{"id":"https://openalex.org/W3109884127","doi":"https://doi.org/10.1109/access.2020.3040133","title":"A Study on Deep Learning for Latency Constraint Applications in Beyond 5G Wireless Systems","display_name":"A Study on Deep Learning for Latency Constraint Applications in Beyond 5G Wireless Systems","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3109884127","doi":"https://doi.org/10.1109/access.2020.3040133","mag":"3109884127"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3040133","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3040133","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09268052.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":null,"license_id":null,"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/ielx7/6287639/6514899/09268052.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046334164","display_name":"Suren Sritharan","orcid":"https://orcid.org/0000-0002-3030-6970"},"institutions":[{"id":"https://openalex.org/I111199411","display_name":"University of Peradeniya","ror":"https://ror.org/025h79t26","country_code":"LK","type":"education","lineage":["https://openalex.org/I111199411"]}],"countries":["LK"],"is_corresponding":true,"raw_author_name":"Suren Sritharan","raw_affiliation_strings":["Department of Computer Engineering, University of Peradeniya, Peradeniya, Sri Lanka"],"raw_orcid":"https://orcid.org/0000-0002-3030-6970","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, University of Peradeniya, Peradeniya, Sri Lanka","institution_ids":["https://openalex.org/I111199411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044546938","display_name":"Harshana Weligampola","orcid":"https://orcid.org/0000-0003-2819-6087"},"institutions":[{"id":"https://openalex.org/I111199411","display_name":"University of Peradeniya","ror":"https://ror.org/025h79t26","country_code":"LK","type":"education","lineage":["https://openalex.org/I111199411"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Harshana Weligampola","raw_affiliation_strings":["Department of Computer Engineering, University of Peradeniya, Peradeniya, Sri Lanka"],"raw_orcid":"https://orcid.org/0000-0003-2819-6087","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, University of Peradeniya, Peradeniya, Sri Lanka","institution_ids":["https://openalex.org/I111199411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026448728","display_name":"Haris Gacanin","orcid":"https://orcid.org/0000-0003-3168-8883"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Haris Gacanin","raw_affiliation_strings":["Faculty of Electrical Engineering and Information Technologies, RWTH Aachen University, Aachen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3168-8883","affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Information Technologies, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046334164"],"corresponding_institution_ids":["https://openalex.org/I111199411"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.8723,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.86179667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"8","issue":null,"first_page":"218037","last_page":"218061"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","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/T10148","display_name":"Advanced MIMO Systems Optimization","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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9995999932289124,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9990000128746033,"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":0.8282880783081055},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6007596254348755},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.544183075428009},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5418369174003601},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48385870456695557},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4642323851585388},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4537492096424103},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4421800971031189},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4268261790275574},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1066541075706482}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8282880783081055},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6007596254348755},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.544183075428009},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5418369174003601},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48385870456695557},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4642323851585388},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4537492096424103},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4421800971031189},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4268261790275574},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1066541075706482}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2020.3040133","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3040133","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09268052.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:498ff332d27c4226b8da064c9469a1c1","is_oa":true,"landing_page_url":"https://doaj.org/article/498ff332d27c4226b8da064c9469a1c1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"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 8, Pp 218037-218061 (2020)","raw_type":"article"},{"id":"pmh:oai:publications.rwth-aachen.de:810104","is_oa":true,"landing_page_url":"https://publications.rwth-aachen.de/record/810104","pdf_url":null,"source":{"id":"https://openalex.org/S4306401033","display_name":"RWTH Publications (RWTH Aachen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887968799","host_organization_name":"RWTH Aachen University","host_organization_lineage":["https://openalex.org/I887968799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE access 8, 218037-218061 (2020). doi:10.1109/ACCESS.2020.3040133","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3040133","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3040133","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09268052.