{"id":"https://openalex.org/W4306763765","doi":"https://doi.org/10.1145/3551660.3560913","title":"Handover Predictions as an Enabler for Anticipatory Service Adaptations in Next-Generation Cellular Networks","display_name":"Handover Predictions as an Enabler for Anticipatory Service Adaptations in Next-Generation Cellular Networks","publication_year":2022,"publication_date":"2022-10-19","ids":{"openalex":"https://openalex.org/W4306763765","doi":"https://doi.org/10.1145/3551660.3560913"},"language":"en","primary_location":{"id":"doi:10.1145/3551660.3560913","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551660.3560913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th ACM International Symposium on Mobility Management and Wireless Access","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/A5081396410","display_name":"Christian L. Vielhaus","orcid":"https://orcid.org/0000-0002-3965-7283"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]},{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian L. Vielhaus","raw_affiliation_strings":["Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079004295","display_name":"Johannes V. S. Busch","orcid":"https://orcid.org/0000-0001-8587-2147"},"institutions":[{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes V. S. Busch","raw_affiliation_strings":["Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036774319","display_name":"Philipp Geuer","orcid":"https://orcid.org/0000-0001-7327-6508"},"institutions":[{"id":"https://openalex.org/I4210134493","display_name":"Ericsson (Germany)","ror":"https://ror.org/03m3fa408","country_code":"DE","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210134493"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Geuer","raw_affiliation_strings":["Ericsson Research, Herzogenrath, Germany"],"affiliations":[{"raw_affiliation_string":"Ericsson Research, Herzogenrath, Germany","institution_ids":["https://openalex.org/I4210134493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038185945","display_name":"Alexandros Palaios","orcid":"https://orcid.org/0000-0002-7116-1739"},"institutions":[{"id":"https://openalex.org/I4210134493","display_name":"Ericsson (Germany)","ror":"https://ror.org/03m3fa408","country_code":"DE","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210134493"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexandros Palaios","raw_affiliation_strings":["Ericsson Research, Herzogenrath, Germany"],"affiliations":[{"raw_affiliation_string":"Ericsson Research, Herzogenrath, Germany","institution_ids":["https://openalex.org/I4210134493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013459612","display_name":"Justus Rischke","orcid":"https://orcid.org/0000-0001-9247-8156"},"institutions":[{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Justus Rischke","raw_affiliation_strings":["Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006018113","display_name":"Daniel F. K\u00fclzer","orcid":"https://orcid.org/0000-0003-0833-9247"},"institutions":[{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel F. K\u00fclzer","raw_affiliation_strings":["BMW Group, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"BMW Group, Munich, Germany","institution_ids":["https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033752383","display_name":"Vincent Latzko","orcid":"https://orcid.org/0000-0003-2075-1648"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]},{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Vincent Latzko","raw_affiliation_strings":["Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023936439","display_name":"Frank H. P. Fitzek","orcid":"https://orcid.org/0000-0001-8469-9573"},"institutions":[{"id":"https://openalex.org/I4210093367","display_name":"Deutsche Telekom (Germany)","ror":"https://ror.org/00m8prc86","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210093367"]},{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank H.P. Fitzek","raw_affiliation_strings":["Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Deutsche Telekom Chair, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5081396410"],"corresponding_institution_ids":["https://openalex.org/I4210093367","https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":0.6403,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.66682383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"19","last_page":"27"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9980999827384949,"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":0.9980999827384949,"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/T10575","display_name":"Wireless Communication Networks Research","score":0.9962999820709229,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/handover","display_name":"Handover","score":0.8877184391021729},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8250902891159058},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6790403127670288},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6219022274017334},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5068803429603577},{"id":"https://openalex.org/keywords/enabling","display_name":"Enabling","score":0.49785614013671875},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4936881959438324},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.45483890175819397},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42851948738098145},{"id":"https://openalex.org/keywords/next-generation-network","display_name":"Next-generation