{"id":"https://openalex.org/W2209334783","doi":"https://doi.org/10.1080/17445760.2015.1118477","title":"Hierarchical heterogeneous particle swarm optimization: algorithms and evaluations","display_name":"Hierarchical heterogeneous particle swarm optimization: algorithms and evaluations","publication_year":2015,"publication_date":"2015-12-29","ids":{"openalex":"https://openalex.org/W2209334783","doi":"https://doi.org/10.1080/17445760.2015.1118477","mag":"2209334783"},"language":"en","primary_location":{"id":"doi:10.1080/17445760.2015.1118477","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17445760.2015.1118477","pdf_url":null,"source":{"id":"https://openalex.org/S85375271","display_name":"International Journal of Parallel Emergent and Distributed Systems","issn_l":"1744-5760","issn":["1744-5760","1744-5779"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Parallel, Emergent and Distributed Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111552689","display_name":"Xinpei Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xinpei Ma","raw_affiliation_strings":["Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY, USA","Department of Systems Science & Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY, USA"],"affiliations":[{"raw_affiliation_string":"Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Systems Science & Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052717630","display_name":"Hiroki Sayama","orcid":"https://orcid.org/0000-0002-2670-5864"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hiroki Sayama","raw_affiliation_strings":["Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY, USA","Department of Systems Science & Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY, USA"],"affiliations":[{"raw_affiliation_string":"Center for Collective Dynamics of Complex Systems, Binghamton University, State University of New York, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Systems Science & Industrial Engineering, Binghamton University, State University of New York, Binghamton, NY, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5111552689"],"corresponding_institution_ids":["https://openalex.org/I123946342"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.0711496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"31","issue":"5","first_page":"504","last_page":"516"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"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":0.9994000196456909,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9768000245094299,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9427000284194946,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8127936124801636},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.7381405830383301},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7282158136367798},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6619450449943542},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5943149328231812},{"id":"https://openalex.org/keywords/overcrowding","display_name":"Overcrowding","score":0.5687138438224792},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5427383184432983},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5324438810348511},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4833080768585205},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.4188153147697449},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3400009572505951}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8127936124801636},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.7381405830383301},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7282158136367798},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6619450449943542},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5943149328231812},{"id":"https://openalex.org/C2778872837","wikidata":"https://www.wikidata.org/wiki/Q7113614","display_name":"Overcrowding","level":2,"score":0.5687138438224792},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5427383184432983},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5324438810348511},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4833080768585205},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.4188153147697449},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3400009572505951},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/17445760.2015.1118477","is_oa":false,"landing_page_url":"https://doi.org/10.1080/17445760.2015.1118477","pdf_url":null,"source":{"id":"https://openalex.org/S85375271","display_name":"International Journal of Parallel Emergent and Distributed Systems","issn_l":"1744-5760","issn":["1744-5760","1744-5779"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Parallel, Emergent and Distributed