{"id":"https://openalex.org/W3085986624","doi":"https://doi.org/10.1109/coins49042.2020.9191634","title":"Deep Reinforcement Learning for the management of Software-Defined Networks in Smart Farming","display_name":"Deep Reinforcement Learning for the management of Software-Defined Networks in Smart Farming","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3085986624","doi":"https://doi.org/10.1109/coins49042.2020.9191634","mag":"3085986624"},"language":"en","primary_location":{"id":"doi:10.1109/coins49042.2020.9191634","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coins49042.2020.9191634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Omni-layer Intelligent Systems (COINS)","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/A5088508377","display_name":"Ricardo S. Alonso","orcid":"https://orcid.org/0000-0002-6599-0186"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ricardo S. Alonso","raw_affiliation_strings":["BISITE Research Group, University of Salamanca, Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"BISITE Research Group, University of Salamanca, Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081335610","display_name":"In\u00e9s Sitt\u00f3n-Candanedo","orcid":"https://orcid.org/0000-0001-8953-7848"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ines Sitton-Candanedo","raw_affiliation_strings":["BISITE Research Group, University of Salamanca, Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"BISITE Research Group, University of Salamanca, Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016448118","display_name":"Roberto Casado\u2010Vara","orcid":"https://orcid.org/0000-0003-0198-696X"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Roberto Casado-Vara","raw_affiliation_strings":["BISITE Research Group, University of Salamanca, Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"BISITE Research Group, University of Salamanca, Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029218215","display_name":"Javier Prieto","orcid":"https://orcid.org/0000-0001-8175-2201"},"institutions":[{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Prieto","raw_affiliation_strings":["BISITE Research Group, University of Salamanca, Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"BISITE Research Group, University of Salamanca, Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070935465","display_name":"Juan M. Corchado","orcid":"https://orcid.org/0000-0002-2829-1829"},"institutions":[{"id":"https://openalex.org/I4387154232","display_name":"AIR Institute","ror":"https://ror.org/00g3fjr10","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4387154232"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan M. Corchado","raw_affiliation_strings":["IoT Digital Innovation Hub, AIR Institute, Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"IoT Digital Innovation Hub, AIR Institute, Salamanca, Spain","institution_ids":["https://openalex.org/I4387154232"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5088508377"],"corresponding_institution_ids":["https://openalex.org/I184999862"],"apc_list":null,"apc_paid":null,"fwci":3.0836,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.91988654,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9979000091552734,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9979000091552734,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9887999892234802,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8905928730964661},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7881946563720703},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6516649127006531},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5714865922927856},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.5426985621452332},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.519936740398407},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4894610643386841},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4825851023197174},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4684686064720154},{"id":"https://openalex.org/keywords/virtual-network","display_name":"Virtual network","score":0.42836862802505493},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.41726547479629517},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32823604345321655},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2807856500148773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26560115814208984},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10596215724945068}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8905928730964661},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7881946563720703},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6516649127006531},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5714865922927856},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.5426985621452332},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.519936740398407},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4894610643386841},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4825851023197174},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4684686064720154},{"id":"https://openalex.org/C2776874963","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Virtual