{"id":"https://openalex.org/W4415454739","doi":"https://doi.org/10.1007/s10462-025-11377-6","title":"Applications, classifications, and challenges: a comprehensive evaluation of recently developed metaheuristics for search and analysis","display_name":"Applications, classifications, and challenges: a comprehensive evaluation of recently developed metaheuristics for search and analysis","publication_year":2025,"publication_date":"2025-10-23","ids":{"openalex":"https://openalex.org/W4415454739","doi":"https://doi.org/10.1007/s10462-025-11377-6"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11377-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11377-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11377-6.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s10462-025-11377-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091279122","display_name":"Muhammad Suhail Shaikh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhammad Suhail Shaikh","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004462304","display_name":"Saurav Raj","orcid":"https://orcid.org/0000-0002-1875-3903"},"institutions":[{"id":"https://openalex.org/I38335241","display_name":"National Institute of Technology Raipur","ror":"https://ror.org/02y553197","country_code":"IN","type":"education","lineage":["https://openalex.org/I38335241"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saurav Raj","raw_affiliation_strings":["Department of Electrical Engineering, National Institute of Technology, Raipur, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Institute of Technology, Raipur, India","institution_ids":["https://openalex.org/I38335241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101562509","display_name":"Gengzhong Zheng","orcid":"https://orcid.org/0000-0002-5895-0418"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gengzhong Zheng","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101603210","display_name":"Senlin Xie","orcid":"https://orcid.org/0000-0003-0928-353X"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Senlin Xie","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115694925","display_name":"Chang Wang","orcid":"https://orcid.org/0009-0007-5274-9098"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Wang","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058727230","display_name":"Xiaoqing Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chang Wang","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101867481","display_name":"Yifan Lin","orcid":"https://orcid.org/0000-0002-8224-1435"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoqing Dong","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022142068","display_name":"Chunwu Wang","orcid":"https://orcid.org/0000-0002-5299-9034"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yifan Lin","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034238399","display_name":"Naveed Ur Rehman Junejo","orcid":"https://orcid.org/0000-0002-1947-5255"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chunwu Wang","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022142068","display_name":"Chunwu Wang","orcid":"https://orcid.org/0000-0002-5299-9034"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunwu Wang","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034238399","display_name":"Naveed Ur Rehman Junejo","orcid":"https://orcid.org/0000-0002-1947-5255"},"institutions":[{"id":"https://openalex.org/I4210165736","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210165736"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Naveed Ur Rehman Junejo","raw_affiliation_strings":["School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Physics and Electronic Engineering, Hanshan Normal University, Guangdong, 521000, China","institution_ids":["https://openalex.org/I4210165736"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5022142068","https://openalex.org/A5034238399","https://openalex.org/A5058727230","https://openalex.org/A5101867481"],"corresponding_institution_ids":["https://openalex.org/I4210165736"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":55.4262,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.99869316,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"58","issue":"12","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":0.9986000061035156,"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":0.9986000061035156,"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":0.9890000224113464,"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":0.98089998960495,"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/metaheuristic","display_name":"Metaheuristic","score":0.7179999947547913},{"id":"https://openalex.org/keywords/cognitive-reframing","display_name":"Cognitive reframing","score":0.482699990272522},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.4715999960899353},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4180000126361847},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.40549999475479126},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.382099986076355},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.37790000438690186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7839000225067139},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.7179999947547913},{"id":"https://openalex.org/C187029079","wikidata":"https://www.wikidata.org/wiki/Q958679","display_name":"Cognitive