{"id":"https://openalex.org/W2963197931","doi":"https://doi.org/10.1109/access.2019.2929480","title":"Deep Learning-Based Dynamic Bandwidth Allocation for Future Optical Access Networks","display_name":"Deep Learning-Based Dynamic Bandwidth Allocation for Future Optical Access Networks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2963197931","doi":"https://doi.org/10.1109/access.2019.2929480","mag":"2963197931"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2929480","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2929480","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08765309.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08765309.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049856406","display_name":"John Abied Hatem","orcid":"https://orcid.org/0000-0001-9059-8146"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":true,"raw_author_name":"John Abied Hatem","raw_affiliation_strings":["American University of Beirut, Beirut, Lebanon"],"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040093487","display_name":"Ahmad R. Dhaini","orcid":"https://orcid.org/0000-0001-6533-6099"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Ahmad R. Dhaini","raw_affiliation_strings":["American University of Beirut, Beirut, Lebanon"],"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018343355","display_name":"Shady Elbassuoni","orcid":"https://orcid.org/0000-0002-3491-6311"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Shady Elbassuoni","raw_affiliation_strings":["American University of Beirut, Beirut, Lebanon"],"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049856406"],"corresponding_institution_ids":["https://openalex.org/I98635879"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.1312,"has_fulltext":true,"cited_by_count":59,"citation_normalized_percentile":{"value":0.92128557,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"97307","last_page":"97318"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9998999834060669,"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/T10232","display_name":"Optical Network Technologies","score":0.9998999834060669,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9998999834060669,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9998000264167786,"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":0.7880842685699463},{"id":"https://openalex.org/keywords/dynamic-bandwidth-allocation","display_name":"Dynamic bandwidth allocation","score":0.7723633646965027},{"id":"https://openalex.org/keywords/passive-optical-network","display_name":"Passive optical network","score":0.6781396269798279},{"id":"https://openalex.org/keywords/bandwidth-allocation","display_name":"Bandwidth allocation","score":0.6203128099441528},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.6150494813919067},{"id":"https://openalex.org/keywords/broadband","display_name":"Broadband","score":0.5743014812469482},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5350564122200012},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5347816944122314},{"id":"https://openalex.org/keywords/optical-line-termination","display_name":"Optical line termination","score":0.5082475543022156},{"id":"https://openalex.org/keywords/ethernet","display_name":"Ethernet","score":0.48613378405570984},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4791402518749237},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4735231399536133},{"id":"https://openalex.org/keywords/access-network","display_name":"Access network","score":0.4128313660621643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3491605520248413},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34799981117248535},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.23046568036079407},{"id":"https://openalex.org/keywords/wavelength-division-multiplexing","display_name":"Wavelength-division multiplexing","score":0.13089364767074585}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7880842685699463},{"id":"https://openalex.org/C145062175","wikidata":"https://www.wikidata.org/wiki/Q5318947","display_name":"Dynamic bandwidth allocation","level":3,"score":0.7723633646965027},{"id":"https://openalex.org/C204827203","wikidata":"https://www.wikidata.org/wiki/Q1027795","display_name":"Passive optical network","level":4,"score":0.6781396269798279},{"id":"https://openalex.org/C200157131","wikidata":"https://www.wikidata.org/wiki/Q4854763","display_name":"Bandwidth allocation","level":3,"score":0.6203128099441528},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.6150494813919067},{"id":"https://openalex.org/C509933004","wikidata":"https://www.wikidata.org/wiki/Q194163","display_name":"Broadband","level":2,"score":0.5743014812469482},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5350564122200012},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5347816944122314},{"id":"https://openalex.org/C33346488","wikidata":"https://www.wikidata.org/wiki/Q3354452","display_name":"Optical line termination","level":5,"score":0.5082475543022156},{"id":"https://openalex.org/C172173386","wikidata":"https://www.wikidata.org/wiki/Q79984","display_name":"Ethernet","level":2,"score":0.48613378405570984},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4791402518749237},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4735231399536133},{"id":"https://openalex.org/C62793504","wikidata":"https://www.wikidata.org/wiki/Q228327","display_name":"Access network","level":2,"score":0.4128313660621643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3491605520248413},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34799981117248535},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.23046568036079407},{"id":"https://openalex.org/C160724564","wikidata":"https://www.wikidata.org/wiki/Q1620670","display_name":"Wavelength-division multiplexing","level":3,"score":0.13089364767074585},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.0},{"id":"https://openalex.org/C6260449","wikidata":"https://www.wikidata.org/wiki/Q41364","display_name":"Wavelength","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2929480","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2929480","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08765309.