{"id":"https://openalex.org/W4389332518","doi":"https://doi.org/10.1109/icumt61075.2023.10333287","title":"A Reinforcement Learning Framework for Knowledge-Defined Networking","display_name":"A Reinforcement Learning Framework for Knowledge-Defined Networking","publication_year":2023,"publication_date":"2023-10-30","ids":{"openalex":"https://openalex.org/W4389332518","doi":"https://doi.org/10.1109/icumt61075.2023.10333287"},"language":"en","primary_location":{"id":"doi:10.1109/icumt61075.2023.10333287","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icumt61075.2023.10333287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 15th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","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/A5005051830","display_name":"Dalibor Zeman","orcid":"https://orcid.org/0000-0003-1967-5553"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Dalibor Zeman","raw_affiliation_strings":["VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00"],"raw_orcid":"https://orcid.org/0000-0003-1967-5553","affiliations":[{"raw_affiliation_string":"VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090445830","display_name":"Ivan Zelinka","orcid":"https://orcid.org/0000-0002-3858-7340"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Ivan Zelinka","raw_affiliation_strings":["VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00"],"raw_orcid":"https://orcid.org/0000-0002-3858-7340","affiliations":[{"raw_affiliation_string":"VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072201492","display_name":"Miroslav Voz\u0148\u00e1k","orcid":"https://orcid.org/0000-0001-5135-7980"},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Miroslav Voznak","raw_affiliation_strings":["VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00"],"raw_orcid":"https://orcid.org/0000-0001-5135-7980","affiliations":[{"raw_affiliation_string":"VSB - Technical University of Ostrava,Faculty of Electrical Engineering and Computer Science,Ostrava,Czechia,708 00","institution_ids":["https://openalex.org/I142208455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005051830"],"corresponding_institution_ids":["https://openalex.org/I142208455"],"apc_list":null,"apc_paid":null,"fwci":0.5903,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70144465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"152","last_page":"156"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9961000084877014,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9919000267982483,"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":0.7885816097259521},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.7308138012886047},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7263607978820801},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.685989260673523},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.5883806347846985},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.48982498049736023},{"id":"https://openalex.org/keywords/network-simulation","display_name":"Network simulation","score":0.4588729441165924},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4465548098087311},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4365730285644531},{"id":"https://openalex.org/keywords/network-management-station","display_name":"Network management station","score":0.43524807691574097},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4258929491043091},{"id":"https://openalex.org/keywords/networking-hardware","display_name":"Networking hardware","score":0.41434192657470703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7885816097259521},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7308138012886047},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7263607978820801},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.685989260673523},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.5883806347846985},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48982498049736023},{"id":"https://openalex.org/C139940560","wikidata":"https://www.wikidata.org/wiki/Q290036","display_name":"Network simulation","level":2,"score":0.4588729441165924},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4465548098087311},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4365730285644531},{"id":"https://openalex.org/C16986412","wikidata":"https://www.wikidata.org/wiki/Q918419","display_name":"Network management station","level":3,"score":0.43524807691574097},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4258929491043091},{"id":"https://openalex.org/C159631557","wikidata":"https://www.wikidata.org/wiki/Q1546066","display_name":"Networking hardware","level":2,"score":0.41434192657470703},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icumt61075.2023.10333287","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icumt61075.2023.10333287","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 15th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1408456483","display_name":null,"funder_award_id":"CZ.10.03.01/00/22_003/0000048","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G1983877833","display_name":null,"funder_award_id":"90254","funder_id":"https://openalex.org/F4320321005","funder_display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321005","display_name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a T\u011blov\u00fdchovy","ror":"https://ror.org/037n8p820"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1994926493","https://openalex.org/W2111102056","https://openalex.org/W2599515429","https://openalex.org/W2876187414","https://openalex.org/W2893005837","https://openalex.org/W2898182615","https://openalex.org/W2964054016","https://openalex.org/W2984692992","https://openalex.org/W2994779073","https://openalex.org/W3004348976","https://openalex.org/W3092055433","https://openalex.org/W3126686235","https://openalex.org/W4225313245","https://openalex.org/W4226070609","https://openalex.org/W4284889358","https://openalex.org/W4313855707","https://openalex.org/W4380358976"],"related_works":["https://openalex.org/W2890601616","https://openalex.org/W3040619330","https://openalex.org/W2759153199","https://openalex.org/W4286386328","https://openalex.org/W3194953720","https://openalex.org/W2886777432","https://openalex.org/W1992059001","https://openalex.org/W3198503707","https://openalex.org/W4386127589","https://openalex.org/W332864920"],"abstract_inverted_index":{"The":[0,23,59,90,117],"deployment":[1],"of":[2,28,35,48,64,80,119,126],"6G":[3],"networks":[4,127],"is":[5],"expected":[6],"to":[7,11],"bring":[8],"fundamental":[9],"improvements":[10],"network":[12,37,52,82,88,98,106,121],"architectures":[13],"and":[14,54,76,100,108,123],"a":[15,46,70,94],"focus":[16],"on":[17],"incorporating":[18],"artificial":[19],"intelligence":[20,34],"(AI)":[21],"technologies.":[22],"paper":[24,60,91],"explores":[25],"the":[26,33,36,40,62,78,124],"concept":[27],"knowledge-defined":[29],"networking":[30,50],"(KDN),":[31],"where":[32],"resides":[38],"in":[39],"knowledge":[41],"plane":[42],"(KP),":[43],"resulting":[44],"from":[45],"combination":[47],"software-defined":[49],"(SDN),":[51],"telemetry,":[53],"machine":[55],"learning":[56],"(ML)":[57],"algorithms.":[58],"highlights":[61],"use":[63],"programming":[65],"protocol-independent":[66],"packet":[67],"processors":[68],"(P4),":[69],"technology":[71],"which":[72],"enables":[73],"SDN":[74],"networks,":[75],"emphasizes":[77],"importance":[79],"in-band":[81],"telemetry":[83],"(INT)":[84],"for":[85],"providing":[86],"real-time":[87],"information.":[89],"also":[92,132],"draws":[93],"connection":[95],"between":[96],"P4-SDN":[97],"architecture":[99],"reinforcement":[101],"Learning":[102],"(RL),":[103],"exhibiting":[104],"how":[105],"components":[107],"existing":[109],"techniques":[110],"can":[111],"be":[112],"mapped":[113],"onto":[114],"RL":[115],"principles.":[116],"potential":[118],"AI-driven":[120],"orchestration":[122],"interpretation":[125],"as":[128],"AI-based":[129],"systems":[130],"are":[131],"discussed.":[133]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
