{"id":"https://openalex.org/W4303453368","doi":"https://doi.org/10.1007/s12652-022-04432-5","title":"A swarm optimizer with attention-based particle sampling and learning for large scale optimization","display_name":"A swarm optimizer with attention-based particle sampling and learning for large scale optimization","publication_year":2022,"publication_date":"2022-10-07","ids":{"openalex":"https://openalex.org/W4303453368","doi":"https://doi.org/10.1007/s12652-022-04432-5"},"language":"en","primary_location":{"id":"doi:10.1007/s12652-022-04432-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04432-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04432-5.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"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":"Journal of Ambient Intelligence and Humanized Computing","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/s12652-022-04432-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074182947","display_name":"Mengmeng Sheng","orcid":"https://orcid.org/0000-0002-2011-8597"},"institutions":[{"id":"https://openalex.org/I4210108177","display_name":"Zhejiang Police College","ror":"https://ror.org/01rxaf991","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210108177"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengmeng Sheng","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 300023, China","Zhejiang Police College, Hangzhou, 310053, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 300023, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"Zhejiang Police College, Hangzhou, 310053, China","institution_ids":["https://openalex.org/I4210108177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100699858","display_name":"Zidong Wang","orcid":"https://orcid.org/0000-0002-9576-7401"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN","GB"],"is_corresponding":true,"raw_author_name":"Zidong Wang","raw_affiliation_strings":["College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao, 266590, China","Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK"],"raw_orcid":"https://orcid.org/0000-0002-9576-7401","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao, 266590, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101519817","display_name":"Weibo Liu","orcid":"https://orcid.org/0000-0002-8169-3261"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Weibo Liu","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442237","display_name":"Xi Wang","orcid":"https://orcid.org/0000-0002-0434-7939"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Wang","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 300023, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 300023, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055627037","display_name":"Shengyong Chen","orcid":"https://orcid.org/0000-0002-6705-3831"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengyong Chen","raw_affiliation_strings":["School of Computer Science and Technology, Tianjin University of Technology, Tianjin, 300382, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tianjin University of Technology, Tianjin, 300382, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100375376","display_name":"Xiaohui Liu","orcid":"https://orcid.org/0000-0003-1589-1267"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaohui Liu","raw_affiliation_strings":["Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University London, Uxbridge, UB8 3PH, Middlesex, UK","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100699858"],"corresponding_institution_ids":["https://openalex.org/I59433898","https://openalex.org/I80143920"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3390},"fwci":0.8323,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77976949,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"14","issue":"7","first_page":"9329","last_page":"9341"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994999766349792,"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":0.9994999766349792,"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/T12676","display_name":"Machine Learning and ELM","score":0.9902999997138977,"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":0.9542999863624573,"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/computer-science","display_name":"Computer science","score":0.7298679351806641},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6886892914772034},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6116064786911011},{"id":"https://openalex.org/keywords/swarm-intelligence","display_name":"Swarm intelligence","score":0.6039500832557678},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.5709348917007446},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5310623645782471},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.528281033039093},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5270070433616638},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5107755661010742},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.5039717555046082},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48820286989212036},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.464277446269989},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.30790141224861145},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14031866192817688}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7298679351806641},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6886892914772034},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6116064786911011},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.6039500832557678},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.5709348917007446},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5310623645782471},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.528281033039093},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5270070433616638},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5107755661010742},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.5039717555046082},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48820286989212036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.464277446269989},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30790141224861145},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14031866192817688},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s12652-022-04432-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04432-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04432-5.