network","score":0.4142225384712219},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.40664637088775635},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38611900806427},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34454768896102905},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.10727155208587646}],"concepts":[{"id":"https://openalex.org/C111852164","wikidata":"https://www.wikidata.org/wiki/Q1414679","display_name":"Handover","level":2,"score":0.8877184391021729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8250902891159058},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6790403127670288},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6219022274017334},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5068803429603577},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.49785614013671875},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4936881959438324},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.45483890175819397},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42851948738098145},{"id":"https://openalex.org/C110994511","wikidata":"https://www.wikidata.org/wiki/Q661020","display_name":"Next-generation network","level":3,"score":0.4142225384712219},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.40664637088775635},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38611900806427},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34454768896102905},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.10727155208587646},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3551660.3560913","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551660.3560913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th ACM International Symposium on Mobility Management and Wireless Access","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1777890474","https://openalex.org/W1987228002","https://openalex.org/W2024877464","https://openalex.org/W2027660225","https://openalex.org/W2034716977","https://openalex.org/W2037596995","https://openalex.org/W2107891198","https://openalex.org/W2133671920","https://openalex.org/W2154818210","https://openalex.org/W2345277216","https://openalex.org/W2523438800","https://openalex.org/W2546679426","https://openalex.org/W2735422752","https://openalex.org/W2756968191","https://openalex.org/W2783347352","https://openalex.org/W2805394925","https://openalex.org/W2890445686","https://openalex.org/W2949676527","https://openalex.org/W2963049813","https://openalex.org/W2963691377","https://openalex.org/W2990503259","https://openalex.org/W2999805390","https://openalex.org/W3022816778","https://openalex.org/W3039403137","https://openalex.org/W3040587720","https://openalex.org/W3097321866","https://openalex.org/W3106096591","https://openalex.org/W3166213661","https://openalex.org/W3190814783","https://openalex.org/W3210138478","https://openalex.org/W4210383045"],"related_works":["https://openalex.org/W1974860256","https://openalex.org/W2520149731","https://openalex.org/W4321381871","https://openalex.org/W1977010546","https://openalex.org/W2404992791","https://openalex.org/W1677101886","https://openalex.org/W2153451374","https://openalex.org/W2163399399","https://openalex.org/W1983009991","https://openalex.org/W2364497203"],"abstract_inverted_index":{"Next-generation":[0],"networks":[1,20],"are":[2],"envisioned":[3],"to":[4,23,28],"be":[5,84],"empowered":[6],"by":[7],"artificial":[8],"intelligence":[9],"with":[10,86,96],"predictive":[11],"capabilities.":[12],"Predicting":[13],"handovers":[14,82,95],"in":[15,72],"high":[16],"mobility":[17],"scenarios":[18,125],"enables":[19],"and":[21,50,91,115,122],"applications":[22],"adapt":[24],"ahead":[25],"of":[26,32,47,94,108,126],"time":[27,57],"improve":[29],"the":[30,55,92,106,119],"Quality":[31],"Service":[33],"(QoS).":[34],"In":[35,129],"this":[36],"paper,":[37],"we":[38,104],"present":[39],"a":[40,48,59,67,73,87],"two-step":[41],"machine":[42],"learning":[43],"(ML)":[44],"method,":[45],"consisting":[46],"classifier":[49],"regressor,":[51],"that":[52,69,80,134],"can":[53,83],"predict":[54],"remaining":[56],"until":[58],"handover":[60],"occurs.":[61],"Our":[62],"approach":[63],"is":[64],"validated":[65],"on":[66],"dataset":[68],"was":[70],"captured":[71],"real":[74],"cellular":[75],"network.":[76],"The":[77],"results":[78,132],"show":[79],"upcoming":[81],"detected":[85],"recall":[88],"above":[89],"90%":[90],"timing":[93],"an":[97],"error":[98],"smaller":[99],"than":[100,139],"one":[101],"second.":[102],"Furthermore,":[103],"compare":[105],"importance":[107],"input":[109],"features":[110],"derived":[111],"from":[112],"radio":[113],"conditions":[114],"user":[116],"locations":[117],"for":[118,142],"ML":[120],"models":[121,136,140],"discuss":[123],"deployment":[124],"our":[127,131],"approach.":[128],"particular,":[130],"suggest":[133],"cell-based":[135],"perform":[137],"better":[138],"trained":[141],"larger":[143],"areas.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}