reframing","level":2,"score":0.482699990272522},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.4715999960899353},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.40549999475479126},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.382099986076355},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.37790000438690186},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.359499990940094},{"id":"https://openalex.org/C52692508","wikidata":"https://www.wikidata.org/wiki/Q1333872","display_name":"Combinatorial optimization","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35019999742507935},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3382999897003174},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3118000030517578},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.31150001287460327},{"id":"https://openalex.org/C125583679","wikidata":"https://www.wikidata.org/wiki/Q755673","display_name":"Search algorithm","level":2,"score":0.3010999858379364},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2653999924659729},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2648000121116638},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.25690001249313354}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11377-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11377-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11377-6.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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/s10462-025-11377-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11377-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11377-6.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320326686","display_name":"Hanshan Normal University","ror":"https://ror.org/05tqaz865"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415454739.pdf","grobid_xml":"https://content.openalex.org/works/W4415454739.grobid-xml"},"referenced_works_count":293,"referenced_works":["https://openalex.org/W16088600","https://openalex.org/W414544266","https://openalex.org/W883434633","https://openalex.org/W1522440472","https://openalex.org/W1523741643","https://openalex.org/W1543258308","https://openalex.org/W1576660662","https://openalex.org/W1579299488","https://openalex.org/W1595159159","https://openalex.org/W1606402766","https://openalex.org/W1906176972","https://openalex.org/W1910210263","https://openalex.org/W1967766138","https://openalex.org/W1968075052","https://openalex.org/W1969592360","https://openalex.org/W1970204203","https://openalex.org/W1971967548","https://openalex.org/W1975675278","https://openalex.org/W1976355338","https://openalex.org/W1976744965","https://openalex.org/W1982076016","https://openalex.org/W1984762043","https://openalex.org/W1990529622","https://openalex.org/W1993261786","https://openalex.org/W1993885071","https://openalex.org/W1999284878","https://openalex.org/W1999798506","https://openalex.org/W2001979953","https://openalex.org/W2005038754","https://openalex.org/W2007898191","https://openalex.org/W2019201005","https://openalex.org/W2019464137","https://openalex.org/W2024060531","https://openalex.org/W2025148441","https://openalex.org/W2031183907","https://openalex.org/W2032982318","https://openalex.org/W2033011996","https://openalex.org/W2036602540","https://openalex.org/W2039059460","https://openalex.org/W2043622489","https://openalex.org/W2044587647","https://openalex.org/W2047999790","https://openalex.org/W2056811412","https://openalex.org/W2059642340","https://openalex.org/W2061438946","https://openalex.org/W2062247970","https://openalex.org/W2069503973","https://openalex.org/W2072668705","https://openalex.org/W2072955302","https://openalex.org/W2077655735","https://openalex.org/W2079283960","https://openalex.org/W2084792706","https://openalex.org/W2091564852","https://openalex.org/W2093195672","https://openalex.org/W2096673585","https://openalex.org/W2103162689","https://openalex.org/W2105269030","https://openalex.org/W2106905228","https://openalex.org/W2106956101","https://openalex.org/W2107941094","https://openalex.org/W2118570024","https://openalex.org/W2120241974","https://openalex.org/W2122032069","https://openalex.org/W2122122715","https://openalex.org/W2125757417","https://openalex.org/W2126050191","https://openalex.org/W2126554879","https://openalex.org/W2136530483","https://openalex.org/W2136554306","https://openalex.org/W2137340504","https://openalex.org/W2142149154","https://openalex.org/W2143560894","https://openalex.org/W2143978378","https://openalex.org/W2146765482","https://openalex.org/W2151554678","https://openalex.org/W2168009894","https://openalex.org/W2168081761","https://openalex.org/W2169245194","https://openalex.org/W2169690625","https://openalex.org/W2191258242","https://openalex.org/W2218206653","https://openalex.org/W2232317135","https://openalex.org/W2237685256","https://openalex.org/W2244602389","https://openalex.org/W2290883490","https://openalex.org/W2306115793","https://openalex.org/W2425731582","https://openalex.org/W2516530272","https://openalex.org/W2517600007","https://openalex.org/W2517807958","https://openalex.org/W2541451878","https://openalex.org/