{"id":"https://openalex.org/W2982627017","doi":"https://doi.org/10.1109/icnp.2019.8888090","title":"DeepRoute on Chameleon: Experimenting with Large-scale Reinforcement Learning and SDN on Chameleon Testbed","display_name":"DeepRoute on Chameleon: Experimenting with Large-scale Reinforcement Learning and SDN on Chameleon Testbed","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W2982627017","doi":"https://doi.org/10.1109/icnp.2019.8888090","mag":"2982627017"},"language":"en","primary_location":{"id":"doi:10.1109/icnp.2019.8888090","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnp.2019.8888090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 27th International Conference on Network Protocols (ICNP)","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/A5053458810","display_name":"Bashir Mohammed","orcid":"https://orcid.org/0000-0002-0796-2195"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bashir Mohammed","raw_affiliation_strings":["Scientific Data Management, Lawrence Berkeley National Lab, Berkely, CA"],"affiliations":[{"raw_affiliation_string":"Scientific Data Management, Lawrence Berkeley National Lab, Berkely, CA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101652202","display_name":"Mariam Kiran","orcid":"https://orcid.org/0000-0001-5775-0855"},"institutions":[{"id":"https://openalex.org/I4210126023","display_name":"Energy Sciences Network","ror":"https://ror.org/0382bxa43","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521","https://openalex.org/I4210126023"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mariam Kiran","raw_affiliation_strings":["Energy Sciences Network (ESnet), Lawrence Berkeley National Lab, Berkeley"],"affiliations":[{"raw_affiliation_string":"Energy Sciences Network (ESnet), Lawrence Berkeley National Lab, Berkeley","institution_ids":["https://openalex.org/I4210126023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036303497","display_name":"Nandini Krishnaswamy","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nandini Krishnaswamy","raw_affiliation_strings":["Scientific Data Management, Lawrence Berkeley National Lab, Berkely, CA"],"affiliations":[{"raw_affiliation_string":"Scientific Data Management, Lawrence Berkeley National Lab, Berkely, CA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053458810"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5306,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69818335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9986000061035156,"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/openflow","display_name":"OpenFlow","score":0.9436292052268982},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.9169235229492188},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8434367179870605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8014910221099854},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.6642332077026367},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5782821178436279},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5683987140655518},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5617401003837585},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.515400767326355},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.45662957429885864},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43032127618789673},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20120063424110413},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13925117254257202},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.08586093783378601}],"concepts":[{"id":"https://openalex.org/C192697461","wikidata":"https://www.wikidata.org/wiki/Q4045918","display_name":"OpenFlow","level":3,"score":0.9436292052268982},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.9169235229492188},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8434367179870605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8014910221099854},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.6642332077026367},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5782821178436279},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5683987140655518},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5617401003837585},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.515400767326355},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.45662957429885864},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43032127618789673},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20120063424110413},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13925117254257202},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.08586093783378601},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icnp.2019.8888090","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnp.2019.8888090","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 27th International Conference on Network Protocols (ICNP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2061372501","https://openalex.org/W2126822952","https://openalex.org/W2270696664","https://openalex.org/W2585034481","https://openalex.org/W2805093171","https://openalex.org/W2809684781","https://openalex.org/W2885459608","https://openalex.org/W2950708852","https://openalex.org/W6694177581"],"related_works":["https://openalex.org/W2035376224","https://openalex.org/W4220837700","https://openalex.org/W137677872","https://openalex.org/W2058223283","https://openalex.org/W2012852954","https://openalex.org/W4377008240","https://openalex.org/W2533666503","https://openalex.org/W1675062406","https://openalex.org/W2066879250","https://openalex.org/W2295167007"],"abstract_inverted_index":{"As":[0],"the":[1,103],"numbers":[2],"of":[3],"internet":[4],"users":[5],"and":[6,16,53,86,96,101,129],"connected":[7],"devices":[8],"continue":[9],"to":[10,13,48,58,82,89,127],"multiply,":[11],"due":[12],"big":[14],"data":[15],"Cloud":[17],"applications,":[18],"network":[19,51,91],"traffic":[20,35,88,131],"is":[21,55,113],"growing":[22],"at":[23],"an":[24],"exponential":[25],"rate.":[26],"WAN":[27],"networks,":[28],"in":[29,62,68,78],"particular,":[30],"are":[31],"witnessing":[32],"very":[33],"large":[34,39],"spikes":[36],"cause":[37],"by":[38],"file":[40],"transfers":[41],"that":[42],"last":[43],"from":[44],"a":[45,56,74],"few":[46],"minutes":[47],"hours":[49],"on":[50],"links":[52],"there":[54],"need":[57],"develop":[59,73],"innovative":[60],"ways":[61],"which":[63,118],"flows":[64],"can":[65],"be":[66],"managed":[67],"real-time.In":[69],"this":[70],"work,":[71],"we":[72],"reinforcement":[75,121],"learning":[76,122],"approach,":[77],"particular":[79],"Upper-Confidence":[80],"Algorithm,":[81],"learn":[83],"optimal":[84],"paths":[85],"reroute":[87],"improve":[90],"utilization.":[92],"We":[93],"present":[94],"throughput":[95],"flow":[97],"diversions":[98],"using":[99,105,132],"Mininet":[100],"demo":[102],"technique":[104],"Chameleon's":[106],"Testbed":[107],"(Bring-Your-Own-Controller":[108],"[BYOC]":[109],"functionality).":[110],"This":[111],"work":[112],"initial":[114],"implementation":[115],"towards":[116],"DeepRoute,":[117],"combines":[119],"Deep":[120],"algorithms":[123],"with":[124],"SDN":[125],"controllers":[126],"create":[128],"route":[130],"deployed":[133],"OpenFlow":[134],"switches.":[135]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
