{"id":"https://openalex.org/W3001691934","doi":"https://doi.org/10.1109/6gsummit49458.2020.9083767","title":"Towards Cooperative Data Rate Prediction for Future Mobile and Vehicular 6G Networks","display_name":"Towards Cooperative Data Rate Prediction for Future Mobile and Vehicular 6G Networks","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3001691934","doi":"https://doi.org/10.1109/6gsummit49458.2020.9083767","mag":"3001691934"},"language":"en","primary_location":{"id":"doi:10.1109/6gsummit49458.2020.9083767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/6gsummit49458.2020.9083767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 2nd 6G Wireless Summit (6G SUMMIT)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2001.09452","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048151334","display_name":"Benjamin Sliwa","orcid":"https://orcid.org/0000-0003-1133-8261"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Benjamin Sliwa","raw_affiliation_strings":["Communication Networks Institute, TU Dortmund University, Dortmund, Germany","Communication Networks Institute, TU Dortmund University,Dortmund,Germany,44227"],"affiliations":[{"raw_affiliation_string":"Communication Networks Institute, TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]},{"raw_affiliation_string":"Communication Networks Institute, TU Dortmund University,Dortmund,Germany,44227","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018884523","display_name":"Robert Falkenberg","orcid":"https://orcid.org/0000-0001-9871-4172"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert Falkenberg","raw_affiliation_strings":["Communication Networks Institute, TU Dortmund University, Dortmund, Germany","Communication Networks Institute, TU Dortmund University,Dortmund,Germany,44227"],"affiliations":[{"raw_affiliation_string":"Communication Networks Institute, TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]},{"raw_affiliation_string":"Communication Networks Institute, TU Dortmund University,Dortmund,Germany,44227","institution_ids":["https://openalex.org/I200332995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048759517","display_name":"Christian Wietfeld","orcid":"https://orcid.org/0000-0001-7653-2589"},"institutions":[{"id":"https://openalex.org/I200332995","display_name":"TU Dortmund University","ror":"https://ror.org/01k97gp34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200332995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Wietfeld","raw_affiliation_strings":["Communication Networks Institute, TU Dortmund University, Dortmund, Germany","Technical University of Dortmund,"],"affiliations":[{"raw_affiliation_string":"Communication Networks Institute, TU Dortmund University, Dortmund, Germany","institution_ids":["https://openalex.org/I200332995"]},{"raw_affiliation_string":"Technical University of Dortmund,","institution_ids":["https://openalex.org/I200332995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5048151334"],"corresponding_institution_ids":["https://openalex.org/I200332995"],"apc_list":null,"apc_paid":null,"fwci":0.726,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.69467419,"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":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9986000061035156,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.766128659248352},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5364388227462769},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5117949843406677},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.48993533849716187},{"id":"https://openalex.org/keywords/standardization","display_name":"Standardization","score":0.4861554801464081},{"id":"https://openalex.org/keywords/radio-access-network","display_name":"Radio access network","score":0.47342899441719055},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.45724156498908997},{"id":"https://openalex.org/keywords/radio-access-technology","display_name":"Radio access technology","score":0.44895118474960327},{"id":"https://openalex.org/keywords/user-equipment","display_name":"User equipment","score":0.40835556387901306},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.3748881220817566},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.344883531332016},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3327198028564453},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.1700836718082428},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1416214108467102},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12311872839927673}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.766128659248352},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5364388227462769},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5117949843406677},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.48993533849716187},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.4861554801464081},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.47342899441719055},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.45724156498908997},{"id":"https://openalex.org/C2780137118","wikidata":"https://www.wikidata.org/wiki/Q17121585","display_name":"Radio access technology","level":4,"score":0.44895118474960327},{"id":"https://openalex.org/C2781327853","wikidata":"https://www.wikidata.org/wiki/Q3552547","display_name":"User