{"id":"https://openalex.org/W3196755363","doi":"https://doi.org/10.1155/2021/6379469","title":"A Hybrid SSA and SMA with Mutation Opposition\u2010Based Learning for Constrained Engineering Problems","display_name":"A Hybrid SSA and SMA with Mutation Opposition\u2010Based Learning for Constrained Engineering Problems","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3196755363","doi":"https://doi.org/10.1155/2021/6379469","mag":"3196755363","pmid":"https://pubmed.ncbi.nlm.nih.gov/34531910"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6379469","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6379469","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6379469.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2021/6379469.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100375555","display_name":"Shuang Wang","orcid":"https://orcid.org/0000-0001-5933-074X"},"institutions":[{"id":"https://openalex.org/I4210149962","display_name":"Sanming University","ror":"https://ror.org/044pany34","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Wang","raw_affiliation_strings":["School of Information Engineering, Sanming University, Sanming 365004, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Sanming University, Sanming 365004, China","institution_ids":["https://openalex.org/I4210149962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067039459","display_name":"Qingxin Liu","orcid":"https://orcid.org/0000-0002-3081-5185"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingxin Liu","raw_affiliation_strings":["School of Computer Science and Technology, Hainan University, Haikou 570228, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hainan University, Haikou 570228, China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100751392","display_name":"Yuxiang Liu","orcid":"https://orcid.org/0000-0003-3016-8114"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxiang Liu","raw_affiliation_strings":["College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China"],"affiliations":[{"raw_affiliation_string":"College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006242246","display_name":"Heming Jia","orcid":"https://orcid.org/0000-0002-4339-8464"},"institutions":[{"id":"https://openalex.org/I4210149962","display_name":"Sanming University","ror":"https://ror.org/044pany34","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149962"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Heming Jia","raw_affiliation_strings":["School of Information Engineering, Sanming University, Sanming 365004, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Sanming University, Sanming 365004, China","institution_ids":["https://openalex.org/I4210149962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023403556","display_name":"Laith Abualigah","orcid":"https://orcid.org/0000-0002-2203-4549"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]},{"id":"https://openalex.org/I145380033","display_name":"Amman Arab University","ror":"https://ror.org/039xekb14","country_code":"JO","type":"education","lineage":["https://openalex.org/I145380033"]}],"countries":["JO","MY"],"is_corresponding":false,"raw_author_name":"Laith Abualigah","raw_affiliation_strings":["Faculty of Computer Sciences and Informatics, Amman Arab University, Amman 11953, Jordan","School of Computer Science, Universiti Sains Malaysia, Gelugor, Penang, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Sciences and Informatics, Amman Arab University, Amman 11953, Jordan","institution_ids":["https://openalex.org/I145380033"]},{"raw_affiliation_string":"School of Computer Science, Universiti Sains Malaysia, Gelugor, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057928430","display_name":"Rong Zheng","orcid":"https://orcid.org/0000-0001-8829-0417"},"institutions":[{"id":"https://openalex.org/I4210149962","display_name":"Sanming University","ror":"https://ror.org/044pany34","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Zheng","raw_affiliation_strings":["School of Information Engineering, Sanming University, Sanming 365004, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Sanming University, Sanming 365004, China","institution_ids":["https://openalex.org/I4210149962"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101798450","display_name":"Di Wu","orcid":"https://orcid.org/0000-0003-2584-7892"},"institutions":[{"id":"https://openalex.org/I4210149962","display_name":"Sanming University","ror":"https://ror.org/044pany34","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149962"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Wu","raw_affiliation_strings":["School of Education and Music, Sanming University, Sanming 365004, China"],"affiliations":[{"raw_affiliation_string":"School of Education and Music, Sanming University, Sanming 365004, China","institution_ids":["https://openalex.org/I4210149962"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5006242246"],"corresponding_institution_ids":["https://openalex.org/I4210149962"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":5.3185,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.96319558,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"2021","issue":"1","first_page":"6379469","last_page":"6379469"},"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9955999851226807,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9613000154495239,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6156812310218811},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6136264204978943},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5188635587692261},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5024471282958984},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.4969320595264435},{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.4788682162761688},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4251059293746948},{"id":"https://openalex.org/keywords/global-optimization","display_name":"Global optimization","score":0.4193885326385498},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34945815801620483},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.2897750735282898},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24376529455184937}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6156812310218811},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6136264204978943},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5188635587692261},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5024471282958984},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.4969320595264435},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.4788682162761688},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4251059293746948},{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.4193885326385498},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34945815801620483},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.2897750735282898},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24376529455184937},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009154","descriptor_name":"Mutation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009154","descriptor_name":"Mutation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009154","descriptor_name":"Mutation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009154","descriptor_name":"Mutation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1155/2021/6379469","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6379469","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6379469.