{"id":"https://openalex.org/W4407574961","doi":"https://doi.org/10.1109/jiot.2025.3542025","title":"AAV-Assisted Joint Mobile Edge Computing and Data Collection via Matching-Enabled Deep Reinforcement Learning","display_name":"AAV-Assisted Joint Mobile Edge Computing and Data Collection via Matching-Enabled Deep Reinforcement Learning","publication_year":2025,"publication_date":"2025-02-14","ids":{"openalex":"https://openalex.org/W4407574961","doi":"https://doi.org/10.1109/jiot.2025.3542025"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3542025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3542025","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5031107949","display_name":"Boxiong Wang","orcid":"https://orcid.org/0000-0002-8919-474X"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Boxiong Wang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041210883","display_name":"Hui Kang","orcid":"https://orcid.org/0000-0002-1077-1322"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Kang","raw_affiliation_strings":["College of Computer Science and Technology and the Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China","College of Computer Science and Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology and the Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100462964","display_name":"Jiahui Li","orcid":"https://orcid.org/0000-0002-7454-3257"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Li","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085514719","display_name":"Geng Sun","orcid":"https://orcid.org/0000-0001-7802-4908"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Geng Sun","raw_affiliation_strings":["College of Computer Science and Technology and the Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China","College of Computer Science and Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology and the Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061941908","display_name":"Zemin Sun","orcid":"https://orcid.org/0000-0001-5273-8232"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zemin Sun","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727959","display_name":"Jiacheng Wang","orcid":"https://orcid.org/0000-0003-1252-8761"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiacheng Wang","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore","College of Computing and Data Science, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore","College of Computing and Data Science, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5031107949"],"corresponding_institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210134929"],"apc_list":null,"apc_paid":null,"fwci":22.3314,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.9937862,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"12","first_page":"19782","last_page":"19800"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9660999774932861,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9660999774932861,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9609000086784363,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9599999785423279,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8214142918586731},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7377785444259644},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.5606743693351746},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5102412700653076},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.4903736114501953},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.4751032590866089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46236422657966614},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.44749921560287476},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.44440722465515137},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.4227047562599182},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4175880551338196},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3407784402370453},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32452592253685},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3169557452201843},{"id":"https://openalex.org/keywords/mobile-radio","display_name":"Mobile radio","score":0.2043798863887787},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10017862915992737}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8214142918586731},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7377785444259644},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.5606743693351746},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5102412700653076},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.4903736114501953},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.4751032590866089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46236422657966614},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.44749921560287476},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.44440722465515137},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.4227047562599182},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4175880551338196},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3407784402370453},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32452592253685},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3169557452201843},{"id":"https://openalex.org/C2781307350","wikidata":"https://www.wikidata.org/wiki/Q6887221","display_name":"Mobile