{"id":"https://openalex.org/W3091392585","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206767","title":"DQR: Deep Q-Routing in Software Defined Networks","display_name":"DQR: Deep Q-Routing in Software Defined Networks","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3091392585","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206767","mag":"3091392585"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9206767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","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/A5103831346","display_name":"Syed Qaisar Jalil","orcid":null},"institutions":[{"id":"https://openalex.org/I78757542","display_name":"University of Newcastle Australia","ror":"https://ror.org/00eae9z71","country_code":"AU","type":"education","lineage":["https://openalex.org/I78757542"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Syed Qaisar Jalil","raw_affiliation_strings":["School of Electrical Engineering and Computing, The University of Newcastle, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computing, The University of Newcastle, Australia","institution_ids":["https://openalex.org/I78757542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047501301","display_name":"Mubashir Husain Rehmani","orcid":"https://orcid.org/0000-0002-3565-7390"},"institutions":[{"id":"https://openalex.org/I78757542","display_name":"University of Newcastle Australia","ror":"https://ror.org/00eae9z71","country_code":"AU","type":"education","lineage":["https://openalex.org/I78757542"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mubashir Husain Rehmani","raw_affiliation_strings":["School of Electrical Engineering and Computing, The University of Newcastle, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computing, The University of Newcastle, Australia","institution_ids":["https://openalex.org/I78757542"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054614441","display_name":"Stephan K. Chalup","orcid":"https://orcid.org/0000-0002-7886-3653"},"institutions":[{"id":"https://openalex.org/I78757542","display_name":"University of Newcastle Australia","ror":"https://ror.org/00eae9z71","country_code":"AU","type":"education","lineage":["https://openalex.org/I78757542"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephan Chalup","raw_affiliation_strings":["School of Electrical Engineering and Computing, The University of Newcastle, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computing, The University of Newcastle, Australia","institution_ids":["https://openalex.org/I78757542"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I78757542"],"apc_list":null,"apc_paid":null,"fwci":2.0073,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.87655006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9948999881744385,"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/T11478","display_name":"Caching and Content Delivery","score":0.9929999709129333,"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/computer-science","display_name":"Computer science","score":0.8475788831710815},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6830942034721375},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6059352159500122},{"id":"https://openalex.org/keywords/dynamic-source-routing","display_name":"Dynamic Source Routing","score":0.5973959565162659},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5563887357711792},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5431129336357117},{"id":"https://openalex.org/keywords/policy-based-routing","display_name":"Policy-based routing","score":0.5364416837692261},{"id":"https://openalex.org/keywords/static-routing","display_name":"Static routing","score":0.5268867015838623},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.49688294529914856},{"id":"https://openalex.org/keywords/link-state-routing-protocol","display_name":"Link-state routing protocol","score":0.469046413898468},{"id":"https://openalex.org/keywords/multipath-routing","display_name":"Multipath routing","score":0.4579930901527405},{"id":"https://openalex.org/keywords/destination-sequenced-distance-vector-routing","display_name":"Destination-Sequenced Distance Vector routing","score":0.41446182131767273},{"id":"https://openalex.org/keywords/routing-protocol","display_name":"Routing protocol","score":0.3214687407016754},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2523682117462158}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8475788831710815},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6830942034721375},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6059352159500122},{"id":"https://openalex.org/C9659607","wikidata":"https://www.wikidata.org/wiki/Q1268903","display_name":"Dynamic Source