{"id":"https://openalex.org/W4387544560","doi":"https://doi.org/10.28991/hij-2023-04-02-014","title":"An Improved Differential Evolution Algorithm for Numerical Optimization Problems","display_name":"An Improved Differential Evolution Algorithm for Numerical Optimization Problems","publication_year":2023,"publication_date":"2023-06-01","ids":{"openalex":"https://openalex.org/W4387544560","doi":"https://doi.org/10.28991/hij-2023-04-02-014"},"language":"en","primary_location":{"id":"doi:10.28991/hij-2023-04-02-014","doi":"https://doi.org/10.28991/hij-2023-04-02-014","is_oa":true,"landing_page_url":"https://doi.org/10.28991/hij-2023-04-02-014","pdf_url":"https://hightechjournal.org/index.php/HIJ/article/download/442/129","source":{"id":"https://openalex.org/S4210194387","display_name":"HighTech and Innovation Journal","issn_l":"2723-9535","issn":["2723-9535"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HighTech and Innovation Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://hightechjournal.org/index.php/HIJ/article/download/442/129","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072545157","display_name":"Irfan Farda","orcid":"https://orcid.org/0000-0003-4950-3859","observed_orcids":["https://orcid.org/0000-0003-4950-3859"]},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Irfan Farda","raw_affiliation_strings":["Computational Intelligence Laboratory, School of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok 10520,"],"raw_orcid":"https://orcid.org/0000-0003-4950-3859","affiliations":[{"raw_affiliation_string":"Computational Intelligence Laboratory, School of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok 10520,","institution_ids":["https://openalex.org/I91538806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013367751","display_name":"Arit Thammano","orcid":"https://orcid.org/0000-0002-4317-7370","observed_orcids":["https://orcid.org/0000-0002-4317-7370"]},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Arit Thammano","raw_affiliation_strings":["Computational Intelligence Laboratory, School of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok 10520,"],"raw_orcid":"https://orcid.org/0000-0002-4317-7370","affiliations":[{"raw_affiliation_string":"Computational Intelligence Laboratory, School of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok 10520,","institution_ids":["https://openalex.org/I91538806"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91538806"],"apc_list":{"value":485,"currency":"EUR","value_usd":523},"apc_paid":{"value":485,"currency":"EUR","value_usd":523},"fwci":0.8415,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.72112348,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"4","issue":"2","first_page":"434","last_page":"452"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":1.0,"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":1.0,"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/T11946","display_name":"Antenna Design and Optimization","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10963","display_name":"Advanced Optimization Algorithms Research","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2612","display_name":"Numerical Analysis"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-evolution","display_name":"differential evolution","score":0.9810000061988831},{"id":"https://openalex.org/keywords/self-adaptive-mutation","display_name":"self-adaptive mutation","score":0.7850000262260437},{"id":"https://openalex.org/keywords/population-diversity","display_name":"population diversity","score":0.781000018119812},{"id":"https://openalex.org/keywords/local-optima-avoidance","display_name":"local optima avoidance","score":0.7730000019073486},{"id":"https://openalex.org/keywords/exploration-exploitation-trade-off","display_name":"exploration-exploitation balance","score":0.7879999876022339},{"id":"https://openalex.org/keywords/selection-strategies","display_name":"selection strategies","score":0.7049999833106995},{"id":"https://openalex.org/keywords/convergence-rate","display_name":"convergence rate","score":0.6790000200271606},{"id":"https://openalex.org/keywords/global-optimization","display_name":"global optimization","score":0.7850000262260437},{"id":"https://openalex.org/keywords/benchmark-functions","display_name":"benchmark functions","score":0.7269999980926514}],"concepts":[{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.7921861410140991},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6882063150405884},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6846988201141357},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.6022801995277405},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.540554404258728},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5302160382270813},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5196462869644165},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4637127220630646},{"id":"https://openalex.org/C192122231","wikidata":"https://www.wikidata.org/wiki/Q4680754","display_name":"Adaptive mutation","level":3,"score":0.4239002466201782},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29910820722579956},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.2423173487186432},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.28991/hij-2023-04-02-014","doi":"https://doi.org/10.28991/hij-2023-04-02-014","is_oa":true,"landing_page_url":"https://doi.org/10.28991/hij-2023-04-02-014","pdf_url":"https://hightechjournal.org/index.php/HIJ/article/download/442/129","source":{"id":"https://openalex.org/S4210194387","display_name":"HighTech and Innovation Journal","issn_l":"2723-9535","issn":["2723-9535"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HighTech and Innovation