{"id":"https://openalex.org/W4395070930","doi":"https://doi.org/10.1007/s10462-024-10747-w","title":"A review of nature-inspired algorithms on single-objective optimization problems from 2019 to 2023","display_name":"A review of nature-inspired algorithms on single-objective optimization problems from 2019 to 2023","publication_year":2024,"publication_date":"2024-04-24","ids":{"openalex":"https://openalex.org/W4395070930","doi":"https://doi.org/10.1007/s10462-024-10747-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-10747-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10747-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10747-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","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/s10462-024-10747-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060840134","display_name":"Rekha Rani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rekha Rani","raw_affiliation_strings":["Department of Mathematics, Amity School of Applied Sciences, Amity University Haryana, Gurugram, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Amity School of Applied Sciences, Amity University Haryana, Gurugram, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052187157","display_name":"Sarika Jain","orcid":"https://orcid.org/0000-0002-4752-339X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sarika Jain","raw_affiliation_strings":["Department of Mathematics, Amity School of Applied Sciences, Amity University Haryana, Gurugram, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Amity School of Applied Sciences, Amity University Haryana, Gurugram, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054194585","display_name":"Harish Garg","orcid":"https://orcid.org/0000-0001-9099-8422"},"institutions":[{"id":"https://openalex.org/I162030827","display_name":"Thapar Institute of Engineering & Technology","ror":"https://ror.org/00wdq3744","country_code":"IN","type":"education","lineage":["https://openalex.org/I162030827"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Harish Garg","raw_affiliation_strings":["Department of Mathematics, Thapar Institute of Engineering and Technology (Deemed University), Patiala, Punjab, 147004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Thapar Institute of Engineering and Technology (Deemed University), Patiala, Punjab, 147004, India","institution_ids":["https://openalex.org/I162030827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5052187157","https://openalex.org/A5054194585"],"corresponding_institution_ids":["https://openalex.org/I162030827"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":8.3433,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.98004661,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"57","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9987000226974487,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9670000076293945,"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/computer-science","display_name":"Computer science","score":0.7180508375167847},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.5265569686889648},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3951777219772339},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3534325957298279},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35202839970588684},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32614338397979736},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11787751317024231}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7180508375167847},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.5265569686889648},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3951777219772339},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3534325957298279},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35202839970588684},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32614338397979736},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11787751317024231}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-10747-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10747-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10747-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-10747-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10747-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10747-w.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4395070930.pdf"},"referenced_works_count":111,"referenced_works":["https://openalex.org/W2022076275","https://openalex.org/W2111644456","https://openalex.org/W2114725328","https://openalex.org/W2790662215","https://openalex.org/W2889545660","https://openalex.org/W2890447671","https://openalex.org/W2902421512","https://openalex.org/W2914717758","https://openalex.org/W2915435825","https://openalex.org/W2919979744","https://openalex.org/W2921893399","https://openalex.org/W2931821931","https://openalex.org/W2944829093","https://openalex.org/W2946867748","https://openalex.org/W2954876896","https://openalex.org/W2962182762","https://openalex.org/W2964939994","https://openalex.org/W2965819804","https://openalex.org/W2972093761","https://openalex.org/W2972872998","https://openalex.org/W2973125877","https://openalex.org/W2980570898","https://openalex.org/W2982453621","https://openalex.org/W2985845430","https://openalex.org/W2986266941","https://openalex.org/W2986622075","https://openalex.org/W2987040968","https://openalex.org