{"id":"https://openalex.org/W4386432114","doi":"https://doi.org/10.1109/tnsm.2023.3311876","title":"Deep Learning for VBR Traffic Prediction-Based Proactive MBSFN Resource Allocation Approach","display_name":"Deep Learning for VBR Traffic Prediction-Based Proactive MBSFN Resource Allocation Approach","publication_year":2023,"publication_date":"2023-09-04","ids":{"openalex":"https://openalex.org/W4386432114","doi":"https://doi.org/10.1109/tnsm.2023.3311876"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2023.3311876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3311876","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Transactions on Network and Service Management","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/A5055606072","display_name":"Abdennaceur Ghandri","orcid":null},"institutions":[{"id":"https://openalex.org/I68916915","display_name":"University of Gab\u00e8s","ror":"https://ror.org/022efad20","country_code":"TN","type":"education","lineage":["https://openalex.org/I68916915"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Abdennaceur Ghandri","raw_affiliation_strings":["Department Informatique, Institut Supérieur de Gestion de Gabes, Gabes, Tunisia"],"raw_orcid":"https://orcid.org/0000-0001-8903-6613","affiliations":[{"raw_affiliation_string":"Department Informatique, Institut Supérieur de Gestion de Gabes, Gabes, Tunisia","institution_ids":["https://openalex.org/I68916915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049216564","display_name":"Houssem Eddine Nouri","orcid":"https://orcid.org/0000-0003-0901-1278"},"institutions":[{"id":"https://openalex.org/I68916915","display_name":"University of Gab\u00e8s","ror":"https://ror.org/022efad20","country_code":"TN","type":"education","lineage":["https://openalex.org/I68916915"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Houssem Eddine Nouri","raw_affiliation_strings":["ISGG’s Computer Science Departement, Institut Supérieur de Gestion de Gabes, Gabes, Tunisia"],"raw_orcid":"https://orcid.org/0000-0003-0901-1278","affiliations":[{"raw_affiliation_string":"ISGG’s Computer Science Departement, Institut Supérieur de Gestion de Gabes, Gabes, Tunisia","institution_ids":["https://openalex.org/I68916915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076570580","display_name":"Maher Ben Jemaa","orcid":null},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Maher Ben Jemaa","raw_affiliation_strings":["ReDCAD Laboratory, Ecole Nationale d’Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ReDCAD Laboratory, Ecole Nationale d’Ingénieurs de Sfax, Université de Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3937,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.81275467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"21","issue":"1","first_page":"463","last_page":"476"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.988099992275238,"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"}},"topics":[{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.988099992275238,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9860000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8953616619110107},{"id":"https://openalex.org/keywords/unicast","display_name":"Unicast","score":0.7415868043899536},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.67584228515625},{"id":"https://openalex.org/keywords/multicast","display_name":"Multicast","score":0.6668714284896851},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5402318239212036},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5122429728507996},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.45020854473114014},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.42671722173690796}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8953616619110107},{"id":"https://openalex.org/C11704745","wikidata":"https://www.wikidata.org/wiki/Q918337","display_name":"Unicast","level":3,"score":0.7415868043899536},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.67584228515625},{"id":"https://openalex.org/C32295351","wikidata":"https://www.wikidata.org/wiki/Q899288","display_name":"Multicast","level":2,"score":0.6668714284896851},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5402318239212036},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5122429728507996},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.45020854473114014},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.42671722173690796}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2023.3311876","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2023.3311876","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Transactions on Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W276372835","https://openalex.org/W1594882248","https://openalex.org/W1733806262","https://openalex.org/W1971237638","https://openalex.org/W2017651078","https://openalex.org/W2025709622","https://openalex.org/W2037710502","https://openalex.org/W2043918671","https://openalex.org/W2113175635","https://openalex.org/W2125515741","https://openalex.org/W2140199336","https://openalex.org/W2145296449","https://openalex.org/W2168417402","https://openalex.org/W2170372734","https://openalex.org/W2202515194","https://openalex.org/W2222789177","https://openalex.org/W2341236332","https://openalex.org/W2588151259","https://openalex.org/W2620119436","https://openalex.org/W2808483603","https://openalex.org/W2893070404","https://openalex.org/W2921544823","https://openalex.org/W3082381351","https://openalex.org/W3216831824","https://openalex.org/W4200091841","https://openalex.org/W4206909653"],"related_works":["https://openalex.org/W2141226803","https://openalex.org/W1972955796","https://openalex.org/W1541857863","https://openalex.org/W2219910205","https://openalex.org/W2978800595","https://openalex.org/W1966768284","https://openalex.org/W207048982","https://openalex.org/W2026651734","https://openalex.org/W2385427787","https://openalex.org/W2070403242"],"abstract_inverted_index":{"To":[0],"cope":[1],"with":[2,113],"the":[3,9,17,32,35,46,102,122,140,148],"growing":[4],"demand":[5],"for":[6,55,77],"multimedia":[7,25],"services,":[8],"3rd":[10],"Generation":[11],"Partnership":[12],"Project":[13],"(3GPP)":[14],"has":[15],"introduced":[16],"Multimedia":[18],"Broadcast/Multicast":[19],"Service":[20,63],"(MBMS)":[21],"to":[22,110,120,152,178],"better":[23],"distribute":[24],"content":[26],"over":[27],"mobile":[28],"network,":[29],"particularly":[30],"in":[31,45,106,132,176],"context":[33],"of":[34,62,104,147,165],"Multicast":[36],"Single":[37],"Frequency":[38],"Network":[39],"(MBSFN).":[40],"The":[41,144],"conventional":[42],"approach":[43,72,98],"specified":[44],"3GPP":[47],"standard":[48],"adopts":[49],"a":[50,94,128,159],"semi-static":[51],"resource":[52,96,133,142,186],"allocation":[53,97,103,187],"mechanism":[54],"MBMS":[56],"services":[57],"based":[58,157],"on":[59,158],"their":[60],"Quality":[61],"(QoS)":[64],"parameters":[65],"rather":[66],"than":[67],"real-time":[68],"traffic":[69,167],"behavior.":[70,168],"This":[71],"is":[73,119,151],"inefficient":[74],"and":[75,135,192,197],"unsuitable":[76],"Variable":[78],"Bit":[79],"Rate":[80],"(VBR)":[81],"video":[82,87],"traffic,":[83],"such":[84],"as":[85],"live":[86],"streaming.":[88],"In":[89],"this":[90],"paper,":[91],"we":[92],"propose":[93],"proactive":[95],"that":[99,172],"dynamically":[100],"adjusts":[101],"subframes":[105,156],"an":[107],"MBSFN":[108,141,155,185],"area":[109],"keep":[111],"pace":[112],"fluctuating":[114],"VBR":[115,166],"traffic.":[116,199],"Our":[117],"goal":[118],"maximize":[121],"overall":[123],"system":[124],"utility":[125],"by":[126],"striking":[127],"balance":[129],"between":[130,195],"fairness":[131,193],"sharing":[134],"throughput":[136],"maximization":[137],"while":[138,188],"reducing":[139],"waste.":[143],"main":[145],"idea":[146],"proposed":[149],"scheme":[150],"periodically":[153],"reallocate":[154],"Deep":[160],"Learning":[161],"(DL)":[162],"prediction":[163],"model":[164],"Simulation":[169],"results":[170],"show":[171],"our":[173],"developed":[174],"approach,":[175],"comparison":[177],"other":[179],"sophisticated":[180],"scheme,":[181],"can":[182],"effectively":[183],"improve":[184],"considering":[189],"QoS":[190],"requirements":[191],"constraints":[194],"unicast":[196],"multicast":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}