{"id":"https://openalex.org/W2915245384","doi":"https://doi.org/10.1109/access.2019.2900029","title":"Entropy-Based Dynamic Heterogeneous Ant Colony Optimization","display_name":"Entropy-Based Dynamic Heterogeneous Ant Colony Optimization","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2915245384","doi":"https://doi.org/10.1109/access.2019.2900029","mag":"2915245384"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2900029","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900029","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08643964.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08643964.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102791592","display_name":"Jia Chen","orcid":"https://orcid.org/0000-0003-0017-3166"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jia Chen","raw_affiliation_strings":["College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0017-3166","affiliations":[{"raw_affiliation_string":"College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101428547","display_name":"You Xiao-ming","orcid":null},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao-Ming You","raw_affiliation_strings":["College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-4829-5488","affiliations":[{"raw_affiliation_string":"College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101788185","display_name":"Sheng Liu","orcid":"https://orcid.org/0000-0001-5790-4324"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Liu","raw_affiliation_strings":["College of management, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5790-4324","affiliations":[{"raw_affiliation_string":"College of management, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100421056","display_name":"Juan Li","orcid":"https://orcid.org/0000-0003-0115-0783"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Li","raw_affiliation_strings":["College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electronic and Electrical Engineering, Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102791592"],"corresponding_institution_ids":["https://openalex.org/I141962983"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.9036,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.92826109,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"56317","last_page":"56328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9998000264167786,"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":0.9998000264167786,"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/T10567","display_name":"Vehicle Routing Optimization Methods","score":0.9900000095367432,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.984499990940094,"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/travelling-salesman-problem","display_name":"Travelling salesman problem","score":0.8449606895446777},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6891202926635742},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.6379209756851196},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6212629079818726},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6011921167373657},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.5804663300514221},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5129849314689636},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.4891531765460968},{"id":"https://openalex.org/keywords/ant-colony","display_name":"Ant colony","score":0.4359343647956848},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.28843754529953003},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25055086612701416},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.11428326368331909}],"concepts":[{"id":"https://openalex.org/C175859090","wikidata":"https://www.wikidata.org/wiki/Q322212","display_name":"Travelling salesman problem","level":2,"score":0.8449606895446777},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6891202926635742},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.6379209756851196},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6212629079818726},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6011921167373657},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.5804663300514221},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5129849314689636},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.4891531765460968},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.4359343647956848},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.28843754529953003},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25055086612701416},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.11428326368331909},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2900029","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900029","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08643964.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:250ff9492d374c5d8b213f6b6a0e2f99","is_oa":true,"landing_page_url":"https://doaj.org/article/250ff9492d374c5d8b213f6b6a0e2f99","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 56317-56328 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2900029","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2900029","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08643964.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1125136506","display_name":null,"funder_award_id":"61603242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2347346480","display_name":null,"funder_award_id":"Grant 61673258","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3375667585","display_name":null,"funder_award_id":"61673258","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5838324664","display_name":null,"funder_award_id":"Grant 61075115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5968787226","display_name":null,"funder_award_id":"61403249","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G82247065","display_name":null,"funder_award_id":"61075115","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":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2915245384.pdf","grobid_xml":"https://content.openalex.org/works/W2915245384.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1537653938","https://openalex.org/W1801849579","https://openalex.org/W1995875735","https://openalex.org/W2030346487","https://openalex.org/W2056257094","https://openalex.org/W2056678525","https://openalex.org/W2074195549","https://openalex.org/W2107941094","https://openalex.org/W2124588983","https://openalex.org/W2154929945","https://openalex.org/W2164987379","https://openalex.org/W2302284329","https://openalex.org/W2339005802","https://openalex.org/W2364763847","https://openalex.org/W2383392643","https://openalex.org/W2555005230","https://openalex.org/W2562914914","https://openalex.org/W2573212983","https://openalex.org/W2751687058","https://openalex.org/W2761296247","https://openalex.org/W3013704347"],"related_works":["https://openalex.org/W4245157707","https://openalex.org/W2208777194","https://openalex.org/W2908391583","https://openalex.org/W2406404685","https://openalex.org/W2369428395","https://openalex.org/W2347951034","https://openalex.org/W2388326823","https://openalex.org/W2366876790","https://openalex.org/W2381829748","https://openalex.org/W1997193297"],"abstract_inverted_index":{"To":[0],"solve":[1,124],"large-scale":[2,147],"traveling":[3],"salesman":[4],"problem":[5],"(TSP)":[6],"with":[7,52,66,136],"better":[8,134],"performance,":[9],"this":[10],"paper":[11],"proposes":[12],"an":[13],"entropy-based":[14,49],"dynamic":[15],"heterogeneous":[16,26,64],"ant":[17],"colony":[18],"optimization":[19],"(EDHACO).":[20],"The":[21,94],"allotropic":[22,50],"mechanism":[23,51],"and":[24,35,47,76,105,126,139],"the":[25,33,36,45,48,58,63,73,77,80,89,92,103,106,127,146],"colonies":[27,65],"model":[28],"are":[29,69,85],"proposed":[30,70,86],"to":[31,43,71,87,101,112,123],"balance":[32,72],"convergence":[34,74],"solution":[37],"diversity.":[38],"First,":[39],"entropy":[40],"is":[41,121],"used":[42,100],"measure":[44],"diversity,":[46],"three":[53],"communication":[54],"strategies":[55],"can":[56,98,109],"improve":[57,88],"adaptability":[59],"of":[60,79,91],"EDHACO.":[61],"Then,":[62],"complementary":[67],"advantages":[68],"speed":[75],"diversity":[78],"algorithm.":[81,93],"Besides,":[82],"two":[83],"operators":[84],"performance":[90,135],"adaptive":[95],"3-opt":[96],"operator":[97,108],"be":[99,110],"accelerate":[102],"convergence,":[104],"dynamic-pheromone-reset":[107],"introduced":[111],"avoid":[113],"trapping":[114],"in":[115,141,145],"a":[116],"local":[117],"optimum.":[118],"Finally,":[119],"EDHACO":[120],"applied":[122],"TSPs,":[125],"experimental":[128],"results":[129],"suggest":[130],"that":[131],"it":[132],"has":[133],"higher":[137],"stability":[138],"precision":[140],"TSP":[142,148],"instances,":[143],"especially":[144],"instances.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
