{"id":"https://openalex.org/W1998491558","doi":"https://doi.org/10.1057/jors.2013.24","title":"Selection hyper-heuristics in dynamic environments","display_name":"Selection hyper-heuristics in dynamic environments","publication_year":2013,"publication_date":"2013-02-27","ids":{"openalex":"https://openalex.org/W1998491558","doi":"https://doi.org/10.1057/jors.2013.24","mag":"1998491558"},"language":"en","primary_location":{"id":"doi:10.1057/jors.2013.24","doi":"https://doi.org/10.1057/jors.2013.24","is_oa":false,"landing_page_url":"https://doi.org/10.1057/jors.2013.24","pdf_url":null,"source":{"id":"https://openalex.org/S169988927","display_name":"Journal of the Operational Research Society","issn_l":"0160-5682","issn":["0160-5682","1476-9360"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Operational Research Society","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034287311","display_name":"Berna K\u0131raz","orcid":"https://orcid.org/0000-0002-8428-3217","observed_orcids":["https://orcid.org/0000-0002-8428-3217"]},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"B Kiraz","raw_affiliation_strings":["Institute of Science and Technology, Istanbul Technical University Istanbul Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Science and Technology, Istanbul Technical University Istanbul Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001432862","display_name":"A. \u015eima Uyar","orcid":"https://orcid.org/0000-0003-1440-3831","observed_orcids":["https://orcid.org/0000-0003-1440-3831"]},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"A \u015e Etaner-Uyar","raw_affiliation_strings":["Department of Computer EngineeringIstanbul Technical University Istanbul Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer EngineeringIstanbul Technical University Istanbul Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020026827","display_name":"Ender \u00d6zcan","orcid":"https://orcid.org/0000-0003-0276-1391","observed_orcids":["https://orcid.org/0000-0003-0276-1391"]},"institutions":[{"id":"https://openalex.org/I142263535","display_name":"University of Nottingham","ror":"https://ror.org/01ee9ar58","country_code":"GB","type":"education","lineage":["https://openalex.org/I142263535"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"E \u00d6zcan","raw_affiliation_strings":["University of Nottingham Nottingham UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Nottingham Nottingham UK","institution_ids":["https://openalex.org/I142263535"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001432862"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":4.7839,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.94587596,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"64","issue":"12","first_page":"1753","last_page":"1769"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9945999979972839,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9945999979972839,"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":0.0019000000320374966,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.000699999975040555,"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/selection-hyper-heuristics","display_name":"selection hyper-heuristics","score":0.9990000128746033},{"id":"https://openalex.org/keywords/dynamic-optimization","display_name":"dynamic optimization","score":0.9620000123977661},{"id":"https://openalex.org/keywords/moving-peaks-benchmark","display_name":"moving peaks benchmark","score":0.7879999876022339},{"id":"https://openalex.org/keywords/real-valued-optimization","display_name":"real-valued optimization","score":0.7269999980926514},{"id":"https://openalex.org/keywords/evolutionary-algorithms","display_name":"evolutionary algorithms","score":0.5090000033378601},{"id":"https://openalex.org/keywords/change-tracking","display_name":"change tracking","score":0.3889999985694885}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8221343159675598},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.674667239189148},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6522275805473328},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5421687960624695},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5358271598815918},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.4935373067855835},{"id":"https://openalex.org/C117270229","wikidata":"https://www.wikidata.org/wiki/Q5957539","display_name":"Hyper-heuristic","level":5,"score":0.44660526514053345},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4407334625720978},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4331863224506378},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4173855781555176},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4101290702819824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35944318771362305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35341447591781616},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14972040057182312},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1437024474143982},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"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/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1057/jors.2013.24","doi":"https://doi.org/10.1057/jors.2013.24","is_oa":false,"landing_page_url":"https://doi.org/10.1057/jors.2013.24","pdf_url":null,"source":{"id":"https://openalex.org/S169988927","display_name":"Journal