equipment","level":3,"score":0.40835556387901306},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3748881220817566},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.344883531332016},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3327198028564453},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.1700836718082428},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1416214108467102},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12311872839927673},{"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/C207029474","wikidata":"https://www.wikidata.org/wiki/Q384018","display_name":"Mobile station","level":3,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/6gsummit49458.2020.9083767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/6gsummit49458.2020.9083767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 2nd 6G Wireless Summit (6G SUMMIT)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2001.09452","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2001.09452","pdf_url":"https://arxiv.org/pdf/2001.09452","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2001.09452","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2001.09452","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"mag:3001691934","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2001.09452","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2001.09452","pdf_url":"https://arxiv.org/pdf/2001.09452","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3001691934.pdf","grobid_xml":"https://content.openalex.org/works/W3001691934.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1984569355","https://openalex.org/W2119821739","https://openalex.org/W2133990480","https://openalex.org/W2403288351","https://openalex.org/W2541662654","https://openalex.org/W2735422752","https://openalex.org/W2771012340","https://openalex.org/W2784189955","https://openalex.org/W2785781794","https://openalex.org/W2796384335","https://openalex.org/W2802897269","https://openalex.org/W2911964244","https://openalex.org/W2917583883","https://openalex.org/W2919115771","https://openalex.org/W2942152519","https://openalex.org/W2942480541","https://openalex.org/W2963049813","https://openalex.org/W2964004871","https://openalex.org/W2975158636","https://openalex.org/W2979359324","https://openalex.org/W2990899218","https://openalex.org/W3035918289","https://openalex.org/W3046156860","https://openalex.org/W3103061900","https://openalex.org/W3104003168","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W3022816778","https://openalex.org/W2986644376","https://openalex.org/W2123154108","https://openalex.org/W3018972949","https://openalex.org/W2899982310","https://openalex.org/W2803710950","https://openalex.org/W3162910239","https://openalex.org/W2341621144","https://openalex.org/W1485131806","https://openalex.org/W2292068743","https://openalex.org/W2952023086","https://openalex.org/W2583905646","https://openalex.org/W3121659178","https://openalex.org/W3013758448","https://openalex.org/W2942152519","https://openalex.org/W3124951538","https://openalex.org/W1989793212","https://openalex.org/W2973330276","https://openalex.org/W3044438501","https://openalex.org/W2745489331"],"abstract_inverted_index":{"Machine":[0],"learning-based":[1],"data":[2,26,55,82],"rate":[3,83],"prediction":[4,34,60,84,136,144],"is":[5,62,67,138],"one":[6],"of":[7,41,53,69,119,160],"the":[8,51,58,65,70,91,104,117,133,142,153,158,182],"key":[9],"drivers":[10],"for":[11,162],"anticipatory":[12],"mobile":[13],"networking":[14],"with":[15],"applications":[16],"such":[17],"as":[18,64],"dynamic":[19],"Radio":[20,107],"Access":[21],"Technology":[22],"(RAT)":[23],"selection,":[24],"opportunistic":[25],"transfer,":[27],"and":[28,93,176,191],"predictive":[29],"caching.":[30],"User":[31],"Equipment":[32],"(UE)-based":[33],"approaches":[35,175],"that":[36,132,167],"rely":[37],"on":[38],"passive":[39],"measurements":[40],"network":[42,72,94,163,194],"quality":[43],"indicators":[44],"have":[45],"successfully":[46],"been":[47],"applied":[48],"to":[49,115,140,148,152,181,186],"forecast":[50],"throughput":[52],"vehicular":[54],"transmissions.":[56],"However,":[57],"achievable":[59],"accuracy":[61],"limited":[63],"UE":[66],"unaware":[68],"current":[71],"load.":[73],"To":[74],"overcome":[75],"this":[76],"issue,":[77],"we":[78,102,165],"propose":[79],"a":[80,97,120],"cooperative":[81,135],"approach":[85,137],"which":[86],"brings":[87],"together":[88],"knowledge":[89],"from":[90],"client":[92],"domains.":[95],"In":[96],"real":[98],"world":[99],"proof-of-concept":[100],"evaluation,":[101],"utilize":[103],"Software":[105],"Defined":[106],"(SDR)-based":[108],"control":[109],"channel":[110],"sniffer":[111],"FALCON":[112],"in":[113,184],"order":[114,185],"mimic":[116],"behavior":[118],"possible":[121],"network-assisted":[122],"information":[123,180],"provisioning":[124],"within":[125],"future":[126,168],"6G":[127,169],"networks.":[128],"The":[129],"results":[130],"show":[131],"proposed":[134],"able":[139],"reduce":[141],"average":[143],"error":[145],"by":[146],"up":[147],"30%.":[149],"With":[150],"respect":[151],"ongoing":[154],"standardization":[155],"efforts":[156],"regarding":[157],"implementation":[159],"intelligence":[161],"management,":[164],"argue":[166],"networks":[170],"should":[171],"go":[172],"beyond":[173],"network-focused":[174],"actively":[177],"provide":[178],"load":[179],"UEs":[183],"fuel":[187],"pervasive":[188],"machine":[189],"learning":[190],"catalyze":[192],"UE-based":[193],"optimization":[195],"techniques.":[196]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}