Journal","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b29bb307d921409db83dec44bab61d2e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b29bb307d921409db83dec44bab61d2e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"HighTech and Innovation Journal, Vol 4, Iss 2, Pp 434-452 (2023)","raw_type":"article"},{"id":"doi:10.60692/155c8-e3139","doi":"https://doi.org/10.60692/155c8-e3139","is_oa":true,"landing_page_url":"https://doi.org/10.60692/155c8-e3139","pdf_url":null,"source":{"id":"https://openalex.org/S7407051682","display_name":"Greater South Information System","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.60692/8071y-r8260","doi":"https://doi.org/10.60692/8071y-r8260","is_oa":true,"landing_page_url":"https://doi.org/10.60692/8071y-r8260","pdf_url":null,"source":{"id":"https://openalex.org/S7407051682","display_name":"Greater South Information System","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.28991/hij-2023-04-02-014","doi":"https://doi.org/10.28991/hij-2023-04-02-014","is_oa":true,"landing_page_url":"https://doi.org/10.28991/hij-2023-04-02-014","pdf_url":"https://hightechjournal.org/index.php/HIJ/article/download/442/129","source":{"id":"https://openalex.org/S4210194387","display_name":"HighTech and Innovation Journal","issn_l":"2723-9535","issn":["2723-9535"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"HighTech and Innovation Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324172","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387544560.pdf","grobid_xml":"https://content.openalex.org/works/W4387544560.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W125070839","https://openalex.org/W1497256448","https://openalex.org/W1530490667","https://openalex.org/W1595159159","https://openalex.org/W2123682012","https://openalex.org/W2137340504","https://openalex.org/W2143560894","https://openalex.org/W2152195021","https://openalex.org/W2155529731","https://openalex.org/W2617787198","https://openalex.org/W2925099289","https://openalex.org/W3006746595","https://openalex.org/W3007317032","https://openalex.org/W3009972305","https://openalex.org/W3014218442","https://openalex.org/W3024725167","https://openalex.org/W3118408813","https://openalex.org/W3162105028","https://openalex.org/W3200955720","https://openalex.org/W3209155750","https://openalex.org/W3212078755","https://openalex.org/W4211082065","https://openalex.org/W4220938289","https://openalex.org/W4221091942","https://openalex.org/W4226146169","https://openalex.org/W4229005129","https://openalex.org/W4230527540","https://openalex.org/W4289528564","https://openalex.org/W4295412713"],"related_works":["https://openalex.org/W3097304373","https://openalex.org/W2394193520","https://openalex.org/W2546804429","https://openalex.org/W2972114441","https://openalex.org/W3118408813","https://openalex.org/W2000466135","https://openalex.org/W7161414139","https://openalex.org/W2921207653","https://openalex.org/W2182555685","https://openalex.org/W2366315190"],"abstract_inverted_index":{"The":[0,156],"differential":[1,61],"evolution":[2],"algorithm":[3,100,119,163,189],"has":[4,20],"gained":[5],"popularity":[6],"for":[7],"solving":[8],"complex":[9],"optimization":[10],"problems":[11],"because":[12],"of":[13,34,40,83,98,107,143,152,173,201],"its":[14],"simplicity":[15],"and":[16,37,79,95,116,183,218,229],"efficiency.":[17],"However,":[18],"it":[19,125],"several":[21],"drawbacks,":[22,51],"such":[23],"as":[24],"a":[25,64,70,87,129],"slow":[26],"convergence":[27,78,181],"rate,":[28],"high":[29],"sensitivity":[30],"to":[31,48,76,136,148,176,192],"the":[32,38,59,81,84,93,99,108,113,118,134,150,153,161,168,174,178,187,194],"values":[33],"control":[35],"parameters,":[36],"ease":[39],"getting":[41],"trapped":[42],"in":[43,171],"local":[44,122,138],"optima.":[45,139],"In":[46,185],"order":[47],"overcome":[49],"these":[50],"this":[52,111],"paper":[53],"integrates":[54],"three":[55],"novel":[56],"strategies":[57],"into":[58],"original":[60,169],"evolution.":[62],"First,":[63],"population":[65],"improvement":[66],"strategy":[67,91,132],"based":[68],"on":[69,198],"multi-level":[71],"sampling":[72],"mechanism":[73],"is":[74,190],"used":[75,147],"accelerate":[77],"increase":[80],"diversity":[82],"population.":[85],"Second,":[86],"new":[88,130],"self-adaptive":[89],"mutation":[90,109],"balances":[92],"exploration":[94],"exploitation":[96],"abilities":[97],"by":[101],"dynamically":[102],"determining":[103],"an":[104],"appropriate":[105],"value":[106],"parameters;":[110],"improves":[112],"search":[114,135],"ability":[115,175],"helps":[117],"escape":[120],"from":[121],"optima":[123],"when":[124],"gets":[126],"stuck.":[127],"Third,":[128],"selection":[131],"guides":[133],"avoid":[137],"Twelve":[140],"benchmark":[141,203],"functions":[142],"different":[144],"characteristics":[145],"are":[146],"validate":[149],"performance":[151],"proposed":[154,162,188],"algorithm.":[155],"experimental":[157],"results":[158],"show":[159],"that":[160],"performs":[164],"significantly":[165],"better":[166],"than":[167],"DE":[170],"terms":[172],"locate":[177],"global":[179,195],"optimum,":[180],"speed,":[182],"scalability.":[184],"addition,":[186],"able":[191],"find":[193],"optimal":[196],"solutions":[197],"8":[199],"out":[200],"12":[202],"functions,":[204,231],"while":[205],"7":[206],"other":[207],"well-established":[208],"metaheuristic":[209],"algorithms,":[210],"namely":[211],"NBOLDE,":[212],"ODE,":[213],"DE,":[214],"SaDE,":[215],"JADE,":[216],"PSO,":[217],"GA,":[219],"can":[220],"obtain":[221],"only":[222],"6,":[223],"2,":[224],"1,":[225,226,227,228],"1":[230],"respectively.":[232],"Doi:":[233],"10.28991/HIJ-2023-04-02-014":[234],"Full":[235],"Text:":[236],"PDF":[237]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-10-12T00:00:00"}