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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3109884127.pdf","grobid_xml":"https://content.openalex.org/works/W3109884127.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1569512666","https://openalex.org/W1806891645","https://openalex.org/W1970830346","https://openalex.org/W2020731358","https://openalex.org/W2096121127","https://openalex.org/W2100755644","https://openalex.org/W2106749358","https://openalex.org/W2121863487","https://openalex.org/W2126351339","https://openalex.org/W2156876426","https://openalex.org/W2170475648","https://openalex.org/W2173564293","https://openalex.org/W2523246573","https://openalex.org/W2562941425","https://openalex.org/W2616867685","https://openalex.org/W2734408173","https://openalex.org/W2784711283","https://openalex.org/W2790747220","https://openalex.org/W2803370496","https://openalex.org/W2836120994","https://openalex.org/W2837805563","https://openalex.org/W2883104796","https://openalex.org/W2885195348","https://openalex.org/W2895051796","https://openalex.org/W2900804979","https://openalex.org/W2905885786","https://openalex.org/W2919115771","https://openalex.org/W2939348587","https://openalex.org/W2948712218","https://openalex.org/W2951799221","https://openalex.org/W2955924844","https://openalex.org/W2956537170","https://openalex.org/W2962786421","https://openalex.org/W2962841091","https://openalex.org/W2962883549","https://openalex.org/W2963000651","https://openalex.org/W2963250023","https://openalex.org/W2963864421","https://openalex.org/W2964005248","https://openalex.org/W2964121744","https://openalex.org/W2966727109","https://openalex.org/W2969195240","https://openalex.org/W2971598376","https://openalex.org/W2977923642","https://openalex.org/W2981096252","https://openalex.org/W2981598692","https://openalex.org/W2981871664","https://openalex.org/W2982666652","https://openalex.org/W2996088740","https://openalex.org/W3006541201","https://openalex.org/W3008988392","https://openalex.org/W3016146955","https://openalex.org/W3045086480","https://openalex.org/W3059813204","https://openalex.org/W3088566444","https://openalex.org/W3100789280","https://openalex.org/W3102812201","https://openalex.org/W4214717370","https://openalex.org/W4248676392","https://openalex.org/W6631190155","https://openalex.org/W6683161558","https://openalex.org/W6684921986","https://openalex.org/W6685444567","https://openalex.org/W6727249380"],"related_works":["https://openalex.org/W4362501864","https://openalex.org/W4306904969","https://openalex.org/W4380318855","https://openalex.org/W2138720691","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W3049728571","https://openalex.org/W2024136090","https://openalex.org/W3133147449","https://openalex.org/W1901143057"],"abstract_inverted_index":{"The":[0],"fifth":[1],"generation":[2,70,159],"(5G)":[3],"of":[4,35,71,88,95,131,198],"wireless":[5,57,72],"communications":[6,73],"has":[7],"led":[8],"to":[9,37,74,119,161,183,194,210],"many":[10],"advancements":[11],"in":[12,56,67,92,98,150],"technologies":[13],"such":[14,134],"as":[15,135],"large":[16],"and":[17,25,41,111,115,137],"distributed":[18],"antenna":[19],"arrays,":[20],"ultra-dense":[21],"networks,":[22],"software-based":[23],"networks":[24],"network":[26],"virtualization.":[27],"However,":[28],"the":[29,68,78,85,93,105,129,140,151,196,211],"need":[30,190],"for":[31,44,216],"a":[32,64,99,156],"higher":[33],"level":[34],"automation":[36],"establish":[38],"hyper-low":[39],"latency,":[40],"hyper-high":[42],"reliability":[43,138],"beyond":[45],"5G":[46],"applications":[47,55],"requires":[48],"extensive":[49],"research":[50],"on":[51,104,139],"machine":[52],"learning":[53,60,90,117,145,165,177],"with":[54,77,143],"communications.":[58],"Thereby,":[59],"techniques":[61],"will":[62],"take":[63],"central":[65],"stage":[66],"sixth":[69],"cope":[75],"up":[76],"stringent":[79],"application":[80],"requirements.":[81],"This":[82],"paper":[83],"studies":[84],"practical":[86,106,132,180],"limitations":[87,107],"these":[89],"methods":[91],"context":[94],"resource":[96,170,213],"management":[97,171],"non-stationary":[100,152],"radio":[101],"environment.":[102],"Based":[103],"we":[108,154],"carefully":[109],"design":[110,193],"propose":[112],"supervised,":[113],"unsupervised,":[114],"reinforcement":[116],"models":[118,166,178,189],"support":[120],"rate":[121,141],"maximization":[122,142],"objective":[123],"under":[124],"user":[125],"mobility.":[126],"We":[127],"study":[128],"effects":[130],"systems":[133],"latency":[136],"deep":[144],"models.":[146],"For":[147],"common":[148],"testing":[149],"environment,":[153],"present":[155],"generic":[157],"dataset":[158],"method":[160],"benchmark":[162],"across":[163],"different":[164],"versus":[167],"traditional":[168],"optimal":[169,200],"solutions.":[172],"Our":[173],"results":[174],"indicate":[175],"that":[176],"have":[179],"challenges":[181],"related":[182],"training":[184],"limiting":[185],"their":[186],"applications.":[187],"These":[188],"an":[191,199,203],"environment-specific":[192],"reach":[195],"accuracy":[197],"algorithm.":[201],"Such":[202],"approach":[204],"is":[205],"practically":[206],"not":[207],"realistic":[208],"due":[209],"high":[212],"requirement":[214],"needed":[215],"frequent":[217],"retraining.":[218]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