W2550177187","https://openalex.org/W2571820952","https://openalex.org/W2606276573","https://openalex.org/W2607700698","https://openalex.org/W2611609101","https://openalex.org/W2734455136","https://openalex.org/W2738900493","https://openalex.org/W2745335589","https://openalex.org/W2752675875","https://openalex.org/W2770073247","https://openalex.org/W2772592482","https://openalex.org/W2773918105","https://openalex.org/W2774185825","https://openalex.org/W2790662215","https://openalex.org/W2799991731","https://openalex.org/W2801670578","https://openalex.org/W2802800902","https://openalex.org/W2807821935","https://openalex.org/W2810255841","https://openalex.org/W2810943382","https://openalex.org/W2883262966","https://openalex.org/W2884377042","https://openalex.org/W2888602283","https://openalex.org/W2892369032","https://openalex.org/W2897177582","https://openalex.org/W2906471976","https://openalex.org/W2909168904","https://openalex.org/W2914717758","https://openalex.org/W2919979744","https://openalex.org/W2922096023","https://openalex.org/W2922792316","https://openalex.org/W2930068053","https://openalex.org/W2945403926","https://openalex.org/W2945622591","https://openalex.org/W2962182762","https://openalex.org/W2963103847","https://openalex.org/W2969541686","https://openalex.org/W2972093761","https://openalex.org/W2976560662","https://openalex.org/W2982196448","https://openalex.org/W2982291081","https://openalex.org/W2990346675","https://openalex.org/W2991340219","https://openalex.org/W2993471286","https://openalex.org/W3002025363","https://openalex.org/W3003212905","https://openalex.org/W3005498194","https://openalex.org/W3006962907","https://openalex.org/W3007907254","https://openalex.org/W3009979760","https://openalex.org/W3011016572","https://openalex.org/W3011104345","https://openalex.org/W3012087746","https://openalex.org/W3014974411","https://openalex.org/W3020898019","https://openalex.org/W3025084046","https://openalex.org/W3029517552","https://openalex.org/W3036361249","https://openalex.org/W3080373249","https://openalex.org/W3082438278","https://openalex.org/W3082974932","https://openalex.org/W3083389769","https://openalex.org/W3088252777","https://openalex.org/W3088411081","https://openalex.org/W3090396243","https://openalex.org/W3096791954","https://openalex.org/W3099056196","https://openalex.org/W3100906401","https://openalex.org/W3100933494","https://openalex.org/W3101288326","https://openalex.org/W3104313545","https://openalex.org/W3111471029","https://openalex.org/W3114640095","https://openalex.org/W3117175330","https://openalex.org/W3119493330","https://openalex.org/W3127612551","https://openalex.org/W3128861855","https://openalex.org/W3128946898","https://openalex.org/W3131207985","https://openalex.org/W3134209850","https://openalex.org/W3134651880","https://openalex.org/W3139198113","https://openalex.org/W3147331290","https://openalex.org/W3160856016","https://openalex.org/W3160964102","https://openalex.org/W3163903840","https://openalex.org/W3164172623","https://openalex.org/W3169132474","https://openalex.org/W3169902780","https://openalex.org/W3173855760","https://openalex.org/W3175029775","https://openalex.org/W3177271429","https://openalex.org/W3178472022","https://openalex.org/W3188624100","https://openalex.org/W3194627252","https://openalex.org/W3196661916","https://openalex.org/W3197822206","https://openalex.org/W3200134775","https://openalex.org/W3200955720","https://openalex.org/W3205136130","https://openalex.org/W3206468654","https://openalex.org/W3210660901","https://openalex.org/W3211434935","https://openalex.org/W3211602915","https://openalex.org/W3212797097","https://openalex.org/W3216733725","https://openalex.org/W4205941364","https://openalex.org/W4206763573","https://openalex.org/W4211036921","https://openalex.org/W4212976137","https://openalex.org/W4212993228","https://openalex.org/W4213080281","https://openalex.org/W4223633975","https://openalex.org/W4224284168","https://openalex.org/W4224300633","https://openalex.org/W4225620753","https://openalex.org/W4231111334","https://openalex.org/W4244913371","https://openalex.org/W4246565613","https://openalex.org/W4246598646","https://openalex.org/W4252284432","https://openalex.org/W4255486187","https://openalex.org/W4283461979","https://openalex.org/W4285294500","https://openalex.org/W4288040592","https://openalex.org/W4290075440","https://openalex.org/W4292025434","https://openalex.org/W4293103949","https://openalex.org/W4298080217","https://openalex.org/W4303578926","https://openalex.org/W4307722364","https://openalex.org/W4308035980","https://openalex.org/W4308338016","https://openalex.org/W4309648563","https://openalex.org/W4310071134","https://openalex.org/W4311497161","https://openalex.org/W4312000417","https://openalex.org/W4312569207","https://openalex.org/W4313438607","https://openalex.org/W4318756633","https://openalex.org/W4319320343","https://openalex.org/W4319348228","https://openalex.org/W4323364464","https://openalex.org/W4360965443","https://openalex.org/W4361007844","https://openalex.org/W4362472552","https://openalex.org/W4362724099","https://openalex.org/W4367557724","https://openalex.org/W4376629727","https://openalex.org/W4377107306","https://openalex.org/W4378575239","https://openalex.org/W4379390484","https://