Routing","level":4,"score":0.5973959565162659},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5563887357711792},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5431129336357117},{"id":"https://openalex.org/C196423136","wikidata":"https://www.wikidata.org/wiki/Q7209671","display_name":"Policy-based routing","level":5,"score":0.5364416837692261},{"id":"https://openalex.org/C204948658","wikidata":"https://www.wikidata.org/wiki/Q1119410","display_name":"Static routing","level":4,"score":0.5268867015838623},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.49688294529914856},{"id":"https://openalex.org/C89305328","wikidata":"https://www.wikidata.org/wiki/Q1755411","display_name":"Link-state routing protocol","level":4,"score":0.469046413898468},{"id":"https://openalex.org/C76522221","wikidata":"https://www.wikidata.org/wiki/Q5035396","display_name":"Multipath routing","level":5,"score":0.4579930901527405},{"id":"https://openalex.org/C29436982","wikidata":"https://www.wikidata.org/wiki/Q3700557","display_name":"Destination-Sequenced Distance Vector routing","level":5,"score":0.41446182131767273},{"id":"https://openalex.org/C104954878","wikidata":"https://www.wikidata.org/wiki/Q1648707","display_name":"Routing protocol","level":3,"score":0.3214687407016754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2523682117462158}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9206767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206767","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:uon:44485","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.13/1452684","pdf_url":null,"source":{"id":"https://openalex.org/S4377196471","display_name":"NOVA (University of Newcastle Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I78757542","host_organization_name":"University of Newcastle Australia","host_organization_lineage":["https://openalex.org/I78757542"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2121863487","https://openalex.org/W2132022337","https://openalex.org/W2145339207","https://openalex.org/W2156666755","https://openalex.org/W2173564293","https://openalex.org/W2201581102","https://openalex.org/W2512877821","https://openalex.org/W2560178266","https://openalex.org/W2753412869","https://openalex.org/W2758296822","https://openalex.org/W2886938859","https://openalex.org/W2898035736","https://openalex.org/W2902608779","https://openalex.org/W2920933065","https://openalex.org/W2921334498","https://openalex.org/W2951309479","https://openalex.org/W2951799221","https://openalex.org/W2960532465","https://openalex.org/W2963477884","https://openalex.org/W2963549123","https://openalex.org/W2967289781","https://openalex.org/W2994779073","https://openalex.org/W3011120880","https://openalex.org/W4214717370","https://openalex.org/W6682459407","https://openalex.org/W6685444567","https://openalex.org/W6687681856","https://openalex.org/W6744749404","https://openalex.org/W6759949977"],"related_works":["https://openalex.org/W2081964190","https://openalex.org/W2082566976","https://openalex.org/W2607223747","https://openalex.org/W2613682624","https://openalex.org/W1976978163","https://openalex.org/W2361465121","https://openalex.org/W2748154437","https://openalex.org/W2369989480","https://openalex.org/W2386380844","https://openalex.org/W2138035214"],"abstract_inverted_index":{"In":[0,75],"this":[1],"paper,":[2],"we":[3],"investigate":[4],"the":[5,69,82,87],"task":[6,88],"of":[7,9,71,89],"quality":[8],"service":[10],"(QoS)":[11],"routing":[12,40,80,90],"in":[13,41,68],"software":[14],"defined":[15],"networks":[16],"(SDN).":[17],"We":[18,28],"consider":[19],"delay,":[20],"bandwidth,":[21],"loss,":[22],"and":[23,43,96],"cost":[24],"as":[25,91],"QoS":[26,39,73,103],"parameters.":[27,104],"propose":[29],"a":[30,51,61,92,98],"new":[31],"deep":[32,53],"reinforcement":[33],"learning":[34,119],"solution":[35],"for":[36,63],"greedy":[37],"online":[38],"SDN":[42],"call":[44],"it":[45],"Deep":[46],"Q-Routing":[47],"(DQR).":[48],"DQR":[49,84,110],"utilises":[50],"dueling":[52],"Q-network":[54],"with":[55],"prioritised":[56],"experience":[57],"replay":[58],"to":[59,77,116],"compute":[60],"path":[62],"any":[64],"source-destination":[65],"pair":[66],"request":[67],"presence":[70],"multiple":[72],"metrics.":[74],"contrast":[76],"existing":[78,118],"DRL-based":[79],"methods,":[81],"proposed":[83],"method":[85],"regards":[86],"discrete":[93],"control":[94],"problem":[95],"uses":[97],"reward":[99],"function":[100],"comprising":[101],"weighted":[102],"Our":[105],"simulation":[106],"results":[107],"show":[108],"that":[109],"substantially":[111],"improves":[112],"end-to-end":[113],"throughput":[114],"compared":[115],"other":[117],"based":[120],"methods.":[121]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}