{"id":"https://openalex.org/W4387369436","doi":"https://doi.org/10.1007/s40747-023-01243-9","title":"Dynamic multi-strategy integrated differential evolution algorithm based on reinforcement learning for optimization problems","display_name":"Dynamic multi-strategy integrated differential evolution algorithm based on reinforcement learning for optimization problems","publication_year":2023,"publication_date":"2023-10-05","ids":{"openalex":"https://openalex.org/W4387369436","doi":"https://doi.org/10.1007/s40747-023-01243-9"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-023-01243-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01243-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01243-9.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01243-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057479511","display_name":"Qingyong Yang","orcid":"https://orcid.org/0000-0002-3432-1019"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingyong Yang","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China"],"raw_orcid":"https://orcid.org/0000-0002-3432-1019","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105826134","display_name":"Shu\u2010Chuan Chu","orcid":"https://orcid.org/0000-0003-2117-0618"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu-Chuan Chu","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China"],"raw_orcid":"https://orcid.org/0000-0003-2117-0618","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019810689","display_name":"Jeng\u2010Shyang Pan","orcid":"https://orcid.org/0000-0002-3128-9025"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN","TW"],"is_corresponding":false,"raw_author_name":"Jeng-Shyang Pan","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China","Department of Information Management, Chaoyang University of Technology, Taichung, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-3128-9025","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Department of Information Management, Chaoyang University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054686089","display_name":"Jyh\u2010Horng Chou","orcid":"https://orcid.org/0000-0001-8096-0586"},"institutions":[{"id":"https://openalex.org/I152743029","display_name":"Kaohsiung Medical University","ror":"https://ror.org/03gk81f96","country_code":"TW","type":"education","lineage":["https://openalex.org/I152743029"]},{"id":"https://openalex.org/I4210121532","display_name":"Ministry of Health and Welfare","ror":"https://ror.org/024w0ge69","country_code":"TW","type":"government","lineage":["https://openalex.org/I4210121532","https://openalex.org/I4405257903"]},{"id":"https://openalex.org/I4880106","display_name":"Feng Chia University","ror":"https://ror.org/05vhczg54","country_code":"TW","type":"education","lineage":["https://openalex.org/I4880106"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jyh-Horng Chou","raw_affiliation_strings":["Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, Kaohsiung, 807, Taiwan","Department of Mechanical and Computer-Aided Engineering, Feng-Chia University, Taichung, 407, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-8096-0586","affiliations":[{"raw_affiliation_string":"Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, Kaohsiung, 807, Taiwan","institution_ids":["https://openalex.org/I152743029","https://openalex.org/I4210121532"]},{"raw_affiliation_string":"Department of Mechanical and Computer-Aided Engineering, Feng-Chia University, Taichung, 407, Taiwan","institution_ids":["https://openalex.org/I4880106"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036511259","display_name":"Junzo Watada","orcid":"https://orcid.org/0000-0002-3322-2086"},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Junzo Watada","raw_affiliation_strings":["Graduate School of Information, Production and Systems, Waseda University, Kitakyushu, 808-0135, Japan"],"raw_orcid":"https://orcid.org/0000-0002-3322-2086","affiliations":[{"raw_affiliation_string":"Graduate School of Information, Production and Systems, Waseda University, Kitakyushu, 808-0135, Japan","institution_ids":["https://openalex.org/I150744194"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057479511"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.8745,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88590902,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":"2","first_page":"1845","last_page":"1877"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9980999827384949,"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":0.9947999715805054,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7106345891952515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6564681529998779},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.6548453569412231},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.6542361974716187},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.6332866549491882},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5885658264160156},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5853441953659058},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4506606161594391},{"id":"https://openalex.org/keywords/cma-es","display_name":"CMA-ES","score":0.42009350657463074},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4186669886112213},{"id":"https://openalex.org/keywords/evolution-strategy","display_name":"Evolution strategy","score":0.37327682971954346},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3288549780845642},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.32602810859680176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29854169487953186},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1674111783504486}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7106345891952515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6564681529998779},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6548453569412231},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.6542361974716187},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.6332866549491882},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5885658264160156},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5853441953659058},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4506606161594391},{"id":"https://openalex.org/C205555498","wikidata":"https://www.wikidata.org/wiki/Q505588","display_name":"CMA-ES","level":4,"score":0.42009350657463074},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4186669886112213},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.37327682971954346},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3288549780845642},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.32602810859680176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29854169487953186},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1674111783504486},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-023-01243-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01243-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01243-9.