{"id":"https://openalex.org/W4315783196","doi":"https://doi.org/10.1109/gcwkshps56602.2022.10008702","title":"Deep-Learning Based Proactive Handover for 5G/6G Mobile Networks using Wireless Information","display_name":"Deep-Learning Based Proactive Handover for 5G/6G Mobile Networks using Wireless Information","publication_year":2022,"publication_date":"2022-12-04","ids":{"openalex":"https://openalex.org/W4315783196","doi":"https://doi.org/10.1109/gcwkshps56602.2022.10008702"},"language":"en","primary_location":{"id":"doi:10.1109/gcwkshps56602.2022.10008702","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshps56602.2022.10008702","pdf_url":null,"source":{"id":"https://openalex.org/S4363605011","display_name":"2022 IEEE Globecom Workshops (GC Wkshps)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-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/A5044721863","display_name":"Satya Kumar Vankayala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Satya Kumar Vankayala","raw_affiliation_strings":["Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070488027","display_name":"Sai Krishna Santosh Gollapudi","orcid":"https://orcid.org/0000-0002-9858-2947"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sai Krishna Santosh Gollapudi","raw_affiliation_strings":["Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101656191","display_name":"Sukhdeep Singh","orcid":"https://orcid.org/0000-0002-8561-484X"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sukhdeep Singh","raw_affiliation_strings":["Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011884526","display_name":"Bharat Jain","orcid":"https://orcid.org/0000-0001-6859-3357"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bharat Jain","raw_affiliation_strings":["Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung R & D Institute,Networks S/W R & D Group,Bengaluru,India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109566077","display_name":"Seungil Yoon","orcid":null},"institutions":[{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungil Yoon","raw_affiliation_strings":["Samsung Electronics,Networks S/W R & D Group,Suwon,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Electronics,Networks S/W R & D Group,Suwon,South Korea","institution_ids":["https://openalex.org/I2250650973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088617561","display_name":"Ali Kashif Bashir","orcid":"https://orcid.org/0000-0003-2601-9327"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]},{"id":"https://openalex.org/I3131870445","display_name":"Woxsen School of Business","ror":"https://ror.org/0305fyb87","country_code":"IN","type":"education","lineage":["https://openalex.org/I3131870445"]}],"countries":["GB","IN"],"is_corresponding":false,"raw_author_name":"Ali Kashif Bashir","raw_affiliation_strings":["Manchester Metropolitan University,Manchester,UK","Woxsen School of Business, Woxsen University, India","Manchester Metropolitan University, Manchester, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manchester Metropolitan University,Manchester,UK","institution_ids":["https://openalex.org/I11983389"]},{"raw_affiliation_string":"Woxsen School of Business, Woxsen University, India","institution_ids":["https://openalex.org/I3131870445"]},{"raw_affiliation_string":"Manchester Metropolitan University, Manchester, UK","institution_ids":["https://openalex.org/I11983389"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7842,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.97127281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"461","last_page":"466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9994000196456909,"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":0.9994000196456909,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9980999827384949,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9973999857902527,"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/handover","display_name":"Handover","score":0.8089284896850586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.800331175327301},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5673776865005493},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5383483171463013},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5026707649230957},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.44788992404937744},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3574201166629791},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.21166208386421204}],"concepts":[{"id":"https://openalex.org/C111852164","wikidata":"https://www.wikidata.org/wiki/Q1414679","display_name":"Handover","level":2,"score":0.8089284896850586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.800331175327301},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5673776865005493},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5383483171463013},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5026707649230957},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.44788992404937744},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3574201166629791},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.21166208386421204}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcwkshps56602.2022.10008702","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshps56602.2022.10008702","pdf_url":null,"source":{"id":"https://openalex.org/S4363605011","display_name":"2022 