{"id":"https://openalex.org/W3045306759","doi":"https://doi.org/10.1007/s11047-020-09799-y","title":"Benchmarking the performance of genetic algorithms on constrained dynamic problems","display_name":"Benchmarking the performance of genetic algorithms on constrained dynamic problems","publication_year":2020,"publication_date":"2020-07-22","ids":{"openalex":"https://openalex.org/W3045306759","doi":"https://doi.org/10.1007/s11047-020-09799-y","mag":"3045306759"},"language":"en","primary_location":{"id":"doi:10.1007/s11047-020-09799-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-020-09799-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-020-09799-y.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"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":"Natural Computing","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/s11047-020-09799-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009853286","display_name":"Przemyslaw Grudniewski","orcid":"https://orcid.org/0000-0003-0635-3125"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"P. A. Grudniewski","raw_affiliation_strings":["Fluid Structure Interactions Group, University of Southampton, Southampton, SO16 7QF, England, UK","Fluid Structure Interactions Group, University of Southampton, Southampton, England, UK"],"raw_orcid":"https://orcid.org/0000-0003-0635-3125","affiliations":[{"raw_affiliation_string":"Fluid Structure Interactions Group, University of Southampton, Southampton, SO16 7QF, England, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Fluid Structure Interactions Group, University of Southampton, Southampton, England, UK","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039702362","display_name":"A.J. Sobey","orcid":"https://orcid.org/0000-0001-6880-8338"},"institutions":[{"id":"https://openalex.org/I125680101","display_name":"Turing Institute","ror":"https://ror.org/02x2mw849","country_code":"GB","type":"facility","lineage":["https://openalex.org/I125680101"]},{"id":"https://openalex.org/I4210128584","display_name":"The Alan Turing Institute","ror":"https://ror.org/035dkdb55","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210128584"]},{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"A. J. Sobey","raw_affiliation_strings":["Fluid Structure Interactions Group, University of Southampton, Southampton, SO16 7QF, England, UK","Marine and Maritime Group, Data-Centric Engineering, The Alan Turing Institute, The British Library, London, NW1 2DB, England, UK","Fluid Structure Interactions Group, University of Southampton, Southampton, England, UK","Marine and Maritime Group, Data-Centric Engineering, The Alan Turing Institute, The British Library, London, England, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fluid Structure Interactions Group, University of Southampton, Southampton, SO16 7QF, England, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Marine and Maritime Group, Data-Centric Engineering, The Alan Turing Institute, The British Library, London, NW1 2DB, England, UK","institution_ids":["https://openalex.org/I125680101","https://openalex.org/I4210128584"]},{"raw_affiliation_string":"Fluid Structure Interactions Group, University of Southampton, Southampton, England, UK","institution_ids":["https://openalex.org/I43439940"]},{"raw_affiliation_string":"Marine and Maritime Group, Data-Centric Engineering, The Alan Turing Institute, The British Library, London, England, UK","institution_ids":["https://openalex.org/I125680101","https://openalex.org/I4210128584"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009853286"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":0.3805,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67074229,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"21","issue":"1","first_page":"109","last_page":"125"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998999834060669,"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":0.9998999834060669,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987999796867371,"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"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9975000023841858,"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/benchmarking","display_name":"Benchmarking","score":0.8469441533088684},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7355260848999023},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.6623615026473999},{"id":"https://openalex.org/keywords/theory-of-computation","display_name":"Theory of computation","score":0.5751103162765503},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5616785883903503},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5536273717880249},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5532217025756836},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5390519499778748},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5269575715065002},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4920179545879364},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42741259932518005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2547902464866638},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1704995036125183},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07039955258369446}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8469441533088684},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7355260848999023},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6623615026473999},{"id":"https://openalex.org/C24858836","wikidata":"https://www.wikidata.org/wiki/Q844718","display_name":"Theory