{"id":"https://openalex.org/W4285185913","doi":"https://doi.org/10.1109/tevc.2022.3180590","title":"Robust Optimization Over Time by Estimating Robustness of Promising Regions","display_name":"Robust Optimization Over Time by Estimating Robustness of Promising Regions","publication_year":2022,"publication_date":"2022-06-07","ids":{"openalex":"https://openalex.org/W4285185913","doi":"https://doi.org/10.1109/tevc.2022.3180590"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2022.3180590","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3180590","pdf_url":"https://ieeexplore.ieee.org/ielx7/4235/9789506/09789515.pdf","source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/4235/9789506/09789515.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044801385","display_name":"Danial Yazdani","orcid":"https://orcid.org/0000-0002-7799-5013"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["AU","CN","GB"],"is_corresponding":false,"raw_author_name":"Danial Yazdani","raw_affiliation_strings":["Department of Computer Science, University of Sheffield, Sheffield, U.K","Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-7799-5013","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017987185","display_name":"D. Yazdani","orcid":"https://orcid.org/0000-0003-2151-0547"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["AU","GB"],"is_corresponding":false,"raw_author_name":"Donya Yazdani","raw_affiliation_strings":["Department of Computer Science, University of Sheffield, Sheffield, U.K","Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2151-0547","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109451045","display_name":"J\u00fcrgen Branke","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Branke","raw_affiliation_strings":["Operational Research and Management Sciences Group, Warwick Business School, University of Warwick, Coventry, U.K"],"raw_orcid":"https://orcid.org/0000-0002-4343-5878","affiliations":[{"raw_affiliation_string":"Operational Research and Management Sciences Group, Warwick Business School, University of Warwick, Coventry, U.K","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034356207","display_name":"Mohammad Nabi Omidvar","orcid":"https://orcid.org/0000-0003-1944-4624"},"institutions":[{"id":"https://openalex.org/I130828816","display_name":"University of Leeds","ror":"https://ror.org/024mrxd33","country_code":"GB","type":"education","lineage":["https://openalex.org/I130828816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammad Nabi Omidvar","raw_affiliation_strings":["School of Computing and Leeds University Business School, University of Leeds, Leeds, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Leeds University Business School, University of Leeds, Leeds, U.K","institution_ids":["https://openalex.org/I130828816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039341855","display_name":"Amir H. Gandomi","orcid":"https://orcid.org/0000-0002-2798-0104"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Amir Hossein Gandomi","raw_affiliation_strings":["Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2798-0104","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Information Technology, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100635494","display_name":"Xin Yao","orcid":"https://orcid.org/0000-0001-8837-4442"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Xin Yao","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Research Institute of Trustworthy Autonomous Systems and Guangdong Provincial Key Laboratory of Brain inspired Intelligent Computation, Shenzhen, China","School of Computer Science, Birmingham, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-8837-4442","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Research Institute of Trustworthy Autonomous Systems and Guangdong Provincial Key Laboratory of Brain inspired Intelligent Computation, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"School of Computer Science, Birmingham, United Kingdom","institution_ids":["https://openalex.org/I79619799"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3618,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.90067632,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"27","issue":"3","first_page":"657","last_page":"670"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994999766349792,"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":0.9994999766349792,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9993000030517578,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.9037380218505859},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6976718902587891},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6621396541595459},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5242317318916321},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5050936341285706},{"id":"https://openalex.org/keywords/robust-optimization","display_name":"Robust optimization","score":0.47839605808258057},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.47108614444732666},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15993326902389526},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15762853622436523}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.9037380218505859},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6976718902587891},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6621396541595459},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5242317318916321},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5050936341285706},{"id":"https://openalex.org/C193254401","wikidata":"https://www.wikidata.org/wiki/Q2160088","display_name":"Robust