of the Operational Research Society","issn_l":"0160-5682","issn":["0160-5682","1476-9360"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319703","host_organization_name":"Palgrave Macmillan","host_organization_lineage":["https://openalex.org/P4310319703","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Palgrave Macmillan","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the Operational Research Society","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:pal:jorsoc:v:64:y:2013:i:12:p:1753-1769","doi":null,"is_oa":false,"landing_page_url":"http://www.palgrave-journals.com/jors/journal/v64/n12/full/jors201324a.html","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,"listed_in":[],"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:polen.itu.edu.tr:11527/54782","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/54782","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1956160721","display_name":null,"funder_award_id":"EP/F033214/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G6414137052","display_name":null,"funder_award_id":"EP/H000968/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W30227017","https://openalex.org/W78763269","https://openalex.org/W322824379","https://openalex.org/W326774659","https://openalex.org/W1485301293","https://openalex.org/W1498124058","https://openalex.org/W1502620236","https://openalex.org/W1536647479","https://openalex.org/W1549353496","https://openalex.org/W1576660662","https://openalex.org/W1583024890","https://openalex.org/W1625417988","https://openalex.org/W1668207500","https://openalex.org/W1745341198","https://openalex.org/W1814515812","https://openalex.org/W1849813686","https://openalex.org/W1963988630","https://openalex.org/W1969577093","https://openalex.org/W1979873925","https://openalex.org/W1987220363","https://openalex.org/W2004631047","https://openalex.org/W2026566141","https://openalex.org/W2047422346","https://openalex.org/W2047845563","https://openalex.org/W2054984152","https://openalex.org/W2076059734","https://openalex.org/W2112036188","https://openalex.org/W2132340807","https://openalex.org/W2135474087","https://openalex.org/W2138537392","https://openalex.org/W2147585405","https://openalex.org/W2156106639","https://openalex.org/W2156416674","https://openalex.org/W2160958384","https://openalex.org/W2169209574","https://openalex.org/W2238166365","https://openalex.org/W3036035835","https://openalex.org/W4234835685","https://openalex.org/W4246060548","https://openalex.org/W4249571003","https://openalex.org/W4324106947"],"related_works":["https://openalex.org/W2795799780","https://openalex.org/W2007852054","https://openalex.org/W1559242934","https://openalex.org/W1558281882","https://openalex.org/W2139936966","https://openalex.org/W2049685376","https://openalex.org/W2113872448","https://openalex.org/W2110868135","https://openalex.org/W3008256675","https://openalex.org/W117105823"],"abstract_inverted_index":{"Current":[0],"state-of-the-art":[1],"methodologies":[2,47],"are":[3,14,33,43,78,98,167],"mostly":[4],"developed":[5],"for":[6,36],"stationary":[7],"optimization":[8,107,128,140],"problems.":[9,40],"However,":[10],"many":[11,99],"real-world":[12],"problems":[13,64],"dynamic":[15,38,82,139,183],"in":[16,163,182],"nature,":[17],"where":[18],"different":[19,66,159],"types":[20,160],"of":[21,54,63,73,102,112,119,123,161,169,177],"changes":[22,162],"may":[23],"occur":[24],"over":[25],"time.":[26],"Population-based":[27],"approaches,":[28],"such":[29],"as":[30,129,131,180],"evolutionary":[31],"algorithms,":[32],"frequently":[34],"used":[35],"solving":[37],"environment":[39,165],"Selection":[41],"hyper-heuristics":[42,77,104,125,152,179],"highly":[44],"adaptive":[45],"search":[46],"that":[48,149],"aim":[49],"to":[50,59,105,109,126,158],"raise":[51],"the":[52,71,90,110,120,134,164,175],"level":[53],"generality":[55],"by":[56,89],"providing":[57],"solutions":[58],"a":[60],"diverse":[61],"set":[62],"having":[65],"characteristics.":[67],"In":[68],"this":[69,115],"study,":[70],"performances":[72],"35":[74],"single-point-search-based":[75],"selection":[76,103,124,151,178],"investigated":[79],"on":[80],"continuous":[81],"environments":[83],"exhibiting":[84],"various":[85],"change":[86],"dynamics,":[87],"produced":[88],"Moving":[91],"Peaks":[92],"Benchmark":[93],"generator.":[94],"Even":[95],"though":[96],"there":[97],"successful":[100],"applications":[101,122],"discrete":[106],"problems,":[108],"best":[111],"our":[113],"knowledge,":[114],"study":[116,173],"is":[117],"one":[118],"initial":[121],"real-valued":[127],"well":[130],"being":[132],"among":[133],"very":[135],"few":[136],"which":[137],"address":[138],"issues":[141],"using":[142],"these":[143],"techniques.":[144],"The":[145],"empirical":[146],"results":[147],"indicate":[148],"learning":[150],"incorporating":[153],"compatible":[154],"components":[155],"can":[156],"react":[157],"and":[166],"capable":[168],"tracking":[170],"them.":[171],"This":[172],"shows":[174],"suitability":[176],"solvers":[181],"environments.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":4},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":3}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2016-06-24T00:00:00"}