of computation","level":2,"score":0.5751103162765503},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5616785883903503},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5536273717880249},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5532217025756836},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5390519499778748},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5269575715065002},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4920179545879364},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42741259932518005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2547902464866638},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1704995036125183},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07039955258369446},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11047-020-09799-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-020-09799-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-020-09799-y.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"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":"Natural Computing","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:439161","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s11047-020-09799-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11047-020-09799-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11047-020-09799-y.pdf","source":{"id":"https://openalex.org/S149828480","display_name":"Natural Computing","issn_l":"1567-7818","issn":["1567-7818","1572-9796"],"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":"Natural Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310833","display_name":"Lloyd's Register Foundation","ror":"https://ror.org/057q4mw47"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3045306759.pdf","grobid_xml":"https://content.openalex.org/works/W3045306759.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1496765098","https://openalex.org/W1574490530","https://openalex.org/W1972319095","https://openalex.org/W2023343291","https://openalex.org/W2044709125","https://openalex.org/W2050914643","https://openalex.org/W2062518669","https://openalex.org/W2084072817","https://openalex.org/W2112912151","https://openalex.org/W2126105956","https://openalex.org/W2136562297","https://openalex.org/W2137130066","https://openalex.org/W2142844925","https://openalex.org/W2143381319","https://openalex.org/W2143843104","https://openalex.org/W2147573707","https://openalex.org/W2160958384","https://openalex.org/W2283268937","https://openalex.org/W2283815454","https://openalex.org/W2338523150","https://openalex.org/W2343489328","https://openalex.org/W2344331011","https://openalex.org/W2432516117","https://openalex.org/W2575277697","https://openalex.org/W2766224505","https://openalex.org/W2871387675","https://openalex.org/W2892246828"],"related_works":["https://openalex.org/W2031031889","https://openalex.org/W2902120280","https://openalex.org/W2355310035","https://openalex.org/W2002784428","https://openalex.org/W2356755049","https://openalex.org/W223119275","https://openalex.org/W2353889708","https://openalex.org/W1545005363","https://openalex.org/W1992832251","https://openalex.org/W2358667161"],"abstract_inverted_index":{"Abstract":[0],"The":[1,132,175],"growing":[2],"interest":[3],"in":[4,143],"dynamic":[5,79,106,110,199,213],"optimisation":[6],"has":[7],"accelerated":[8],"the":[9,49,52,58,75,120,127,146,152,166,170,185],"development":[10],"of":[11,28,33,44,51,78,155,169],"genetic":[12,92,111],"algorithms":[13,93,112],"with":[14,68,83,202],"specific":[15,200],"mechanisms":[16,25],"for":[17,197],"these":[18,23,96,156],"problems.":[19,148],"To":[20,89],"ensure":[21,48],"that":[22,135,192],"developed":[24],"are":[26,63,113,137],"capable":[27],"solving":[29],"a":[30,41,195],"wide":[31],"range":[32,77],"practical":[34],"problems":[35,67,80,214],"it":[36,206],"is":[37,81,151,159,180,184,190,194,207],"important":[38,164,209],"to":[39,47,65,104,145,161,210],"have":[40],"diverse":[42],"set":[43],"benchmarking":[45,61],"functions":[46],"selection":[50],"most":[53],"appropriate":[54],"Genetic":[55],"Algorithm.":[56],"However,":[57],"currently":[59,128],"available":[60],"sets":[62],"limited":[64],"unconstrained":[66,105,130],"predominantly":[69],"continuous":[70],"characteristics.":[71],"In":[72],"this":[73,101],"paper,":[74],"existing":[76,129],"extended":[82],"15":[84],"novel":[85],"constrained":[86,97],"multi-objective":[87],"functions.":[88],"determine":[90],"how":[91,100],"perform":[94],"on":[95,119,212],"problems,":[98,157],"and":[99,172,182],"behaviour":[102],"relates":[103],"optimisation,":[107,142],"6":[108],"top-performing":[109],"compared":[114],"alongside":[115],"4":[116],"re-initialization":[117],"strategies":[118],"proposed":[121],"test":[122],"set,":[123],"as":[124,126,205],"well":[125],"cases.":[131],"results":[133],"show":[134],"there":[136,193],"no":[138],"differences":[139],"between":[140],"constrained/unconstrained":[141],"contrast":[144],"static":[147],"Therefore,":[149],"dynamicity":[150],"prevalent":[153],"characteristic":[154],"which":[158],"shown":[160],"be":[162],"more":[163,198,208],"than":[165,215],"discontinuous":[167],"nature":[168],"search":[171],"objective":[173],"spaces.":[174],"best":[176,186],"performing":[177],"algorithm":[178],"overall":[179],"MOEA/D,":[181],"VP":[183],"re-initialisation":[187],"strategy.":[188],"It":[189],"demonstrated":[191],"need":[196],"methodologies":[201],"high":[203],"convergence,":[204],"performance":[211],"diversity.":[216]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}