optimization","level":2,"score":0.47839605808258057},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.47108614444732666},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15993326902389526},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15762853622436523},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tevc.2022.3180590","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3180590","pdf_url":"https://ieeexplore.ieee.org/ielx7/4235/9789506/09789515.pdf","source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},{"id":"pmh:oai:eprints.whiterose.ac.uk:187349","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"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:10.1109/tevc.2022.3180590","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tevc.2022.3180590","pdf_url":"https://ieeexplore.ieee.org/ielx7/4235/9789506/09789515.pdf","source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2364360978","display_name":null,"funder_award_id":"KQTD2016112514355531","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"}],"funders":[{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285185913.pdf","grobid_xml":"https://content.openalex.org/works/W4285185913.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W130071847","https://openalex.org/W185184210","https://openalex.org/W761297306","https://openalex.org/W1499946327","https://openalex.org/W1551339134","https://openalex.org/W1764243974","https://openalex.org/W1875348914","https://openalex.org/W1984154047","https://openalex.org/W2017283218","https://openalex.org/W2025044382","https://openalex.org/W2035188927","https://openalex.org/W2064453600","https://openalex.org/W2074825805","https://openalex.org/W2082310572","https://openalex.org/W2094197972","https://openalex.org/W2115350182","https://openalex.org/W2118616578","https://openalex.org/W2137130066","https://openalex.org/W2143503407","https://openalex.org/W2148458253","https://openalex.org/W2156194072","https://openalex.org/W2160958384","https://openalex.org/W2167006056","https://openalex.org/W2167894932","https://openalex.org/W2521158244","https://openalex.org/W2573212983","https://openalex.org/W2588443700","https://openalex.org/W2603328463","https://openalex.org/W2805590776","https://openalex.org/W2886135323","https://openalex.org/W2902372731","https://openalex.org/W2919775045","https://openalex.org/W2928408182","https://openalex.org/W2961614712","https://openalex.org/W2975989328","https://openalex.org/W3007119908","https://openalex.org/W3015700307","https://openalex.org/W3027940533","https://openalex.org/W3049469446","https://openalex.org/W3113211526","https://openalex.org/W3129214046","https://openalex.org/W4235880014","https://openalex.org/W6607522100","https://openalex.org/W6639466658","https://openalex.org/W6646737798","https://openalex.org/W6684774734","https://openalex.org/W6757116372","https://openalex.org/W6788019224"],"related_works":["https://openalex.org/W3005017983","https://openalex.org/W2002696586","https://openalex.org/W2205708137","https://openalex.org/W2793423758","https://openalex.org/W3182145356","https://openalex.org/W3212504317","https://openalex.org/W3149055374","https://openalex.org/W2053131036","https://openalex.org/W2216231335","https://openalex.org/W1988872022"],"abstract_inverted_index":{"Many":[0],"real-world":[1],"optimization":[2,10,17],"problems":[3,18,69],"are":[4,27],"dynamic.":[5],"The":[6],"field":[7],"of":[8,23,37,44,61,85,166,194],"robust":[9],"over":[11,137,198],"time":[12,138],"(ROOT)":[13],"deals":[14],"with":[15,155],"dynamic":[16],"in":[19,70],"which":[20,127],"frequent":[21,59],"changes":[22,60],"the":[24,34,39,42,45,54,62,66,73,82,92,100,114,118,123,134,167,192,195],"deployed":[25,40,63],"solution":[26],"undesirable.":[28],"This":[29],"can":[30],"be":[31],"due":[32],"to":[33,48,77,96,104,177],"high":[35],"cost":[36],"switching":[38],"solutions,":[41,52],"limitation":[43],"needed":[46],"resources":[47],"deploy":[49],"such":[50],"new":[51],"and/or":[53],"system":[55],"being":[56],"intolerant":[57],"towards":[58],"solution.":[64],"In":[65,91,146],"considered":[67],"ROOT":[68,151],"this":[71,147],"article,":[72],"main":[74],"goal":[75],"is":[76,153],"find":[78],"solutions":[79,106],"that":[80,163],"maximize":[81],"average":[83],"number":[84],"environments":[86],"where":[87],"they":[88],"remain":[89],"acceptable.":[90],"state-of-the-art":[93,200],"methods":[94,120],"developed":[95],"tackle":[97],"these":[98],"problems,":[99],"decision":[101],"makers/metrics":[102],"used":[103],"select":[105],"for":[107,132],"deployment":[108],"mostly":[109],"make":[110],"simplifying":[111],"assumptions":[112],"about":[113],"problem":[115],"instances.":[116],"Besides,":[117],"current":[119],"all":[121],"use":[122],"population":[124],"control":[125],"components":[126],"have":[128],"been":[129],"originally":[130],"designed":[131],"tracking":[133],"global":[135],"optimum":[136],"without":[139],"taking":[140,181],"any":[141],"robustness":[142,160,165],"considerations":[143],"into":[144,186],"account.":[145,187],"paper,":[148],"a":[149,159,171],"multi-population":[150],"method":[152,197],"proposed":[154,196],"two":[156],"novel":[157],"components:":[158],"estimation":[161],"component":[162,176],"estimates":[164],"promising":[168],"regions,":[169],"and":[170],"dual-mode":[172],"computational":[173],"resource":[174],"allocation":[175],"manage":[178],"sub-populations":[179],"by":[180],"several":[182],"factors,":[183],"including":[184],"robustness,":[185],"Our":[188],"experimental":[189],"results":[190],"demonstrate":[191],"superiority":[193],"other":[199],"approaches.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