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:34531910","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34531910","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:10ee9ddc2dca4a64a4ca551f09ad6c6b","is_oa":true,"landing_page_url":"https://doaj.org/article/10ee9ddc2dca4a64a4ca551f09ad6c6b","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:7332858","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC8440113","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8440113","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8440113","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2021/6379469","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6379469","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6379469.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G5928644636","display_name":null,"funder_award_id":"202002064014","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3196755363.pdf","grobid_xml":"https://content.openalex.org/works/W3196755363.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W1530490667","https://openalex.org/W1595159159","https://openalex.org/W1976744965","https://openalex.org/W1990966828","https://openalex.org/W2024060531","https://openalex.org/W2031183907","https://openalex.org/W2038636021","https://openalex.org/W2039595530","https://openalex.org/W2056811412","https://openalex.org/W2061438946","https://openalex.org/W2072955302","https://openalex.org/W2109364787","https://openalex.org/W2154943049","https://openalex.org/W2162745921","https://openalex.org/W2165357482","https://openalex.org/W2168081761","https://openalex.org/W2226849329","https://openalex.org/W2232317135","https://openalex.org/W2282226143","https://openalex.org/W2290883490","https://openalex.org/W2317744239","https://openalex.org/W2592274954","https://openalex.org/W2738900493","https://openalex.org/W2808223626","https://openalex.org/W2898785807","https://openalex.org/W2950731991","https://openalex.org/W2954876896","https://openalex.org/W2991234881","https://openalex.org/W3009351641","https://openalex.org/W3014660400","https://openalex.org/W3014974411","https://openalex.org/W3024166030","https://openalex.org/W3043887388","https://openalex.org/W3048412361","https://openalex.org/W3048440790","https://openalex.org/W3081052986","https://openalex.org/W3089087699","https://openalex.org/W3100555954","https://openalex.org/W3118658128","https://openalex.org/W3119051141","https://openalex.org/W3120349973","https://openalex.org/W3122700530","https://openalex.org/W3133468775","https://openalex.org/W3135909775","https://openalex.org/W3137745396","https://openalex.org/W3139484821","https://openalex.org/W3149303420","https://openalex.org/W3157477123","https://openalex.org/W3157688615","https://openalex.org/W3159667520","https://openalex.org/W3169502702","https://openalex.org/W3188854349","https://openalex.org/W4246623349","https://openalex.org/W4292083457"],"related_works":["https://openalex.org/W2992877228","https://openalex.org/W4210838092","https://openalex.org/W2121922170","https://openalex.org/W2135119351","https://openalex.org/W54027447","https://openalex.org/W2100566702","https://openalex.org/W2753416958","https://openalex.org/W101084228","https://openalex.org/W3021429822","https://openalex.org/W2044467471"],"abstract_inverted_index":{"Based":[0],"on":[1,155],"Salp":[2,20],"Swarm":[3,21],"Algorithm":[4,9,22],"(SSA)":[5],"and":[6,50,60,82,162,165,189,218,230,250],"Slime":[7,18],"Mould":[8,19],"(SMA),":[10],"a":[11,137],"novel":[12,138],"hybrid":[13,152],"optimization":[14,39,88,120,153],"algorithm,":[15,177],"named":[16],"Hybrid":[17],"(HSMSSA),":[23],"is":[24,43,67,91,125,133,144,179,215],"proposed":[25,109,145,176,203],"to":[26,45,70,117,127,146,181,200],"solve":[27],"constrained":[28,195,225],"engineering":[29,196,221],"problems.":[30,40],"SSA":[31],"can":[32,102,111],"obtain":[33],"good":[34,61],"results":[35,209],"in":[36,57,76],"solving":[37],"some":[38,240],"However,":[41],"it":[42],"easy":[44],"suffer":[46],"from":[47],"local":[48],"minima":[49],"lower":[51],"density":[52],"of":[53,84,99,150,174,186],"population.":[54],"SMA":[55,90],"specializes":[56],"global":[58,119,168],"exploration":[59,130,161],"robustness,":[62],"but":[63],"its":[64],"convergence":[65,157],"rate":[66],"too":[68],"slow":[69],"find":[71],"satisfactory":[72,167],"solutions":[73],"efficiently.":[74],"Thus,":[75],"this":[77],"paper,":[78],"considering":[79],"the":[80,86,94,108,129,148,151,172,175,187,202,212,235],"characteristics":[81],"advantages":[83,116],"both":[85],"above":[87],"algorithms,":[89],"integrated":[92],"into":[93],"leader":[95],"position":[96],"updating":[97],"equations":[98],"SSA,":[100,229],"which":[101],"share":[103],"helpful":[104],"information":[105],"so":[106],"that":[107,136,211],"algorithm":[110,154],"utilize":[112],"these":[113],"two":[114],"algorithms'":[115],"enhance":[118,128,147],"performance.":[121],"Furthermore,":[122],"Levy":[123],"flight":[124],"utilized":[126,199],"ability.":[131],"It":[132],"worth":[134],"noting":[135],"strategy":[139],"called":[140],"mutation":[141],"opposition-based":[142],"learning":[143],"performance":[149],"premature":[156],"avoidance,":[158],"balance":[159],"between":[160],"exploitation":[163],"phases,":[164],"finding":[166],"optimum.":[169],"To":[170],"evaluate":[171,201],"efficiency":[173],"HSMSSA":[178,213],"applied":[180],"23":[182],"different":[183],"benchmark":[184],"functions":[185],"unimodal":[188],"multimodal":[190],"types.":[191],"Additionally,":[192],"five":[193],"classical":[194],"problems":[197,226],"are":[198],"technique's":[204],"practicable":[205],"abilities.":[206],"The":[207],"simulation":[208],"show":[210],"method":[214],"more":[216,220],"competitive":[217],"presents":[219],"effectiveness":[222],"for":[223,243],"real-world":[224],"than":[227],"SMA,":[228],"other":[231],"comparative":[232],"algorithms.":[233],"In":[234],"end,":[236],"we":[237],"also":[238],"provide":[239],"potential":[241],"areas":[242],"future":[244],"studies":[245],"such":[246],"as":[247],"feature":[248],"selection":[249],"multilevel":[251],"threshold":[252],"image":[253],"segmentation.":[254]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":24},{"year":2021,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