Systems","raw_type":"journal-article"},{"id":"pmh:doi:10.6084/m9.figshare.1629336","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:figshare.com:article/1629336","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Hierarchical_heterogeneous_particle_swarm_optimization_algorithms_and_evaluations/1629336","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Text"},{"id":"doi:10.6084/m9.figshare.1629336","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.1629336","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:doi:10.6084/m9.figshare.1629336","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":null,"raw_type":"Journal contribution"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6172193960","display_name":null,"funder_award_id":"1319152","funder_id":"https://openalex.org/F4320337389","funder_display_name":"Division of Information and Intelligent Systems"}],"funders":[{"id":"https://openalex.org/F4320337389","display_name":"Division of Information and Intelligent Systems","ror":"https://ror.org/053a2cp42"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W7013798","https://openalex.org/W972907206","https://openalex.org/W1560973405","https://openalex.org/W1575903602","https://openalex.org/W1576426930","https://openalex.org/W1586193897","https://openalex.org/W1708394971","https://openalex.org/W1965280757","https://openalex.org/W1999218779","https://openalex.org/W1999242419","https://openalex.org/W2000538148","https://openalex.org/W2027996967","https://openalex.org/W2030614909","https://openalex.org/W2034988449","https://openalex.org/W2041006267","https://openalex.org/W2056045890","https://openalex.org/W2067483921","https://openalex.org/W2081749411","https://openalex.org/W2087778535","https://openalex.org/W2108388069","https://openalex.org/W2118840131","https://openalex.org/W2119649579","https://openalex.org/W2123066915","https://openalex.org/W2126717628","https://openalex.org/W2127931254","https://openalex.org/W2131613989","https://openalex.org/W2139386984","https://openalex.org/W2143451729","https://openalex.org/W2143503407","https://openalex.org/W2155005783","https://openalex.org/W2157601049","https://openalex.org/W2162012556","https://openalex.org/W2163199665","https://openalex.org/W2170784505","https://openalex.org/W2243381708","https://openalex.org/W2553054816","https://openalex.org/W4230103516","https://openalex.org/W4243919462","https://openalex.org/W4245183779","https://openalex.org/W4249920024","https://openalex.org/W4251521038","https://openalex.org/W6829900724"],"related_works":["https://openalex.org/W42170614","https://openalex.org/W2364947648","https://openalex.org/W2568269143","https://openalex.org/W2510345215","https://openalex.org/W2379567910","https://openalex.org/W2785678338","https://openalex.org/W2391178530","https://openalex.org/W1991387858","https://openalex.org/W2358785986","https://openalex.org/W2120521599"],"abstract_inverted_index":{"Particle":[0],"swarm":[1],"optimization":[2],"(PSO)":[3],"has":[4],"recently":[5],"been":[6,56],"extended":[7,33],"in":[8,39,123],"several":[9],"directions.":[10],"Heterogeneous":[11],"PSO":[12,37,99],"(HPSO)":[13],"is":[14],"one":[15],"of":[16,24,43,90,97,125,140],"such":[17],"recent":[18],"extensions,":[19],"which":[20,40],"implements":[21],"behavioural":[22],"heterogeneity":[23],"particles.":[25,52],"In":[26,67],"this":[27],"paper,":[28],"we":[29],"propose":[30],"a":[31,88],"further":[32],"version,":[34],"Hierarchcial":[35],"Heterogeenous":[36],"(HHPSO),":[38],"heterogeneous":[41],"behaviors":[42],"particles":[44],"are":[45],"enforced":[46],"through":[47],"interactions":[48],"among":[49],"hierarchically":[50],"structured":[51],"Two":[53],"algorithms":[54],"have":[55],"developed":[57],"and":[58,63,72,93,101,109,117,121,130,142],"studied:":[59],"multi-layer":[60],"HHPSO":[61,65,69,147],"(ml-HHPSO)":[62],"multi-group":[64],"(mg-HHPSO).":[66],"each":[68,146],"algorithm,":[70],"stagnancy":[71],"overcrowding":[73,143],"detection":[74,144],"mechanisms":[75],"were":[76],"implemented":[77],"to":[78],"avoid":[79],"premature":[80],"convergence.":[81],"The":[82,103],"algorithm":[83],"performance":[84],"was":[85],"measured":[86],"on":[87,113],"set":[89],"benchmark":[91],"functions":[92],"compared":[94],"with":[95],"performances":[96],"standard":[98],"(SPSO)":[100],"HPSO.":[102],"results":[104],"demonstrated":[105],"that":[106],"both":[107],"ml-HHPSO":[108],"mg-HHPSO":[110],"performed":[111],"well":[112],"all":[114],"testing":[115],"problems":[116],"significantly":[118],"outperformed":[119],"SPSO":[120],"HPSO":[122],"terms":[124],"solution":[126],"accuracy,":[127],"convergence":[128],"speed":[129],"diversity":[131],"maintenance.":[132],"Further":[133],"computational":[134],"experiments":[135],"revealed":[136],"the":[137],"optimal":[138],"frequencies":[139],"stagnation":[141],"for":[145],"algorithm.":[148]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}