network","level":2,"score":0.42836862802505493},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.41726547479629517},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32823604345321655},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2807856500148773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26560115814208984},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10596215724945068}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/coins49042.2020.9191634","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coins49042.2020.9191634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Omni-layer Intelligent Systems (COINS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7200000286102295}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W197770101","https://openalex.org/W2014068743","https://openalex.org/W2066392181","https://openalex.org/W2096974968","https://openalex.org/W2115211925","https://openalex.org/W2155968351","https://openalex.org/W2167407217","https://openalex.org/W2346241152","https://openalex.org/W2392395307","https://openalex.org/W2519035817","https://openalex.org/W2566728633","https://openalex.org/W2587466508","https://openalex.org/W2681138350","https://openalex.org/W2730079057","https://openalex.org/W2736185435","https://openalex.org/W2746553466","https://openalex.org/W2768475350","https://openalex.org/W2772526503","https://openalex.org/W2789288708","https://openalex.org/W2796543896","https://openalex.org/W2796602367","https://openalex.org/W2796709300","https://openalex.org/W2799816940","https://openalex.org/W2802445322","https://openalex.org/W2805895568","https://openalex.org/W2811266402","https://openalex.org/W2852300932","https://openalex.org/W2883223265","https://openalex.org/W2887645765","https://openalex.org/W2888896501","https://openalex.org/W2901707424","https://openalex.org/W2901828750","https://openalex.org/W2903683137","https://openalex.org/W2917883159","https://openalex.org/W2926519916","https://openalex.org/W2942573745","https://openalex.org/W2943983563","https://openalex.org/W2951041248","https://openalex.org/W2959091704","https://openalex.org/W2963752169","https://openalex.org/W2965527961","https://openalex.org/W2967959654","https://openalex.org/W2992245519","https://openalex.org/W6677067356","https://openalex.org/W6726516619","https://openalex.org/W6753737143","https://openalex.org/W6756274953","https://openalex.org/W6764663751","https://openalex.org/W6766029173"],"related_works":["https://openalex.org/W4383501453","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4313463218","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4312996489"],"abstract_inverted_index":{"The":[0],"Internet":[1],"of":[2,7,24,27,41,53,92],"Things":[3],"and":[4,11,35,45,56,73,106,116,137,189],"the":[5,20,25,48,51,67,80,90,93,100,114,142,159],"millions":[6],"devices":[8],"that":[9],"generate":[10],"collect":[12],"data":[13,42,75,85],"through":[14,134],"sensors":[15],"to":[16,19,65,86,99,125,144,154,174],"send":[17],"it":[18],"Cloud":[21,117],"are":[22,97,152],"part":[23],"life":[26],"users":[28],"in":[29,47,79,158,178,186],"many":[30],"contexts,":[31],"including":[32],"smart":[33,150,187],"farming":[34,188],"precision":[36],"agriculture":[37],"scenarios.":[38,192],"This":[39,82,166],"volume":[40],"is":[43,121],"stored":[44],"processed":[46],"Cloud,":[49,101],"with":[50,70,141],"purpose":[52],"obtaining":[54,102],"knowledge":[55],"valuable":[57],"information":[58],"for":[59],"organizations.":[60],"Edge":[61],"Computing":[62],"has":[63],"emerged":[64],"reduce":[66,145],"costs":[68],"associated":[69],"transferring,":[71],"processing":[72],"storing":[74],"from":[76],"IoT":[77,115],"environments":[78],"Cloud.":[81],"paradigm":[83],"allows":[84],"be":[87],"pre-processed":[88],"at":[89],"edge":[91],"network":[94,128],"before":[95],"they":[96],"sent":[98],"shorter":[103],"response":[104],"times":[105],"maintaining":[107],"service":[108],"even":[109],"during":[110],"communication":[111],"breakdowns":[112],"between":[113],"layers.":[118],"Furthermore,":[119],"there":[120],"a":[122,169],"increasing":[123],"trend":[124],"shared":[126],"physical":[127],"resources":[129],"among":[130],"diverse":[131],"user":[132],"entities":[133],"Software-Defined":[135],"Networks":[136],"Network":[138],"Function":[139],"Virtualization":[140],"aim":[143],"costs.":[146],"In":[147],"this":[148],"sense,":[149],"mechanisms":[151],"required":[153],"optimize":[155],"virtual":[156,176],"dataflows":[157,177],"networks,":[160],"as":[161],"Deep":[162],"Reinforcement":[163],"Learning":[164,172],"techniques.":[165],"paper":[167],"proposes":[168],"Double":[170],"Deep-Q":[171],"approach":[173],"manage":[175],"SDN/NFV":[179],"using":[180],"an":[181],"Edge-IoT":[182],"architecture,":[183],"formerly":[184],"applied":[185],"Industry":[190],"4.0":[191]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}