{"id":"https://openalex.org/W4414338922","doi":"https://doi.org/10.1142/s0218126625504936","title":"Swarm Intelligence-Driven Dynamic Resource Allocation Model for Optimizing Innovative Entrepreneurship Teaching in Higher Education","display_name":"Swarm Intelligence-Driven Dynamic Resource Allocation Model for Optimizing Innovative Entrepreneurship Teaching in Higher Education","publication_year":2025,"publication_date":"2025-09-18","ids":{"openalex":"https://openalex.org/W4414338922","doi":"https://doi.org/10.1142/s0218126625504936"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126625504936","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504936","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zhibing Zhou","orcid":"https://orcid.org/0009-0007-0952-1362"},"institutions":[{"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"]},{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibing Zhou","raw_affiliation_strings":["Shandong Institute of Science and Technology, School of General Education, Shandong 264200, P. R. China"],"raw_orcid":"https://orcid.org/0009-0007-0952-1362","affiliations":[{"raw_affiliation_string":"Shandong Institute of Science and Technology, School of General Education, Shandong 264200, P. R. China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I83776822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044508291","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0002-9820-556X"},"institutions":[{"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"]},{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["Shandong Institute of Science and Technology, School of General Education, Shandong 264200, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Institute of Science and Technology, School of General Education, Shandong 264200, P. R. China","institution_ids":["https://openalex.org/I80143920","https://openalex.org/I83776822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.216673,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"07","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.3693999946117401,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.3693999946117401,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/matching","display_name":"Matching (statistics)","score":0.7026000022888184},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6995000243186951},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6934000253677368},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6646000146865845},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5742999911308289},{"id":"https://openalex.org/keywords/entrepreneurship","display_name":"Entrepreneurship","score":0.557699978351593},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.527899980545044},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.4300000071525574}],"concepts":[{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.7026000022888184},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6995000243186951},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6934000253677368},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6646000146865845},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5742999911308289},{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.557699978351593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5410000085830688},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.527899980545044},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.4300000071525574},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4101000130176544},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3986999988555908},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.357699990272522},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.34389999508857727},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3375000059604645},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.3093999922275543},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3043999969959259},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.2985000014305115},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.2842000126838684},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.27619999647140503},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2621000111103058},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C2987553829","wikidata":"https://www.wikidata.org/wiki/Q5380761","display_name":"Entrepreneurship education","level":3,"score":0.25060001015663147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126625504936","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625504936","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2918082440","https://openalex.org/W2986015160","https://openalex.org/W2997585558","https://openalex.org/W3005421185","https://openalex.org/W3049361425","https://openalex.org/W3094704314","https://openalex.org/W3121108808","https://openalex.org/W3127532383","https://openalex.org/W3160724347","https://openalex.org/W3184078521","https://openalex.org/W4210298736","https://openalex.org/W4214498565","https://openalex.org/W4224300633","https://openalex.org/W4306315050","https://openalex.org/W4307026418","https://openalex.org/W4317206872","https://openalex.org/W4319069705","https://openalex.org/W4320728666","https://openalex.org/W4387682261","https://openalex.org/W4390236313","https://openalex.org/W4401989783","https://openalex.org/W4404195513","https://openalex.org/W4405838390","https://openalex.org/W4407169060"],"related_works":[],"abstract_inverted_index":{"Traditional":[0],"innovative":[1,51,209],"entrepreneurship":[2,52,188,210],"teaching":[3,35,53,143,173,211],"resource":[4,38,48,109,185],"allocation":[5,49,207],"is":[6,68,84,98,112],"difficult":[7,29],"to":[8,10,30,70,86,148,157,167,178,195],"adapt":[9],"the":[11,34,44,72,116,139,150,169,181,202,206],"dynamic":[12],"changes":[13],"in":[14,50,213],"demand":[15],"and":[16,37,55,76,79,95,106,180,187,219],"personalized":[17],"needs":[18,97],"cannot":[19],"be":[20],"met.":[21],"In":[22],"addition,":[23],"different":[24],"types":[25],"of":[26,46,74,92,142,165,172,183,208],"resources":[27,78,144,212],"are":[28],"coordinate,":[31],"which":[32],"affects":[33],"quality":[36],"utilization":[39,140],"efficiency.":[40],"This":[41],"paper":[42],"solves":[43],"problem":[45],"unreasonable":[47],"dynamically":[54],"scientifically":[56],"through":[57,100],"a":[58,107,130],"model":[59,203],"integrating":[60],"swarm":[61,65,103],"intelligence":[62],"algorithms.":[63],"Particle":[64],"optimization":[66,82,104],"(PSO)":[67],"used":[69,128],"optimize":[71,87],"matching":[73,91,152],"teachers":[75],"course":[77,151],"ant":[80],"colony":[81],"(ACO)":[83],"adopted":[85],"fund":[88],"allocation.":[89],"Personalized":[90],"practical":[93],"projects":[94,174],"student":[96,159],"achieved":[99],"adaptive":[101],"particle":[102],"(APSO)":[105],"cross-departmental":[108,184],"coordination":[110],"mechanism":[111],"established.":[113],"Based":[114],"on":[115],"proposed":[117],"model,":[118],"experiments":[119],"were":[120],"conducted":[121],"across":[122],"10":[123],"universities,":[124],"with":[125,216],"historical":[126],"data":[127],"as":[129],"control":[131],"for":[132,221],"multi-dimensional":[133],"evaluation.":[134],"The":[135],"results":[136,199],"show":[137],"that":[138,201],"rate":[141,171],"increased":[145,175],"from":[146,155,162,176,193],"68.73%":[147],"85.54%,":[149],"degree":[153],"improved":[154],"62.49%":[156],"81.04%,":[158],"participation":[160],"rose":[161],"an":[163],"average":[164],"54.94%":[166],"73.17%,":[168],"completion":[170],"62.6%":[177],"71.98%":[179],"proportion":[182],"sharing":[186],"collaboration":[189],"successfully":[190],"implemented":[191],"grew":[192],"58.23%":[194],"75.17%.":[196],"These":[197],"quantitative":[198],"demonstrate":[200],"significantly":[204],"improves":[205],"higher":[214],"education,":[215],"strong":[217],"adaptability":[218],"potential":[220],"broader":[222],"application.":[223]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}