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:eb8802ffc0014c9786244956b23a67e9","is_oa":true,"landing_page_url":"https://doaj.org/article/eb8802ffc0014c9786244956b23a67e9","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 97307-97318 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2929480","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2929480","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08765309.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G8548638146","display_name":null,"funder_award_id":"103367","funder_id":"https://openalex.org/F4320309999","funder_display_name":"American University of Beirut"}],"funders":[{"id":"https://openalex.org/F4320309999","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2963197931.pdf","grobid_xml":"https://content.openalex.org/works/W2963197931.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1499864241","https://openalex.org/W1528473325","https://openalex.org/W1996102080","https://openalex.org/W2045082012","https://openalex.org/W2048644055","https://openalex.org/W2064675550","https://openalex.org/W2091770145","https://openalex.org/W2102481563","https://openalex.org/W2103849785","https://openalex.org/W2105818147","https://openalex.org/W2130234764","https://openalex.org/W2137572677","https://openalex.org/W2138720770","https://openalex.org/W2152053675","https://openalex.org/W2158488708","https://openalex.org/W2164271348","https://openalex.org/W2420591672","https://openalex.org/W2495894458","https://openalex.org/W2533328922","https://openalex.org/W2575148973","https://openalex.org/W2603648311","https://openalex.org/W2609776215","https://openalex.org/W2614459600","https://openalex.org/W2753639319","https://openalex.org/W2771644755","https://openalex.org/W2781788077","https://openalex.org/W2783993599","https://openalex.org/W2793311937","https://openalex.org/W2796358562","https://openalex.org/W2809684781","https://openalex.org/W2810973780","https://openalex.org/W2811013986","https://openalex.org/W2858441627","https://openalex.org/W2888903481","https://openalex.org/W2897567510","https://openalex.org/W2921691489","https://openalex.org/W2963432161","https://openalex.org/W2964101383","https://openalex.org/W3103211661","https://openalex.org/W6629930100","https://openalex.org/W6735826779","https://openalex.org/W6738647598","https://openalex.org/W6766029203"],"related_works":["https://openalex.org/W2912229983","https://openalex.org/W2108101093","https://openalex.org/W4385758634","https://openalex.org/W2071483387","https://openalex.org/W2135864329","https://openalex.org/W2594697728","https://openalex.org/W2220362161","https://openalex.org/W1987393027","https://openalex.org/W2020352445","https://openalex.org/W1560774471"],"abstract_inverted_index":{"Over":[0],"the":[1,50,75,90,108,115,120,129,136,139],"last":[2],"decade,":[3],"Passive":[4],"Optical":[5],"Networks":[6],"(PONs)":[7],"have":[8],"emerged":[9],"as":[10,30],"an":[11],"ideal":[12],"candidate":[13],"for":[14,34,53,146],"next-generation":[15],"broadband":[16],"access":[17],"networks.":[18],"Meanwhile,":[19],"machine":[20],"learning":[21,26,56,105],"and":[22,38,45,79,143],"more":[23],"specifically":[24],"deep":[25,55,104],"has":[27],"been":[28],"regarded":[29],"a":[31,98],"star":[32],"technology":[33],"solving":[35],"complex":[36],"classification":[37],"prediction":[39],"problems.":[40],"Recent":[41],"advances":[42],"in":[43,71,89,123],"hardware":[44],"cloud":[46],"technologies":[47],"offer":[48,144],"all":[49],"necessary":[51],"capabilities":[52],"employing":[54],"to":[57,83,106,119],"enhance":[58],"Next-Generation":[59],"Ethernet":[60],"PON's":[61],"(NG-EPON)":[62],"performance.":[63],"In":[64,93],"NG-EPON":[65,124],"systems,":[66],"control":[67,116],"messages":[68],"are":[69],"exchanged":[70],"every":[72],"cycle":[73],"between":[74],"optical":[76,80],"line":[77,149],"terminal":[78],"network":[81],"units":[82],"enable":[84],"dynamic":[85],"bandwidth":[86,109,130],"allocation":[87],"(DBA)":[88],"upstream":[91],"direction.":[92],"this":[94,147],"paper,":[95],"we":[96],"propose":[97],"novel":[99],"DBA":[100,141],"approach":[101,142],"that":[102,114],"employs":[103],"predict":[107],"demand":[110],"of":[111,138,150],"end-users":[112],"so":[113],"overhead":[117],"due":[118],"request-grant":[121],"mechanism":[122],"is":[125],"reduced,":[126],"thereby":[127],"increasing":[128],"utilization.":[131],"The":[132],"extensive":[133],"simulations":[134],"highlight":[135],"merits":[137],"new":[140,148],"insights":[145],"research.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":4}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}