{"id":"https://openalex.org/W4399970676","doi":"https://doi.org/10.1007/s44196-024-00569-7","title":"An Evolutionary Multitasking Ant Colony Optimization Method Based on Population Diversity Control for Multimodal Transport Problems","display_name":"An Evolutionary Multitasking Ant Colony Optimization Method Based on Population Diversity Control for Multimodal Transport Problems","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4399970676","doi":"https://doi.org/10.1007/s44196-024-00569-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-024-00569-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00569-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00569-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00569-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100887781","display_name":"Meiying Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meiying Cheng","raw_affiliation_strings":["School of Economics and Management, Huzhou University, Huzhou, 313000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Huzhou University, Huzhou, 313000, Zhejiang, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048902793","display_name":"Liming Dong","orcid":"https://orcid.org/0000-0002-1188-8637"},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liming Dong","raw_affiliation_strings":["School of Information Engineering, Huzhou University, Huzhou, 313000, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Huzhou University, Huzhou, 313000, Zhejiang, China","institution_ids":["https://openalex.org/I3018263800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100887781"],"corresponding_institution_ids":["https://openalex.org/I3018263800"],"apc_list":{"value":2090,"currency":"USD","value_usd":2090},"apc_paid":{"value":2090,"currency":"USD","value_usd":2090},"fwci":1.748,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8440635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"17","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11223","display_name":"Maritime Ports and Logistics","score":0.9657999873161316,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/human-multitasking","display_name":"Human multitasking","score":0.9011357426643372},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.6568769216537476},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6292614936828613},{"id":"https://openalex.org/keywords/ant","display_name":"ANT","score":0.6138384938240051},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4991614818572998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47271937131881714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3777051866054535},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2879979610443115},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11627969145774841},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.11218681931495667},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10449656844139099},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.0895230770111084}],"concepts":[{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.9011357426643372},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.6568769216537476},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6292614936828613},{"id":"https://openalex.org/C97467695","wikidata":"https://www.wikidata.org/wiki/Q295802","display_name":"ANT","level":2,"score":0.6138384938240051},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4991614818572998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47271937131881714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3777051866054535},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2879979610443115},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11627969145774841},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.11218681931495667},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10449656844139099},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0895230770111084},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-024-00569-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00569-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00569-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4acd23f47e714ad1ad858a7b1edff5da","is_oa":false,"landing_page_url":"https://doaj.org/article/4acd23f47e714ad1ad858a7b1edff5da","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 17, Iss 1, Pp 1-15 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-024-00569-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00569-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00569-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3722669320","display_name":null,"funder_award_id":"62102148","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399970676.pdf"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1801849579","https://openalex.org/W2016920015","https://openalex.org/W2084141839","https://openalex.org/W2154929945","https://openalex.org/W2273366336","https://openalex.org/W2294818690","https://openalex.org/W2335487098","https://openalex.org/W2410677328","https://openalex.org/W2413527939","https://openalex.org/W2470193996","https://openalex.org/W2625566893","https://openalex.org/W2751951169","https://openalex.org/W2795127331","https://openalex.org/W2810440851","https://openalex.org/W2813977662","https://openalex.org/W2923639984","https://openalex.org/W2963787134","https://openalex.org/W2998409228","https://openalex.org/W3016551826","https://openalex.org/W3045106657","https://openalex.org/W3099022285","https://openalex.org/W3117528838","https://openalex.org/W3134282981","https://openalex.org/W3183992282","https://openalex.org/W3197738955","https://openalex.org/W3199377642","https://openalex.org/W4285219208","https://openalex.org/W4292387291","https://openalex.org/W4315568118","https://openalex.org/W4323896971","https://openalex.org/W4328007163","https://openalex.org/W4362733589"],"related_works":["https://openalex.org/W4388263628","https://openalex.org/W4242930893","https://openalex.org/W3140336604","https://openalex.org/W2488058330","https://openalex.org/W1988895983","https://openalex.org/W4237084280","https://openalex.org/W2886487614","https://openalex.org/W4242426637","https://openalex.org/W4237535716","https://openalex.org/W2110363036"],"abstract_inverted_index":{"Abstract":[0],"Multimodal":[1],"transport":[2,40,177,203],"is":[3,47,53,103,142],"a":[4,48,79,118,123,173],"challenging,":[5],"NP-hard":[6],"problem":[7,155],"in":[8,60,74,87,200],"combinational":[9],"optimization":[10,44],"and":[11,89,197],"has":[12,62],"been":[13,63],"solved":[14],"using":[15],"evolutionary":[16,29],"algorithms,":[17,30,34],"which":[18,46],"excel":[19],"at":[20,55,158],"solving":[21],"large-scale":[22],"problems.":[23,178],"However,":[24],"few":[25],"studies":[26],"have":[27],"used":[28,65],"particularly":[31],"swarm":[32],"intelligence":[33,50],"to":[35,66,106,136,161,171],"concurrently":[36],"handle":[37],"multiple":[38,151],"multimodal":[39,176,202],"instances.":[41],"Ant":[42],"colony":[43],"(ACO),":[45],"population":[49,100,115,144],"technique":[51],"that":[52,183],"adept":[54],"identifying":[56],"the":[57,93,108,114,126,137,163,184],"optimal":[58],"paths":[59],"graphs,":[61],"primarily":[64],"address":[67,172],"tasks":[68,133],"separately":[69],"rather":[70],"than":[71],"concurrently.":[72],"Therefore,":[73],"this":[75],"study,":[76],"we":[77,168],"introduce":[78],"multipopulation-based":[80],"multitask":[81,146],"environment":[82],"where":[83],"task-specific":[84],"populations":[85],"run":[86],"parallel,":[88],"ACO":[90,147],"serves":[91],"as":[92],"optimizer":[94],"for":[95],"each":[96],"task.":[97],"A":[98],"variance-based":[99],"diversity":[101,116],"measure":[102],"then":[104],"calculated":[105],"characterize":[107],"distribution":[109],"differences":[110],"among":[111],"individuals.":[112],"If":[113],"of":[117,165,175,186],"specific":[119],"task":[120],"falls":[121],"below":[122],"predetermined":[124],"threshold,":[125],"valuable":[127],"routing":[128],"traits":[129],"extracted":[130],"from":[131],"other":[132],"are":[134],"transferred":[135,188],"stagnant":[138],"population.":[139],"Our":[140,179],"method":[141,191],"called":[143],"diversity-controlled":[145],"(PDMTACO).":[148],"We":[149],"use":[150,185],"benchmark":[152],"traveling":[153],"salesman":[154],"(TSP)":[156],"instances":[157],"different":[159],"scales":[160],"validate":[162],"efficacy":[164],"PDMTACO.":[166],"Subsequently,":[167],"extend":[169],"PDMTACO":[170],"series":[174],"experimental":[180],"results":[181],"demonstrate":[182],"information":[187],"by":[189],"our":[190],"significantly":[192],"reduces":[193],"its":[194],"logistics":[195],"costs":[196],"carbon":[198],"emissions":[199],"all":[201],"tasks.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