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4e48b32ab3d54ea78536314554829b60","is_oa":true,"landing_page_url":"https://doaj.org/article/4e48b32ab3d54ea78536314554829b60","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 2, Pp 1845-1877 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-023-01243-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-01243-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-01243-9.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387369436.pdf"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W28524336","https://openalex.org/W1595159159","https://openalex.org/W1608919060","https://openalex.org/W1923378012","https://openalex.org/W1977357978","https://openalex.org/W2003890325","https://openalex.org/W2024092628","https://openalex.org/W2024518622","https://openalex.org/W2028031385","https://openalex.org/W2052367557","https://openalex.org/W2061438946","https://openalex.org/W2064731037","https://openalex.org/W2078324766","https://openalex.org/W2091638274","https://openalex.org/W2096673585","https://openalex.org/W2097571405","https://openalex.org/W2102343719","https://openalex.org/W2107726111","https://openalex.org/W2110250181","https://openalex.org/W2117250519","https://openalex.org/W2123682012","https://openalex.org/W2125332715","https://openalex.org/W2134154181","https://openalex.org/W2137340504","https://openalex.org/W2143055330","https://openalex.org/W2144051602","https://openalex.org/W2144317842","https://openalex.org/W2147271386","https://openalex.org/W2152195021","https://openalex.org/W2155529731","https://openalex.org/W2156194072","https://openalex.org/W2162145193","https://openalex.org/W2220913511","https://openalex.org/W2404399993","https://openalex.org/W2419262046","https://openalex.org/W2582324877","https://openalex.org/W2591182809","https://openalex.org/W2743385767","https://openalex.org/W2790874116","https://openalex.org/W2910087204","https://openalex.org/W2963060851","https://openalex.org/W2967561222","https://openalex.org/W2974232099","https://openalex.org/W2980533836","https://openalex.org/W3001229932","https://openalex.org/W3012988996","https://openalex.org/W3021541375","https://openalex.org/W3027341029","https://openalex.org/W3086427656","https://openalex.org/W3099098707","https://openalex.org/W3113095334","https://openalex.org/W3127133437","https://openalex.org/W3132393199","https://openalex.org/W3158694080","https://openalex.org/W3159417211","https://openalex.org/W3168684685","https://openalex.org/W3173619368","https://openalex.org/W3179344078","https://openalex.org/W3197909921","https://openalex.org/W3203480234","https://openalex.org/W3209378991","https://openalex.org/W3211390666","https://openalex.org/W4200446623","https://openalex.org/W4210714644","https://openalex.org/W4220969273","https://openalex.org/W4225397910","https://openalex.org/W4283012435","https://openalex.org/W4285207377","https://openalex.org/W4292083457","https://openalex.org/W4296335812","https://openalex.org/W4312720137","https://openalex.org/W4323338927"],"related_works":["https://openalex.org/W8431176","https://openalex.org/W4206833511","https://openalex.org/W2956183930","https://openalex.org/W2055683077","https://openalex.org/W2475446362","https://openalex.org/W2474606508","https://openalex.org/W2091794924","https://openalex.org/W3164877122","https://openalex.org/W2074031847","https://openalex.org/W3175300201"],"abstract_inverted_index":{"Abstract":[0],"The":[1,168],"introduction":[2],"of":[3,35,46,120,138,147],"a":[4,52],"multi-population":[5],"structure":[6],"in":[7,28,43,66,129,181],"differential":[8,56],"evolution":[9,57],"(DE)":[10],"algorithm":[11,22,58,174],"has":[12,175],"been":[13],"proven":[14],"to":[15,20,82,102,108,134,143],"be":[16],"an":[17,97],"effective":[18],"way":[19],"achieve":[21],"adaptation":[23],"and":[24,124,159,161,178],"multi-strategy":[25,54],"integration.":[26],"However,":[27],"existing":[29],"studies,":[30],"the":[31,78,83,91,106,130,136,139,145,148,172],"mutation":[32,79],"strategy":[33,80,101],"selection":[34],"each":[36,73],"subpopulation":[37,74],"during":[38],"execution":[39],"is":[40,64],"fixed,":[41],"resulting":[42],"poor":[44],"self-adaptation":[45],"subpopulations.":[47],"To":[48],"solve":[49],"this":[50,67,94,115,151],"problem,":[51],"dynamic":[53,99],"integrated":[55],"based":[59],"on":[60,90],"reinforcement":[61,71],"learning":[62,127],"(RLDMDE)":[63],"proposed":[65],"paper.":[68],"By":[69],"employing":[70],"learning,":[72],"can":[75],"adaptively":[76],"select":[77],"according":[81],"current":[84],"environmental":[85],"state":[86],"(population":[87],"diversity).":[88],"Based":[89],"population":[92,107,131],"state,":[93],"paper":[95,116,152],"proposes":[96],"individual":[98,111],"migration":[100],"\u201creward\u201d":[103],"or":[104],"\u201cpunish\u201d":[105],"avoid":[109],"wasting":[110],"computing":[112],"resources.":[113],"Furthermore,":[114],"applies":[117],"two":[118,154],"methods":[119],"good":[121,176],"point":[122],"set":[123],"random":[125],"opposition-based":[126],"(ROBL)":[128],"initialization":[132],"stage":[133],"improve":[135],"quality":[137],"initial":[140],"solutions.":[141],"Finally,":[142],"evaluate":[144],"performance":[146,177],"RLDMDE":[149,173],"algorithm,":[150],"selects":[153],"benchmark":[155],"function":[156],"sets,":[157],"CEC2013":[158],"CEC2017,":[160],"six":[162],"engineering":[163],"design":[164],"problems":[165],"for":[166],"testing.":[167],"results":[169],"demonstrate":[170],"that":[171],"strong":[179],"competitiveness":[180],"solving":[182],"optimization":[183],"problems.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
