{"id":"https://openalex.org/W4410227714","doi":"https://doi.org/10.1109/wcnc61545.2025.10978764","title":"Cognitive UAV-Assisted Offloading for Mobile Edge Computing Based on Multi-Agent Deep Reinforcement Learning","display_name":"Cognitive UAV-Assisted Offloading for Mobile Edge Computing Based on Multi-Agent Deep Reinforcement Learning","publication_year":2025,"publication_date":"2025-03-24","ids":{"openalex":"https://openalex.org/W4410227714","doi":"https://doi.org/10.1109/wcnc61545.2025.10978764"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc61545.2025.10978764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978764","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5016493225","display_name":"Shaoai Guo","orcid":"https://orcid.org/0000-0001-5669-5823"},"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/I4210136497","display_name":"Jilin Medical University","ror":"https://ror.org/03mzw7781","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136497"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoai Guo","raw_affiliation_strings":["College of Communication Engineering, Jilin University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication Engineering, Jilin University,China","institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210136497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100697313","display_name":"Zan Li","orcid":"https://orcid.org/0000-0002-0045-2010"},"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/I4210136497","display_name":"Jilin Medical University","ror":"https://ror.org/03mzw7781","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136497"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zan Li","raw_affiliation_strings":["College of Communication Engineering, Jilin University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication Engineering, Jilin University,China","institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210136497"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114585154","display_name":"Junjie Yan","orcid":"https://orcid.org/0009-0000-9362-3941"},"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/I4210136497","display_name":"Jilin Medical University","ror":"https://ror.org/03mzw7781","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136497"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Yan","raw_affiliation_strings":["College of Communication Engineering, Jilin University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication Engineering, Jilin University,China","institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210136497"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101868750","display_name":"Xiaohui Zhao","orcid":"https://orcid.org/0000-0002-8449-0136"},"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/I4210136497","display_name":"Jilin Medical University","ror":"https://ror.org/03mzw7781","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136497"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohui Zhao","raw_affiliation_strings":["College of Communication Engineering, Jilin University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Communication Engineering, Jilin University,China","institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210136497"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9718999862670898,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11133","display_name":"UAV Applications and Optimization","score":0.9718999862670898,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.9609000086784363,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8577735424041748},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7494322657585144},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5963467955589294},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5857394933700562},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5693202614784241},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4990537166595459},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.48344168066978455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38145357370376587},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08837509155273438}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8577735424041748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7494322657585144},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5963467955589294},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5857394933700562},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5693202614784241},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4990537166595459},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48344168066978455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38145357370376587},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08837509155273438},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc61545.2025.10978764","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcnc61545.2025.10978764","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2031834036","https://openalex.org/W2769069872","https://openalex.org/W3016321623","https://openalex.org/W3140381130","https://openalex.org/W4210369167","https://openalex.org/W4214866088","https://openalex.org/W4226135175","https://openalex.org/W4392207799","https://openalex.org/W4396982249","https://openalex.org/W6738796088"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W2914646191","https://openalex.org/W3174690704","https://openalex.org/W4221092438","https://openalex.org/W4406207611","https://openalex.org/W3023564924"],"abstract_inverted_index":{"Considering":[0],"the":[1,53,59,98,107,111],"limited":[2],"spectrum":[3,29],"and":[4,43,83,110],"incomplete":[5],"coverage":[6],"of":[7,61],"communication":[8,63,113],"infrastructures":[9],"for":[10,34],"mobile":[11],"edge":[12],"computing":[13],"(MEC),":[14],"we":[15,70],"present":[16],"a":[17,74,85],"cognitive":[18],"unmanned":[19],"aerial":[20],"vehicle":[21],"(UAV)-assisted":[22],"MEC":[23],"system,":[24],"where":[25],"UAVs":[26],"share":[27],"licensed":[28],"with":[30],"primary":[31],"user":[32],"(PU)":[33],"computation":[35,44],"offloading.":[36],"A":[37],"joint":[38],"trajectory":[39],"design,":[40],"power":[41],"control,":[42],"task":[45],"allocation":[46],"(JTPAC)":[47],"problem":[48],"is":[49],"formulated":[50],"to":[51,106],"minimize":[52],"long":[54],"term":[55],"system":[56,103],"cost":[57,104],"under":[58,118],"constraint":[60],"PU":[62,112],"rate.":[64],"To":[65],"solve":[66],"this":[67],"complicated":[68],"problem,":[69],"transform":[71],"it":[72],"into":[73],"partially":[75],"observable":[76],"Markov":[77],"decision":[78],"process":[79],"(POMDP)":[80],"based":[81],"optimization":[82],"propose":[84],"multi-agent":[86],"deep":[87],"deterministic":[88],"policy":[89],"gradient":[90],"(MADDPG)-based":[91],"JTPAC":[92],"algorithm.":[93],"Simulation":[94],"results":[95],"show":[96],"that":[97],"proposed":[99],"algorithm":[100],"achieves":[101],"lower":[102],"compared":[105],"benchmark":[108],"algorithms":[109],"rate":[114],"can":[115],"be":[116],"guaranteed":[117],"different":[119],"situations.":[120]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
