00879-6.pdf","source":{"id":"https://openalex.org/S107925523","display_name":"Journal of Combinatorial Optimization","issn_l":"1382-6905","issn":["1382-6905","1573-2886"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Combinatorial Optimization","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:jcomop:v:44:y:2022:i:2:d:10.1007_s10878-022-00879-6","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10878-022-00879-6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:oa.upm.es:72471","is_oa":true,"landing_page_url":"https://oa.upm.es/72471/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196323","display_name":"UPM Digital Archive (Technical University of Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Combinatorial Optimization, ISSN 1573-2886, 2022-07, Vol. 44, No. 2","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s10878-022-00879-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10878-022-00879-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10878-022-00879-6.pdf","source":{"id":"https://openalex.org/S107925523","display_name":"Journal of Combinatorial Optimization","issn_l":"1382-6905","issn":["1382-6905","1573-2886"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Combinatorial Optimization","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2759315729","display_name":null,"funder_award_id":"PID2019-109247GB-I00","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G3690828678","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G7576437907","display_name":null,"funder_award_id":"RTC2019-006871-7","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G7998301703","display_name":null,"funder_award_id":"PRE2020-094828","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320309764","display_name":"Fundaci\u00f3n BBVA","ror":"https://ror.org/01jzs3b90"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320323113","display_name":"Banco Bilbao Vizcaya Argentaria","ror":"https://ror.org/0537dnd74"},{"id":"https://openalex.org/F4320327971","display_name":"Repsol","ror":"https://ror.org/028bzjj61"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283746863.pdf","grobid_xml":"https://content.openalex.org/works/W4283746863.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1534948419","https://openalex.org/W1574656525","https://openalex.org/W1692958259","https://openalex.org/W1968160919","https://openalex.org/W1981276685","https://openalex.org/W1993761285","https://openalex.org/W2013279402","https://openalex.org/W2062402078","https://openalex.org/W2065148320","https://openalex.org/W2129794603","https://openalex.org/W2152195021","https://openalex.org/W2330192890","https://openalex.org/W2414365832","https://openalex.org/W2562965664","https://openalex.org/W2593949166","https://openalex.org/W2807965381","https://openalex.org/W2884330953","https://openalex.org/W2913960250","https://openalex.org/W2997118655","https://openalex.org/W3034370627","https://openalex.org/W4246565613"],"related_works":["https://openalex.org/W2392913753","https://openalex.org/W2096498780","https://openalex.org/W1982259447","https://openalex.org/W1503012231","https://openalex.org/W2496664933","https://openalex.org/W3106461837","https://openalex.org/W2053360669","https://openalex.org/W3168182983","https://openalex.org/W4382203014","https://openalex.org/W2783383155"],"abstract_inverted_index":{"Abstract":[0],"Many":[1],"real-world":[2],"optimization":[3,64],"problems":[4],"involve":[5],"two":[6],"different":[7],"subsets":[8,41],"of":[9,42,52,62,77,106],"variables:":[10],"decision":[11],"variables,":[12],"and":[13,28,38],"those":[14],"variables":[15,43],"which":[16],"are":[17],"not":[18],"present":[19],"in":[20,81,110],"the":[21,26,78,88,91,104,107,111,115,125,130],"cost":[22,126],"function":[23,127],"but":[24],"constrain":[25],"solutions,":[27],"thus,":[29],"must":[30,44],"be":[31,45],"considered":[32],"during":[33,114],"optimization.":[34],"Thus,":[35],"dependencies":[36],"between":[37],"within":[39],"both":[40],"considered.":[46],"In":[47],"this":[48,60],"paper,":[49],"an":[50,74],"estimation":[51],"distribution":[53],"algorithm":[54,92,123],"(EDA)":[55],"is":[56,70,93],"implemented":[57],"to":[58,72,84,102],"solve":[59],"type":[61],"complex":[63],"problems.":[65],"A":[66],"Gaussian":[67],"Bayesian":[68],"network":[69],"used":[71],"build":[73],"abstraction":[75],"model":[76],"search":[79],"space":[80],"each":[82],"iteration":[83],"identify":[85],"patterns":[86],"among":[87],"variables.":[89],"As":[90],"initialized":[94],"from":[95],"data,":[96],"we":[97],"introduce":[98],"a":[99],"new":[100],"hyper-parameter":[101],"control":[103],"influence":[105],"initial":[108],"data":[109],"decisions":[112],"made":[113],"EDA":[116],"execution.":[117],"The":[118],"results":[119],"show":[120],"that":[121],"our":[122],"improves":[124],"more":[128],"than":[129],"expert":[131],"knowledge":[132],"does.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}