/W2989466526","https://openalex.org/W2996097017","https://openalex.org/W2997104773","https://openalex.org/W2998553334","https://openalex.org/W3007040893","https://openalex.org/W3009947049","https://openalex.org/W3011104345","https://openalex.org/W3012087746","https://openalex.org/W3014815639","https://openalex.org/W3022139725","https://openalex.org/W3029517552","https://openalex.org/W3033139834","https://openalex.org/W3035067597","https://openalex.org/W3038102268","https://openalex.org/W3042555985","https://openalex.org/W3043211958","https://openalex.org/W3045554909","https://openalex.org/W3046463181","https://openalex.org/W3048003244","https://openalex.org/W3080373249","https://openalex.org/W3081739105","https://openalex.org/W3082974932","https://openalex.org/W3090396243","https://openalex.org/W3093516577","https://openalex.org/W3094509709","https://openalex.org/W3098281028","https://openalex.org/W3098395929","https://openalex.org/W3114279822","https://openalex.org/W3114640095","https://openalex.org/W3119051141","https://openalex.org/W3119493330","https://openalex.org/W3121029761","https://openalex.org/W3127432888","https://openalex.org/W3131207985","https://openalex.org/W3134651880","https://openalex.org/W3135148245","https://openalex.org/W3136278905","https://openalex.org/W3138044505","https://openalex.org/W3139484821","https://openalex.org/W3148816453","https://openalex.org/W3157376848","https://openalex.org/W3160964102","https://openalex.org/W3163903840","https://openalex.org/W3164252737","https://openalex.org/W3166618232","https://openalex.org/W3173455696","https://openalex.org/W3173905877","https://openalex.org/W3177260667","https://openalex.org/W3184813331","https://openalex.org/W3185076117","https://openalex.org/W3188854349","https://openalex.org/W3189033801","https://openalex.org/W3199288670","https://openalex.org/W3202850745","https://openalex.org/W3205104533","https://openalex.org/W3212797097","https://openalex.org/W3215102838","https://openalex.org/W4205765055","https://openalex.org/W4206918024","https://openalex.org/W4212785882","https://openalex.org/W4225620753","https://openalex.org/W4283696246","https://openalex.org/W4285186567","https://openalex.org/W4285492978","https://openalex.org/W4294025663","https://openalex.org/W4308157882","https://openalex.org/W4309185062","https://openalex.org/W4311632513","https://openalex.org/W4311724236","https://openalex.org/W4327732331","https://openalex.org/W4367663379","https://openalex.org/W4379209503","https://openalex.org/W4382119971","https://openalex.org/W4384821286","https://openalex.org/W4385949167","https://openalex.org/W4386275648","https://openalex.org/W4386933640","https://openalex.org/W4386997170","https://openalex.org/W4387424085","https://openalex.org/W4387950318","https://openalex.org/W4388441187","https://openalex.org/W4388570957","https://openalex.org/W4390121071","https://openalex.org/W4391551784"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Abstract":[0],"The":[1,66],"field":[2],"of":[3,12,22,135,142,176],"nature":[4],"inspired":[5],"algorithm":[6,25],"(NIA)":[7],"is":[8,36,73],"a":[9,40,79,136,143,147,210],"vital":[10],"area":[11],"research":[13,54,198],"that":[14,27,156],"consistently":[15],"aids":[16],"in":[17,33,75,89,92,208],"solving":[18,62],"optimization":[19,64,97,113],"problems.":[20,65],"One":[21],"the":[23,50,58,96,115,120,124,127,130,133,140,167,177,185,203],"metaheuristic":[24],"classifications":[26],"has":[28],"drawn":[29],"attention":[30],"from":[31],"researchers":[32],"recent":[34],"decades":[35],"NIA.":[37,216],"It":[38],"makes":[39],"significant":[41],"contribution":[42],"by":[43],"addressing":[44],"numerous":[45],"large-scale":[46],"problems":[47,179],"and":[48,71,139,150,162,170,188,205],"achieving":[49],"best":[51,168],"results.":[52],"This":[53],"aims":[55],"to":[56,94,101,195],"identify":[57],"optimal":[59,171],"NIA":[60,67],"for":[61,173],"single-objective":[63,112],"discovered":[68],"between":[69],"2019":[70],"2023":[72],"presented":[74],"this":[76,90,103,200],"study":[77,91,149],"with":[78],"brief":[80],"description.":[81],"About":[82],"83":[83],"distinct":[84],"NIAs":[85],"have":[86,106,154],"been":[87],"studied":[88],"order":[93,100],"address":[95],"issues.":[98],"In":[99,193],"accomplish":[102],"goal,":[104],"we":[105,153],"taken":[107],"into":[108],"consideration":[109],"eight":[110,175],"real-world":[111],"problems:":[114],"3-bar":[116],"truss":[117],"design":[118,134,141],"problem,":[119],"rolling":[121],"element":[122],"bearing,":[123],"pressure":[125],"vessel,":[126],"cantilever":[128],"beam,":[129,132,138],"I":[131],"welded":[137],"spring.":[144],"Based":[145],"on":[146,184,214],"comparative":[148],"bibliographic":[151],"analysis,":[152],"determined":[155],"two":[157],"algorithms\u2014the":[158],"flow":[159],"direction":[160],"algorithm,":[161],"prairie":[163],"dog":[164],"optimization\u2014give":[165],"us":[166],"results":[169],"solutions":[172],"all":[174],"engineering":[178],"listed.":[180],"Lastly,":[181],"some":[182],"perspectives":[183],"limitations,":[186],"difficulties,":[187],"future":[189,197],"course":[190],"are":[191],"provided.":[192],"addition":[194],"providing":[196,209],"guidelines,":[199],"will":[201],"assist":[202],"novice":[204],"emerging":[206],"researcher":[207],"more":[211],"comprehensive":[212],"perspective":[213],"advanced":[215]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}