{"id":"https://openalex.org/W3211560509","doi":"https://doi.org/10.1109/icccnt51525.2021.9579514","title":"DeepQoSR: A Deep Reinforcement Learning based QoS-Aware Routing for Software Defined Data Center Networks","display_name":"DeepQoSR: A Deep Reinforcement Learning based QoS-Aware Routing for Software Defined Data Center Networks","publication_year":2021,"publication_date":"2021-07-06","ids":{"openalex":"https://openalex.org/W3211560509","doi":"https://doi.org/10.1109/icccnt51525.2021.9579514","mag":"3211560509"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt51525.2021.9579514","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt51525.2021.9579514","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5071651752","display_name":"Ashish A. Magadum","orcid":null},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ashish A. Magadum","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University, Hubballi, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University, Hubballi, India","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060749909","display_name":"Aatish Ranjan","orcid":null},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aatish Ranjan","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University, Hubballi, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University, Hubballi, India","institution_ids":["https://openalex.org/I3132975163"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062538296","display_name":"D. G. Narayan","orcid":null},"institutions":[{"id":"https://openalex.org/I3132975163","display_name":"KLE Technological University","ror":"https://ror.org/04yh52k23","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132975163"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. G. Narayan","raw_affiliation_strings":["School of Computer Science and Engineering, KLE Technological University, Hubballi, India"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, KLE Technological University, Hubballi, India","institution_ids":["https://openalex.org/I3132975163"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071651752"],"corresponding_institution_ids":["https://openalex.org/I3132975163"],"apc_list":null,"apc_paid":null,"fwci":1.2226,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.80764565,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9901000261306763,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9891999959945679,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8717765212059021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8348653316497803},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.7245266437530518},{"id":"https://openalex.org/keywords/dijkstras-algorithm","display_name":"Dijkstra's algorithm","score":0.7003062963485718},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6833876967430115},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5460134744644165},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.54563969373703},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5391040444374084},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5274258852005005},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5167316794395447},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.41973644495010376},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38078346848487854},{"id":"https://openalex.org/keywords/shortest-path-problem","display_name":"Shortest path problem","score":0.21364110708236694},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1159852147102356},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.09813496470451355}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8717765212059021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8348653316497803},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.7245266437530518},{"id":"https://openalex.org/C173870130","wikidata":"https://www.wikidata.org/wiki/Q8548","display_name":"Dijkstra's algorithm","level":4,"score":0.7003062963485718},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6833876967430115},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5460134744644165},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.54563969373703},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5391040444374084},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5274258852005005},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5167316794395447},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.41973644495010376},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38078346848487854},{"id":"https://openalex.org/C22590252","wikidata":"https://www.wikidata.org/wiki/Q1058754","display_name":"Shortest path problem","level":3,"score":0.21364110708236694},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1159852147102356},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.09813496470451355},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt51525.2021.9579514","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt51525.2021.9579514","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2587508615","https://openalex.org/W2915905517","https://openalex.org/W2921334498","https://openalex.org/W2942476636","https://openalex.org/W2969670545","https://openalex.org/W2994779073","https://openalex.org/W2997553958","https://openalex.org/W3019817166","https://openalex.org/W3083877279","https://openalex.org/W3087130277","https://openalex.org/W3088546124","https://openalex.org/W3094605932","https://openalex.org/W3096118144","https://openalex.org/W3096881138","https://openalex.org/W3103263926","https://openalex.org/W3104294226","https://openalex.org/W3166216072","https://openalex.org/W6759949977","https://openalex.org/W6784879120"],"related_works":["https://openalex.org/W2379764279","https://openalex.org/W2360924501","https://openalex.org/W2766237626","https://openalex.org/W2372895815","https://openalex.org/W2167833628","https://openalex.org/W2349474539","https://openalex.org/W2366583813","https://openalex.org/W2533666503","https://openalex.org/W1988881836","https://openalex.org/W4205475900"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Networking":[2],"(SDN)":[3],"is":[4,19,62],"an":[5],"emerging":[6],"technology":[7],"and":[8,38,43,54,119,131],"the":[9,14,26,58,66],"fundamental":[10],"principle":[11],"used":[12],"in":[13,81,84],"data":[15],"center":[16],"networks.":[17],"It":[18],"expected":[20],"to":[21,25,52,137],"grow":[22],"exponentially":[23],"due":[24],"addition":[27],"of":[28,57,68,79,96],"new":[29],"IoT-enabled":[30],"devices.":[31],"SDN-based":[32],"centralised":[33],"control":[34,78],"allows":[35],"for":[36,105],"optimal":[37],"sometimes":[39],"sub-optimal":[40],"network":[41],"management":[42],"this":[44,85],"can":[45],"be":[46],"improved":[47],"by":[48,100],"introducing":[49],"Machine":[50],"Intelligence":[51],"route":[53],"handle":[55],"majority":[56],"traffic.":[59],"Intelligent":[60],"routing":[61,90],"gaining":[63],"popularity":[64],"with":[65,73,116],"advent":[67],"Reinforcement":[69,103],"Learning":[70,75,104],"(RL)":[71],"coupled":[72],"Deep":[74,102],"enabling":[76],"autonomous":[77],"flows":[80],"SDN.":[82],"Therefore,":[83],"work":[86],"we":[87],"propose":[88],"a":[89],"optimization":[91],"algorithm":[92,118],"based":[93,107],"on":[94],"Quality":[95],"Service":[97],"(QoS)":[98],"parameters":[99],"using":[101],"SDN":[106],"Data":[108],"Center":[109],"Networks.":[110],"We":[111],"compare":[112],"our":[113,121],"proposed":[114,124],"technique":[115,125],"Dijkstra's":[117,138],"present":[120],"analysis.":[122],"Our":[123],"achieves":[126],"21%":[127],"better":[128],"average":[129,134],"throughput":[130],"17%":[132],"lesser":[133],"delay":[135],"compared":[136],"algorithm.":[139]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}