IEEE Globecom Workshops (GC Wkshps)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.7599999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W2116334496","https://openalex.org/W2346891518","https://openalex.org/W2575875755","https://openalex.org/W2587051564","https://openalex.org/W2724926863","https://openalex.org/W2765833400","https://openalex.org/W2955897898","https://openalex.org/W2964060007","https://openalex.org/W2985551774","https://openalex.org/W3023862843","https://openalex.org/W3036327743","https://openalex.org/W3043284621","https://openalex.org/W3046132566","https://openalex.org/W3091391704","https://openalex.org/W3091752016","https://openalex.org/W3098450357","https://openalex.org/W3100119410","https://openalex.org/W3118968349","https://openalex.org/W3194668692","https://openalex.org/W3212289002","https://openalex.org/W4206739262","https://openalex.org/W4210912606","https://openalex.org/W4220915876","https://openalex.org/W4225359204","https://openalex.org/W4226298050","https://openalex.org/W4285106331","https://openalex.org/W6745378982","https://openalex.org/W6809571007"],"related_works":["https://openalex.org/W2520149731","https://openalex.org/W1981519115","https://openalex.org/W1985631144","https://openalex.org/W2087123996","https://openalex.org/W3111553259","https://openalex.org/W2103264866","https://openalex.org/W53279813","https://openalex.org/W2115561238","https://openalex.org/W2023203067","https://openalex.org/W2378403302"],"abstract_inverted_index":{"Future":[0],"blockage":[1,49,143],"prediction-based":[2],"proactive":[3,48,161,185],"handover":[4,51],"(HO)":[5],"is":[6,42,201,210],"an":[7,171],"essential":[8],"feature":[9],"in":[10,144],"5G/6G":[11,28],"wireless":[12,152,206],"networks":[13,29],"to":[14,39,44,55,82,154,178,187],"establish":[15],"reliable":[16,190],"connectivity":[17,58,81],"between":[18,90],"user":[19],"equipment":[20],"(UE)":[21],"and":[22,50,67,97,100,113],"base":[23],"stations":[24],"(BSs).":[25],"As":[26],"the":[27,60,64,83,118,121,156,196,214],"employ":[30],"millimeter":[31],"wave":[32],"(mmWave)":[33],"frequencies,":[34],"which":[35,209],"are":[36,78],"highly":[37],"sensitive":[38],"blockages,":[40],"it":[41],"imperative":[43],"devise":[45],"solutions":[46],"for":[47,103,132,163],"predictions.":[52],"Traditional":[53],"approaches":[54],"ensuring":[56],"seamless":[57],"include":[59],"UE-based":[61],"monitoring":[62],"of":[63,106,110,120,139,160,174,199],"link":[65,142,176,181],"status":[66,177],"identifying":[68],"future":[69,137,180],"blockages":[70,200],"using":[71,92,205],"machine":[72],"learning":[73,217],"(ML)":[74],"models.":[75,218],"Other":[76],"techniques":[77],"multi-base":[79],"station":[80],"UE,":[84],"multi-cell":[85],"multi-beam":[86],"switching,":[87],"HO":[88,186],"execution":[89],"BSs":[91],"non-RF":[93],"sensors,":[94],"light":[95],"detection":[96],"ranging":[98],"(LiDAR),":[99],"visual":[101],"information":[102,153],"accurate":[104],"prediction":[105,197],"blockages.":[107,182],"However,":[108],"underutilization":[109],"network":[111],"resources":[112],"heavy":[114],"computational":[115,158],"overhead":[116],"were":[117],"limitations":[119],"above":[122],"approaches.":[123],"In":[124],"this":[125],"paper,":[126],"we":[127],"propose":[128],"a":[129,134,145,189],"deep-learning-based":[130],"solution":[131],"predicting":[133],"mobile":[135],"UE\u2019s":[136],"line":[138],"sight":[140],"(LoS)":[141],"dynamic":[146],"urban":[147],"environment.":[148],"We":[149],"utilize":[150],"only":[151],"minimize":[155],"high":[157],"requirements":[159],"HOs":[162],"mobility":[164],"management.":[165],"Our":[166],"proposed":[167],"deep-learning":[168],"algorithm":[169],"uses":[170],"observation":[172],"set":[173],"past":[175],"predict":[179],"Thereby":[183],"enabling":[184],"ensure":[188],"communication":[191],"link.":[192],"The":[193],"results":[194],"show":[195],"accuracy":[198],"almost":[202],"90%":[203],"by":[204],"signatures":[207],"only,":[208],"18%":[211],"greater":[212],"than":[213],"reported":[215],"deep":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}