radio","level":2,"score":0.2043798863887787},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10017862915992737},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3542025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3542025","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2629426638","display_name":null,"funder_award_id":"61871200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6464733988","display_name":null,"funder_award_id":"62272194","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8243988991","display_name":null,"funder_award_id":"62172186","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":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W2126137945","https://openalex.org/W2516316490","https://openalex.org/W2528788999","https://openalex.org/W2563375543","https://openalex.org/W2808453126","https://openalex.org/W2904246096","https://openalex.org/W2999225051","https://openalex.org/W3005478472","https://openalex.org/W3122863029","https://openalex.org/W3137956968","https://openalex.org/W3153837211","https://openalex.org/W3165816055","https://openalex.org/W3167366661","https://openalex.org/W3167450743","https://openalex.org/W3169114806","https://openalex.org/W3172200957","https://openalex.org/W3179018212","https://openalex.org/W3213342551","https://openalex.org/W4205833229","https://openalex.org/W4214528998","https://openalex.org/W4224291875","https://openalex.org/W4285191453","https://openalex.org/W4293195481","https://openalex.org/W4294310858","https://openalex.org/W4312264399","https://openalex.org/W4312523062","https://openalex.org/W4313053130","https://openalex.org/W4323796746","https://openalex.org/W4365128504","https://openalex.org/W4381327599","https://openalex.org/W4381785576","https://openalex.org/W4383899488","https://openalex.org/W4383988869","https://openalex.org/W4384787983","https://openalex.org/W4384916947","https://openalex.org/W4385453605","https://openalex.org/W4385975751","https://openalex.org/W4387197061","https://openalex.org/W4387885598","https://openalex.org/W4388407822","https://openalex.org/W4388878508","https://openalex.org/W4390496060","https://openalex.org/W4390659127","https://openalex.org/W4390659130","https://openalex.org/W4391579468","https://openalex.org/W4391853730","https://openalex.org/W4392294045","https://openalex.org/W4398172487","https://openalex.org/W4400903658","https://openalex.org/W4401387156","https://openalex.org/W4401726109","https://openalex.org/W4404562994","https://openalex.org/W4404627488","https://openalex.org/W4405219956","https://openalex.org/W4405710306","https://openalex.org/W6741002519","https://openalex.org/W6748839928"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W4221092438","https://openalex.org/W4406207611","https://openalex.org/W4385335479","https://openalex.org/W2905685817","https://openalex.org/W2730940305","https://openalex.org/W4207020266"],"abstract_inverted_index":{"Autonomous":[0],"aerial":[1],"vehicle":[2],"(AAV)-assisted":[3],"mobile":[4],"edge":[5],"computing":[6],"(MEC)":[7],"and":[8,24,48,70,89,114,164,171],"data":[9,52],"collection":[10],"(DC)":[11],"have":[12],"been":[13],"popular":[14],"research":[15],"issues.":[16],"Different":[17],"from":[18],"existing":[19],"works":[20],"that":[21,66,80,135,153],"consider":[22],"MEC":[23,46],"DC":[25,174],"scenarios":[26],"separately,":[27],"this":[28],"article":[29],"investigates":[30],"a":[31,39,60,75,121,130],"multi-AAV-assisted":[32],"joint":[33,40,146],"MEC-DC":[34],"system.":[35],"Specifically,":[36,100],"we":[37,73,101,128],"formulate":[38],"optimization":[41,69,104,147],"problem":[42,55,65,98,105,148],"to":[43,95,142,159],"minimize":[44],"the":[45,50,83,97,103,116,137,144,154,161,168,173],"latency":[47,170],"maximize":[49],"collected":[51],"volume.":[53],"This":[54],"can":[56,165],"be":[57],"classified":[58],"as":[59],"nonconvex":[61],"mixed":[62],"integer":[63],"programming":[64],"exhibits":[67],"long-term":[68],"dynamics.":[71],"Thus,":[72],"propose":[74,129],"deep":[76],"reinforcement":[77],"learning-based":[78],"approach":[79,134],"jointly":[81],"optimizes":[82],"AAV":[84],"movement,":[85],"user":[86,90,117],"transmit":[87],"power,":[88],"association":[91,118,124],"in":[92],"real":[93],"time":[94],"solve":[96,143],"efficiently.":[99],"reformulate":[102],"into":[106],"an":[107],"action":[108],"space-reduced":[109],"Markov":[110],"decision":[111],"process":[112],"(MDP)":[113],"optimize":[115],"by":[119],"using":[120],"two-phase":[122],"matching-based":[123],"(TMA)":[125],"strategy.":[126],"Subsequently,":[127],"soft":[131],"actor-critic":[132],"(SAC)-based":[133],"integrates":[136],"proposed":[138,155],"TMA":[139],"strategy":[140],"(SAC-TMA)":[141],"formulated":[145],"collaboratively.":[149],"Simulation":[150],"results":[151],"demonstrate":[152],"SAC-TMA":[156],"is":[157],"able":[158],"coordinate":[160],"two":[162],"subsystems":[163],"effectively":[166],"reduce":[167],"system":[169],"improve":[172],"volume":[175],"compared":[176],"with":[177],"other":[178],"benchmark":[179],"algorithms.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":12}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-02-15T00:00:00"}