openalex.org/W4379471574","https://openalex.org/W4379534373","https://openalex.org/W4379802588","https://openalex.org/W4380357775","https://openalex.org/W4380788384","https://openalex.org/W4381327809","https://openalex.org/W4381746071","https://openalex.org/W4383534846","https://openalex.org/W4383872314","https://openalex.org/W4384663720","https://openalex.org/W4384784717","https://openalex.org/W4385075196","https://openalex.org/W4385259378","https://openalex.org/W4385482386","https://openalex.org/W4385625638","https://openalex.org/W4385709228","https://openalex.org/W4385820046","https://openalex.org/W4386391043","https://openalex.org/W4386400636","https://openalex.org/W4386825098","https://openalex.org/W4387008675","https://openalex.org/W4387477687","https://openalex.org/W4387538218","https://openalex.org/W4387766312","https://openalex.org/W4387873343","https://openalex.org/W4389396452","https://openalex.org/W4389625242","https://openalex.org/W4391145932","https://openalex.org/W4391266734","https://openalex.org/W4391559529","https://openalex.org/W4391900868","https://openalex.org/W4392125619","https://openalex.org/W4392130001","https://openalex.org/W4394784801","https://openalex.org/W4394787046","https://openalex.org/W4394939116","https://openalex.org/W4396622158","https://openalex.org/W4396632272","https://openalex.org/W4396764002","https://openalex.org/W4398206787","https://openalex.org/W4398780590","https://openalex.org/W4400177864","https://openalex.org/W4402943190","https://openalex.org/W4404200954","https://openalex.org/W4404955228","https://openalex.org/W4405303904","https://openalex.org/W4405759923","https://openalex.org/W4406002696","https://openalex.org/W4410093088","https://openalex.org/W4415383754"],"related_works":[],"abstract_inverted_index":{"Metaheuristic":[0],"algorithms":[1,26,106,229],"(MAs)":[2],"are":[3,98,118,143],"powerful":[4],"tools":[5],"for":[6,110,246],"solving":[7],"complex":[8],"optimization":[9,170,253],"problems":[10],"across":[11],"diverse":[12],"domains.":[13],"This":[14,231],"comprehensive":[15],"study":[16],"analyzes":[17],"162":[18],"MAs":[19,68,83],"through":[20],"a":[21,91],"unified":[22],"multi-criteria":[23],"taxonomy":[24],"classifying":[25],"by":[27,220],"control":[28,95],"parameters":[29],"(parameter-free,":[30],"low-parameter,":[31],"high-parameter),":[32],"inspiration":[33],"sources":[34],"(biological,":[35],"physical,":[36],"human-based),":[37],"search":[38],"space":[39],"scope,":[40],"and":[41,56,69,76,97,128,161,202,225,227,242,249],"exploration\u2013exploitation":[42],"balance\u2014alongside":[43],"bibliometric":[44],"assessment":[45],"of":[46,64,94,100,148,154,210,236],"publications":[47],"from":[48,196,199,204],"2000":[49],"to":[50,120,125,159,251],"2024":[51],"(including":[52],"articles,":[53,191],"reviews,":[54,197,201],"books,":[55],"conference":[57,193,200],"papers).":[58],"We":[59],"evaluate":[60],"the":[61,164,215],"time":[62],"complexity":[63],"24":[65],"highly":[66],"cited":[67],"their":[70,149],"real-world":[71],"applications":[72],"in":[73,146,163,186,208],"engineering,":[74],"healthcare,":[75],"energy":[77],"systems.":[78],"Results":[79],"demonstrate":[80,107],"that":[81],"different":[82],"exhibit":[84],"algorithmic":[85,179],"simplicity":[86],",":[87],"often":[88],"requiring":[89],"only":[90],"small":[92],"number":[93],"parameters,":[96],"capable":[99],"efficient":[101],"global":[102],"search.":[103],"Additionally,":[104],"several":[105],"strong":[108],"adaptability":[109],"hybridization":[111,250],"with":[112],"other":[113],"techniques.":[114],"However,":[115],"certain":[116],"methods":[117,156,213],"prone":[119],"premature":[121],"convergence,":[122],"primarily":[123],"due":[124],"unbalanced":[126],"exploration":[127],"exploitation":[129],"dynamic":[130],"s":[131],".":[132],"The":[133,152],"proposed":[134],"work":[135,232],"also":[136],"critically":[137,144],"examines":[138],"metaphor-inspired":[139],"algorithms,":[140],"whose":[141],"contributions":[142],"evaluated":[145],"light":[147],"conceptual":[150],"complexity.":[151],"rise":[153],"such":[155],"has":[157],"led":[158],"redundancy":[160],"fragmentation":[162],"field,":[165],"as":[166],"many":[167],"reframe":[168],"familiar":[169],"principles":[171],"using":[172],"superficial":[173],"metaphors":[174],"rather":[175],"than":[176],"advancing":[177],"core":[178],"mechanisms.":[180],"Bibliometric":[181],"analysis":[182],"reveals":[183],"accelerated":[184],"growth":[185],"MA":[187],"research":[188],"(64%":[189],"journal":[190],"31%":[192],"papers,":[194],"3%":[195],"1%":[198,203],"book":[205],"chapters).":[206],"Similarly,":[207],"terms":[209],"classification,":[211],"human-inspired":[212],"constitute":[214],"largest":[216],"category":[217],"(45%),":[218],"followed":[219],"evaluation-inspired":[221],"(33%),":[222],"swarm-inspired":[223],"(14%),":[224],"game-inspired":[226],"physics-based":[228],"(4%).":[230],"consolidates":[233],"two":[234],"decades":[235],"advancements,":[237],"identifies":[238],"critical":[239],"performance":[240],"limitations,":[241],"provides":[243],"practical":[244],"guidelines":[245],"algorithm":[247],"selection":[248],"enhance":[252],"efficiency.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":28},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-24T00:00:00"}
