{"id":"https://openalex.org/W4408145474","doi":"https://doi.org/10.1109/tcomm.2025.3547722","title":"A Novel PODMAI Framework Enhanced by User Demand Prediction for Resource Allocation in Spectrum Sharing UAV Networks","display_name":"A Novel PODMAI Framework Enhanced by User Demand Prediction for Resource Allocation in Spectrum Sharing UAV Networks","publication_year":2025,"publication_date":"2025-03-04","ids":{"openalex":"https://openalex.org/W4408145474","doi":"https://doi.org/10.1109/tcomm.2025.3547722"},"language":"en","primary_location":{"id":"doi:10.1109/tcomm.2025.3547722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3547722","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Transactions on Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/id/eprint/10207195/7/Wong_A%20Novel%20PODMAI%20Framework%20Enhanced%20by%20User%20Demand%20Prediction%20for%20Resource%20Allocation%20in%20Spectrum%20Sharing%20UAV%20Networks_AAM.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009607295","display_name":"Rui Ding","orcid":"https://orcid.org/0000-0003-0460-316X"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rui Ding","raw_affiliation_strings":["College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, P. R. China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, P. R. China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011900098","display_name":"Fuhui Zhou","orcid":"https://orcid.org/0000-0001-6880-6244"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuhui Zhou","raw_affiliation_strings":["College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, P. R. China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, P. R. China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100785103","display_name":"Qihui Wu","orcid":"https://orcid.org/0000-0002-9521-5084"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qihui Wu","raw_affiliation_strings":["College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, P. R. China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, P. R. China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006080984","display_name":"Derrick Wing Kwan Ng","orcid":"https://orcid.org/0000-0001-6400-712X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Derrick Wing Kwan Ng","raw_affiliation_strings":["School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011048761","display_name":"Kai\u2010Kit Wong","orcid":"https://orcid.org/0000-0001-7521-0078"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kai-Kit Wong","raw_affiliation_strings":["Department of Electronic and Electrical Engineering, University College London, London, U.K","Department of Electronic and Electrical Engineering, University College London, Torrington Place, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, University College London, Torrington Place, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081018704","display_name":"Naofal Al\u2010Dhahir","orcid":"https://orcid.org/0000-0001-9894-8382"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naofal Al-Dhahir","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of Texas at Dallas, Richardson, TX, USA","Department of Electrical and Computer Engineering, University of Texas at Dallas, Richardson, TX, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of Texas at Dallas, Richardson, TX, USA","institution_ids":["https://openalex.org/I162577319"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Texas at Dallas, Richardson, TX, USA","institution_ids":["https://openalex.org/I162577319"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009607295"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":20.4253,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.98730423,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"73","issue":"9","first_page":"8243","last_page":"8259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9889000058174133,"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":0.9889000058174133,"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":0.9842000007629395,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.9782999753952026,"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/resource-allocation","display_name":"Resource allocation","score":0.6534281969070435},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6454211473464966},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5236974954605103},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4992964267730713},{"id":"https://openalex.org/keywords/frequency-allocation","display_name":"Frequency allocation","score":0.4736926555633545},{"id":"https://openalex.org/keywords/shared-resource","display_name":"Shared resource","score":0.4103187322616577},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.40992674231529236}],"concepts":[{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6534281969070435},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6454211473464966},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5236974954605103},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4992964267730713},{"id":"https://openalex.org/C134579502","wikidata":"https://www.wikidata.org/wiki/Q1455619","display_name":"Frequency allocation","level":2,"score":0.4736926555633545},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.4103187322616577},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40992674231529236}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcomm.2025.3547722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2025.3547722","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Transactions on Communications","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10207195","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10207195/","pdf_url":"https://discovery.ucl.ac.uk/id/eprint/10207195/7/Wong_A%20Novel%20PODMAI%20Framework%20Enhanced%20by%20User%20Demand%20Prediction%20for%20Resource%20Allocation%20in%20Spectrum%20Sharing%20UAV%20Networks_AAM.