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"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":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},{"id":"pmh:oai:bura.brunel.ac.uk:2438/26024","is_oa":true,"landing_page_url":"https://bura.brunel.ac.uk/handle/2438/26024","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/26024/4/FullText.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"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":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s12652-022-04432-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12652-022-04432-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12652-022-04432-5.pdf","source":{"id":"https://openalex.org/S48031226","display_name":"Journal of Ambient Intelligence and Humanized Computing","issn_l":"1868-5137","issn":["1868-5137","1868-5145"],"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":"Journal of Ambient Intelligence and Humanized Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4303453368.pdf","grobid_xml":"https://content.openalex.org/works/W4303453368.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1820051232","https://openalex.org/W1983947028","https://openalex.org/W1987234899","https://openalex.org/W1995972800","https://openalex.org/W2009323159","https://openalex.org/W2017454556","https://openalex.org/W2019370496","https://openalex.org/W2064788562","https://openalex.org/W2081524587","https://openalex.org/W2105102593","https://openalex.org/W2108388069","https://openalex.org/W2118840131","https://openalex.org/W2121429049","https://openalex.org/W2123066915","https://openalex.org/W2128272608","https://openalex.org/W2131613989","https://openalex.org/W2139339670","https://openalex.org/W2140491475","https://openalex.org/W2145418868","https://openalex.org/W2152195021","https://openalex.org/W2155005783","https://openalex.org/W2156559452","https://openalex.org/W2160615157","https://openalex.org/W2164531580","https://openalex.org/W2165299997","https://openalex.org/W2170326483","https://openalex.org/W2533800621","https://openalex.org/W2608705546","https://openalex.org/W2751383815","https://openalex.org/W2753899746","https://openalex.org/W2805612193","https://openalex.org/W2898159407","https://openalex.org/W3097210278","https://openalex.org/W3111490633","https://openalex.org/W3115888283","https://openalex.org/W3119207288","https://openalex.org/W3121236520","https://openalex.org/W3132795731","https://openalex.org/W3133788990","https://openalex.org/W3136909910","https://openalex.org/W3143242925","https://openalex.org/W3166033322","https://openalex.org/W3210085249","https://openalex.org/W3210944650","https://openalex.org/W3213861068","https://openalex.org/W3214474910","https://openalex.org/W3215453560"],"related_works":["https://openalex.org/W2070977815","https://openalex.org/W3196514639","https://openalex.org/W2339458331","https://openalex.org/W2026243033","https://openalex.org/W2188635652","https://openalex.org/W3120571876","https://openalex.org/W147182690","https://openalex.org/W3111062507","https://openalex.org/W2144050388","https://openalex.org/W2091489981"],"abstract_inverted_index":{"Abstract":[0],"Attention":[1],"mechanism,":[2,94],"which":[3,88],"is":[4,56,77,89],"a":[5,33,85,112],"cognitive":[6],"process":[7],"of":[8,70,99,103,121,144,158],"selectively":[9],"concentrating":[10],"on":[11,131],"certain":[12],"information":[13],"while":[14],"ignoring":[15],"others,":[16],"has":[17],"been":[18,128],"successfully":[19],"employed":[20,109],"in":[21,65],"deep":[22],"learning.":[23],"In":[24,49],"this":[25],"paper,":[26],"we":[27],"introduce":[28],"the":[29,50,53,92,97,119,142,156],"attention":[30,54,93],"mechanism":[31,55],"into":[32],"particle":[34,41,75],"swarm":[35,42],"optimizer":[36,43],"and":[37,133,147],"propose":[38],"an":[39,73],"attention-based":[40,74],"(APSO)":[44],"for":[45],"large":[46,135],"scale":[47,136],"optimization.":[48],"proposed":[51,145,159],"method,":[52],"introduced":[57],"such":[58],"that":[59],"activating":[60],"different":[61,68],"particles":[62,83],"to":[63,79,95,110,140,148],"participate":[64],"evolution":[66,114],"at":[67],"stages":[69],"evolution.":[71],"Further,":[72],"learning":[76,98],"devised":[78],"randomly":[80],"select":[81],"three":[82],"from":[84],"predominant":[86],"sub-swarm,":[87],"activated":[90],"by":[91],"guide":[96],"particles.":[100],"The":[101,153],"cooperation":[102],"these":[104],"two":[105],"strategies":[106],"could":[107],"be":[108],"achieve":[111],"balanced":[113],"search,":[115],"thus":[116],"appropriately":[117],"searching":[118],"space":[120],"large-scale":[122],"optimization":[123,137],"problems.":[124],"Extensive":[125],"experiments":[126],"have":[127],"carried":[129],"out":[130],"CEC\u20192010":[132],"CEC\u20192013":[134],"benchmark":[138],"functions":[139],"evaluate":[141],"performance":[143],"method":[146],"compare":[149],"with":[150],"related":[151],"methods.":[152],"results":[154],"show":[155],"superiority":[157],"method.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}