{"id":"https://openalex.org/W3118825529","doi":"https://doi.org/10.1109/mwc.001.2000130","title":"Resource Management in Space-Air-Ground Integrated Vehicular Networks: SDN Control and AI Algorithm Design","display_name":"Resource Management in Space-Air-Ground Integrated Vehicular Networks: SDN Control and AI Algorithm Design","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3118825529","doi":"https://doi.org/10.1109/mwc.001.2000130","mag":"3118825529"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.001.2000130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.001.2000130","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"is_oa":false,"is_in_doaj":false,"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 Wireless Communications","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":"https://openalex.org/A5008740845","display_name":"Huaqing Wu","orcid":"https://orcid.org/0000-0002-3497-6437"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Huaqing Wu","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009814221","display_name":"Jiayin Chen","orcid":"https://orcid.org/0000-0002-7468-8990"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiayin Chen","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039199386","display_name":"Conghao Zhou","orcid":"https://orcid.org/0000-0002-5727-2432"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Conghao Zhou","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066710499","display_name":"Weisen Shi","orcid":"https://orcid.org/0000-0002-0627-7567"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Weisen Shi","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050651525","display_name":"Nan Cheng","orcid":"https://orcid.org/0000-0001-7907-2071"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Cheng","raw_affiliation_strings":["Xidian University"],"affiliations":[{"raw_affiliation_string":"Xidian University","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063181504","display_name":"Wenchao Xu","orcid":"https://orcid.org/0000-0003-0983-387X"},"institutions":[{"id":"https://openalex.org/I1877545","display_name":"Saint Francis University","ror":"https://ror.org/01wcz2f33","country_code":"HK","type":"education","lineage":["https://openalex.org/I1877545"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wenchao Xu","raw_affiliation_strings":["Caritas Institute of Higher Education"],"affiliations":[{"raw_affiliation_string":"Caritas Institute of Higher Education","institution_ids":["https://openalex.org/I1877545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061723765","display_name":"Weihua Zhuang","orcid":"https://orcid.org/0000-0003-0488-511X"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Weihua Zhuang","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773343","display_name":"Xuemin Shen","orcid":"https://orcid.org/0000-0002-4140-287X"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xuemin Sherman Shen","raw_affiliation_strings":["University of Waterloo"],"affiliations":[{"raw_affiliation_string":"University of Waterloo","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5008740845"],"corresponding_institution_ids":["https://openalex.org/I151746483"],"apc_list":null,"apc_paid":null,"fwci":8.8663,"has_fulltext":false,"cited_by_count":86,"citation_normalized_percentile":{"value":0.98069324,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"27","issue":"6","first_page":"52","last_page":"60"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8759256601333618},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6579203605651855},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.585351824760437},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5488682985305786},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5321822166442871},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4908674359321594},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4568820893764496},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.4531058669090271},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4469088613986969},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.44683602452278137},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4276084303855896},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4120596647262573},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.17055130004882812},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12346535921096802},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09649646282196045}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8759256601333618},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6579203605651855},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.585351824760437},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5488682985305786},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5321822166442871},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4908674359321594},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4568820893764496},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.4531058669090271},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4469088613986969},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.44683602452278137},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4276084303855896},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4120596647262573},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.17055130004882812},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12346535921096802},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09649646282196045},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mwc.001.2000130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.001.2000130","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"is_oa":false,"is_in_doaj":false,"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 Wireless Communications","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-149633","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-149633","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8608808607","display_name":null,"funder_award_id":"91638204","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"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2604436698","https://openalex.org/W2736601468","https://openalex.org/W2886485362","https://openalex.org/W2902160827","https://openalex.org/W2940954889","https://openalex.org/W2950865323","https://openalex.org/W2955535572","https://openalex.org/W2969519626","https://openalex.org/W2970518786","https://openalex.org/W2980728767","https://openalex.org/W2989596860","https://openalex.org/W2999562137","https://openalex.org/W3005971024","https://openalex.org/W3014173954","https://openalex.org/W6741002519"],"related_works":["https://openalex.org/W1939996075","https://openalex.org/W2118113972","https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W2304003539","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903"],"abstract_inverted_index":{"With":[0],"its":[1],"potential":[2],"versatility":[3],"and":[4,40,48,61,74,88,118,122],"reliability,":[5],"the":[6,68,81,132,135,144],"space-air-ground":[7],"integrated":[8],"vehicular":[9,21],"network":[10,42,114],"(SAGVN)":[11],"is":[12,92,128],"envisioned":[13],"as":[14],"a":[15,30,59],"promising":[16],"solution":[17],"to":[18,36,66,94,111,130],"deliver":[19],"quality":[20],"services":[22],"anywhere":[23],"at":[24],"any":[25],"time.":[26],"This":[27],"article":[28],"proposes":[29],"software":[31],"defined":[32],"framework":[33,138],"for":[34],"SAGVN":[35,63,137,145],"achieve":[37],"flexible,":[38],"reliable,":[39],"scalable":[41],"resource":[43,52,97],"management.":[44],"First,":[45],"key":[46],"applications":[47],"research":[49],"challenges":[50],"in":[51,77,100,142],"management":[53,98],"are":[54,109],"identified.":[55],"Then":[56],"we":[57],"propose":[58],"hybrid":[60],"hierarchical":[62],"control":[64],"architecture":[65],"balance":[67],"trade-off":[69],"between":[70],"system":[71],"status":[72],"acquisition":[73],"signaling":[75],"overhead":[76],"different":[78],"scenarios.":[79],"Considering":[80],"dynamic":[82],"networking":[83],"environment":[84],"with":[85,139],"multi-dimensional":[86],"resources":[87],"diverse":[89],"services,":[90],"it":[91],"challenging":[93],"make":[95],"optimal":[96],"decisions":[99],"real":[101],"time;":[102],"thus,":[103],"artificial":[104],"intelligence":[105],"(AI)-based":[106],"engineering":[107],"solutions":[108],"investigated":[110],"facilitate":[112],"efficient":[113],"slicing,":[115],"mobility":[116],"management,":[117],"cooperative":[119],"content":[120],"caching":[121],"delivery.":[123],"A":[124],"trace-driven":[125],"case":[126],"study":[127],"presented":[129],"demonstrate":[131],"effectiveness":[133],"of":[134],"proposed":[136],"AI-based":[140],"methods":[141],"increasing":[143],"throughput":[146],"performance.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":16}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