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Communications     p. 1.   (2025)     (In press).","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10207195","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10207195/","pdf_url":"https://discovery.ucl.ac.uk/id/eprint/10207195/7/Wong_A%20Novel%20PODMAI%20Framework%20Enhanced%20by%20User%20Demand%20Prediction%20for%20Resource%20Allocation%20in%20Spectrum%20Sharing%20UAV%20Networks_AAM.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Communications     p. 1.   (2025)     (In press).","raw_type":"Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5773916682","display_name":null,"funder_award_id":"2023YFB2904500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8431966463","display_name":null,"funder_award_id":"62222107","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408145474.pdf","grobid_xml":"https://content.openalex.org/works/W4408145474.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2190432600","https://openalex.org/W2463330366","https://openalex.org/W2797462110","https://openalex.org/W2908608035","https://openalex.org/W2921319277","https://openalex.org/W2962804513","https://openalex.org/W3002624084","https://openalex.org/W3002723509","https://openalex.org/W3012127008","https://openalex.org/W3015566992","https://openalex.org/W3016325548","https://openalex.org/W3038366466","https://openalex.org/W3045086480","https://openalex.org/W3046943120","https://openalex.org/W3083857315","https://openalex.org/W3108183788","https://openalex.org/W3170970335","https://openalex.org/W3193695988","https://openalex.org/W4200379301","https://openalex.org/W4210750869","https://openalex.org/W4226126908","https://openalex.org/W4285123210","https://openalex.org/W4285410907","https://openalex.org/W4285413656","https://openalex.org/W4296501318","https://openalex.org/W4301184656","https://openalex.org/W4308727363","https://openalex.org/W4312264045","https://openalex.org/W4317761493","https://openalex.org/W4319866328","https://openalex.org/W4327661929","https://openalex.org/W4372037215","https://openalex.org/W4379620513","https://openalex.org/W4386275850","https://openalex.org/W4386446939","https://openalex.org/W4388286336","https://openalex.org/W4390771634","https://openalex.org/W4391128868","https://openalex.org/W4391759531","https://openalex.org/W4392152285","https://openalex.org/W4394951241"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2138260944","https://openalex.org/W1487555369","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W1485627940","https://openalex.org/W2086872282","https://openalex.org/W2137789903"],"abstract_inverted_index":{"Spectrum":[0],"sharing":[1,56,172],"unmanned":[2],"aerial":[3],"vehicle":[4],"(UAV)":[5],"network":[6,141,174,195],"is":[7,86,96,115,142,167],"a":[8,35,137,170],"promising":[9],"technology":[10],"for":[11,39,152,169,226],"future":[12,23],"communication":[13,27],"systems":[14],"to":[15,33,46,88,98,117,144,207],"mitigate":[16],"the":[17,22,59,69,100,103,119,129,146,156,194,208,224],"spectrum":[18,55,161,171],"scarcity":[19],"problem.":[20],"However,":[21],"sixth-generation":[24],"large-scale":[25],"wireless":[26],"networks":[28],"are":[29],"expected":[30],"not":[31],"only":[32],"provide":[34],"high":[36],"data":[37],"rate":[38,179],"massive":[40],"numbers":[41],"of":[42,61,193],"users":[43],"but":[44],"also":[45],"meet":[47],"their":[48],"stringent":[49],"service":[50],"requirements.":[51],"Particularly":[52],"in":[53,191],"dynamic":[54,130,177],"UAV":[57,173],"networks,":[58],"coupling":[60],"multi-dimensional":[62],"resources":[63],"and":[64,71,111,133,163,222],"diverse":[65],"user":[66,131],"demands":[67],"make":[68],"efficient":[70],"real-time":[72,228],"resource":[73,153,219,229],"allocation":[74,162,220],"exceptionally":[75],"challenging.":[76],"A":[77,108],"partially":[78,123],"observable":[79,124],"deep":[80],"multi-agent":[81,113],"active":[82],"inference":[83],"(PODMAI)":[84],"framework":[85,151,215],"proposed":[87,186,201,214],"tackle":[89],"these":[90],"issues.":[91],"The":[92],"variational":[93],"free":[94],"energy":[95],"minimized":[97],"update":[99],"policy":[101],"exploiting":[102],"belief":[104],"based":[105],"learning":[106],"method.":[107],"decentralized":[109],"training":[110],"execution":[112],"strategy":[114],"designed":[116,143],"navigate":[118],"challenges":[120],"posed":[121],"by":[122],"information.":[125],"To":[126],"further":[127],"satisfy":[128],"demand":[132,147],"supplement":[134],"partial":[135],"observations,":[136],"joint":[138],"spatial-temporal-attention":[139],"prediction":[140,148],"construct":[145],"enhanced":[149],"PODMAI":[150],"allocation.":[154,230],"Exploiting":[155],"established":[157],"framework,":[158],"an":[159],"intelligent":[160,218],"trajectory":[164],"optimization":[165],"scheme":[166,187,202],"elaborated":[168],"with":[175],"multi-modal":[176],"transmission":[178,197],"demands.":[180],"Simulation":[181],"results":[182],"demonstrate":[183],"that":[184],"our":[185,200,213],"outperforms":[188],"benchmark":[189],"schemes":[190],"terms":[192],"sum":[196],"rate.":[198],"Additionally,":[199],"exhibits":[203],"faster":[204],"convergence":[205],"compared":[206],"conventional":[209],"reinforcement":[210],"learning.":[211],"Overall,":[212],"can":[216],"enrich":[217],"frameworks":[221],"pave":[223],"way":[225],"realizing":[227]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}