{"id":"https://openalex.org/W4399526347","doi":"https://doi.org/10.1109/ojcoms.2024.3412963","title":"Enhancing Healthcare Systems With Deep Reinforcement Learning: Insights Into D2D Communications and Remote Monitoring","display_name":"Enhancing Healthcare Systems With Deep Reinforcement Learning: Insights Into D2D Communications and Remote Monitoring","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399526347","doi":"https://doi.org/10.1109/ojcoms.2024.3412963"},"language":"en","primary_location":{"id":"doi:10.1109/ojcoms.2024.3412963","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2024.3412963","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/ojcoms.2024.3412963","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005080443","display_name":"Zina Chkirbene","orcid":"https://orcid.org/0000-0001-6764-188X"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Zina Chkirbene","raw_affiliation_strings":["Electrical Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073330071","display_name":"Ridha Hamila","orcid":"https://orcid.org/0000-0002-6920-7371"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ridha Hamila","raw_affiliation_strings":["Electrical Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069329155","display_name":"Devrim \u00dcnal","orcid":"https://orcid.org/0000-0003-3146-3502"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Devrim Unal","raw_affiliation_strings":["KINDI Center for Computing Research, College of Engineering, Qatar University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"KINDI Center for Computing Research, College of Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007583477","display_name":"Moncef Gabbouj","orcid":"https://orcid.org/0000-0002-9788-2323"},"institutions":[{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Moncef Gabbouj","raw_affiliation_strings":["Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland"],"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland","institution_ids":["https://openalex.org/I166825849"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001299811","display_name":"Mounir Hamdi","orcid":"https://orcid.org/0000-0002-9766-0085"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mounir Hamdi","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5005080443"],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":{"value":1750,"currency":"USD","value_usd":1750},"apc_paid":{"value":1750,"currency":"USD","value_usd":1750},"fwci":1.745,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.85113224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"5","issue":null,"first_page":"3824","last_page":"3838"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.45410001277923584,"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":0.45410001277923584,"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":0.6765412092208862},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.48212575912475586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4486881196498871},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3233978748321533},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26901963353157043},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10673552751541138}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6765412092208862},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.48212575912475586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4486881196498871},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3233978748321533},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26901963353157043},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10673552751541138},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/ojcoms.2024.3412963","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2024.3412963","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-163187","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-163187","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"},{"id":"pmh:oai:doaj.org/article:926561ab084946c59f320387a5942c6e","is_oa":true,"landing_page_url":"https://doaj.org/article/926561ab084946c59f320387a5942c6e","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Open Journal of the Communications Society, Vol 5, Pp 3824-3838 (2024)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/29899148","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/57849","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/57849","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1109/ojcoms.2024.3412963","is_oa":true,"landing_page_url":"https://doi.org/10.1109/ojcoms.2024.3412963","pdf_url":null,"source":{"id":"https://openalex.org/S4210202420","display_name":"IEEE Open Journal of the Communications Society","issn_l":"2644-125X","issn":["2644-125X"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Open Journal of the Communications Society","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334468","display_name":"Qatar National Library","ror":"https://ror.org/02jv93662"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4306904969","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2138720691","https://openalex.org/W2376932109","https://openalex.org/W4362501864","https://openalex.org/W2001405890"],"abstract_inverted_index":{"The":[0,180],"traditional":[1],"healthcare":[2,41,69,103,124,154,253],"system":[3],"is":[4,50,184],"increasingly":[5],"challenged":[6],"by":[7,70],"its":[8,185],"dependence":[9],"on":[10],"inperson":[11],"consultations":[12],"and":[13,25,34,47,74,99,109,209,222,237],"manual":[14],"monitoring,":[15],"struggling":[16],"with":[17,106],"issues":[18],"of":[19,23,44,102,123,182,218],"scalability,":[20],"the":[21,30,38,68,91,97,121,132,158,168,210,216,240],"immediacy":[22],"care,":[24],"efficient":[26,46],"resource":[27,82,147,160],"allocation.":[28],"As":[29],"global":[31],"population":[32],"ages":[33],"chronic":[35],"conditions":[36],"proliferate,":[37],"demand":[39],"for":[40,136,246],"systems":[42],"capable":[43],"delivering":[45],"remote":[48,248],"care":[49],"becoming":[51],"more":[52],"pressing.":[53],"In":[54],"this":[55,129],"context,":[56],"Deep":[57,133,190],"Reinforcement":[58,134,191],"Learning":[59,135,192],"(DRL)":[60,193],"emerges":[61],"as":[62,163],"a":[63,164,243],"technological":[64],"advancement":[65],"that":[66,119,188,204],"improves":[67],"enabling":[71],"smart,":[72],"adaptive,":[73],"real-time":[75,202,247],"decision-making":[76],"processes.":[77],"Existing":[78],"DRL":[79],"applications":[80],"in":[81,149,234,251],"allocation,":[83],"however,":[84],"face":[85],"significant":[86,232],"challenges.":[87],"They":[88],"often":[89],"lack":[90],"adaptability":[92],"required":[93],"to":[94,96,111,171,194,197],"respond":[95],"dynamic":[98],"complex":[100],"nature":[101],"environments,":[104],"struggle":[105],"optimizing":[107],"latency,":[108,208],"fail":[110],"address":[112],"specific":[113],"node":[114,177,206],"capacity":[115,178],"constraints":[116],"key":[117],"factors":[118],"impacts":[120],"effectiveness":[122],"applications.":[125],"Addressing":[126],"these":[127],"challenges,":[128],"paper":[130],"introduces":[131],"Live":[137],"Video":[138],"Transmission":[139],"(DRL-LVT)":[140],"framework.":[141],"This":[142],"new":[143],"technique":[144],"optimizes":[145],"video":[146,159],"allocation":[148,161],"Device-to-Device":[150],"(D2D)":[151],"networks":[152],"within":[153],"settings.":[155],"By":[156],"formulating":[157],"challenge":[162],"multi-objective":[165],"optimization":[166],"problem,":[167],"framework":[169,242],"aims":[170],"minimize":[172],"network":[173,212],"delays":[174],"while":[175],"respecting":[176],"limitations.":[179],"core":[181],"DRLLVT":[183],"novel":[186],"algorithm":[187],"leverages":[189],"dynamically":[195],"adapt":[196],"changing":[198],"environmental":[199],"conditions,":[200],"facilitating":[201],"decisions":[203],"consider":[205],"capacities,":[207],"overall":[211],"dynamics.":[213],"We":[214],"evaluate":[215],"performance":[217],"our":[219],"proposed":[220],"model":[221],"benchmark":[223],"it":[224],"against":[225],"existing":[226],"state-of-the-art":[227],"techniques.":[228],"Our":[229],"results":[230],"demonstrate":[231],"improvements":[233],"efficiency,":[235],"reliability,":[236],"adaptability,":[238],"making":[239],"DRL-LVT":[241],"robust":[244],"solution":[245],"patient":[249],"monitoring":[250],"smart":[252],"systems.":[254]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
