{"id":"https://openalex.org/W2497786025","doi":"https://doi.org/10.1109/icc.2016.7511371","title":"Separating predictable and unpredictable flows via dynamic flow mining for effective traffic engineering","display_name":"Separating predictable and unpredictable flows via dynamic flow mining for effective traffic engineering","publication_year":2016,"publication_date":"2016-05-01","ids":{"openalex":"https://openalex.org/W2497786025","doi":"https://doi.org/10.1109/icc.2016.7511371","mag":"2497786025"},"language":"en","primary_location":{"id":"doi:10.1109/icc.2016.7511371","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2016.7511371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Communications (ICC)","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/A5104044038","display_name":"Yousuke Takahashi","orcid":null},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yousuke Takahashi","raw_affiliation_strings":["NTT Network Technology Laboratories, NTT Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTT Network Technology Laboratories, NTT Corporation","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009276295","display_name":"Keisuke Ishibashi","orcid":"https://orcid.org/0000-0003-1987-4456"},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keisuke Ishibashi","raw_affiliation_strings":["NTT Network Technology Laboratories, NTT Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTT Network Technology Laboratories, NTT Corporation","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089203001","display_name":"Masayuki Tsujino","orcid":null},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masayuki Tsujino","raw_affiliation_strings":["NTT Network Technology Laboratories, NTT Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTT Network Technology Laboratories, NTT Corporation","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020773650","display_name":"Noriaki Kamiyama","orcid":"https://orcid.org/0000-0001-8825-3245"},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Noriaki Kamiyama","raw_affiliation_strings":["NTT Network Technology Laboratories, NTT Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTT Network Technology Laboratories, NTT Corporation","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038560855","display_name":"Kohei Shiomoto","orcid":"https://orcid.org/0000-0003-2968-2060"},"institutions":[{"id":"https://openalex.org/I2251713219","display_name":"NTT (Japan)","ror":"https://ror.org/00berct97","country_code":"JP","type":"company","lineage":["https://openalex.org/I2251713219"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kohei Shiomoto","raw_affiliation_strings":["NTT Network Technology Laboratories, NTT Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTT Network Technology Laboratories, NTT Corporation","institution_ids":["https://openalex.org/I2251713219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085622633","display_name":"Tatsuya Otoshi","orcid":"https://orcid.org/0000-0002-3522-9126"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"The University of Osaka","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tatsuya Otoshi","raw_affiliation_strings":["Graduate School of Information Science and Technology, Osaka University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, Osaka University","institution_ids":["https://openalex.org/I98285908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076346952","display_name":"Yuichi Ohsita","orcid":"https://orcid.org/0000-0001-9784-627X"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"The University of Osaka","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuichi Ohsita","raw_affiliation_strings":["Graduate School of Information Science and Technology, Osaka University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, Osaka University","institution_ids":["https://openalex.org/I98285908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019839911","display_name":"Masayuki Murata","orcid":"https://orcid.org/0000-0002-4168-2875"},"institutions":[{"id":"https://openalex.org/I98285908","display_name":"The University of Osaka","ror":"https://ror.org/035t8zc32","country_code":"JP","type":"education","lineage":["https://openalex.org/I98285908"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masayuki Murata","raw_affiliation_strings":["Graduate School of Information Science and Technology, Osaka University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, Osaka University","institution_ids":["https://openalex.org/I98285908"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1817,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82000254,"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":"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9990000128746033,"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":0.9987999796867371,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.7726789712905884},{"id":"https://openalex.org/keywords/traffic-engineering","display_name":"Traffic engineering","score":0.7425194382667542},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7396610379219055},{"id":"https://openalex.org/keywords/internet-traffic-engineering","display_name":"Internet traffic engineering","score":0.7207452058792114},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.7136653065681458},{"id":"https://openalex.org/keywords/network-traffic-simulation","display_name":"Network traffic simulation","score":0.69476318359375},{"id":"https://openalex.org/keywords/traffic-policing","display_name":"Traffic policing","score":0.6585798263549805},{"id":"https://openalex.org/keywords/traffic-shaping","display_name":"Traffic shaping","score":0.5897987484931946},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.5754780173301697},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5415897369384766},{"id":"https://openalex.org/keywords/floating-car-data","display_name":"Floating car data","score":0.5400820970535278},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5018675327301025},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.4427143931388855},{"id":"https://openalex.org/keywords/traffic-congestion-reconstruction-with-kerners-three-phase-theory","display_name":"Traffic congestion reconstruction with Kerner's three-phase theory","score":0.44089168310165405},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.43140125274658203},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3780349791049957},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.239904522895813},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16871902346611023},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.13782912492752075}],"concepts":[{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.7726789712905884},{"id":"https://openalex.org/C16160715","wikidata":"https://www.wikidata.org/wiki/Q1640676","display_name":"Traffic engineering","level":2,"score":0.7425194382667542},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7396610379219055},{"id":"https://openalex.org/C133264484","wikidata":"https://www.wikidata.org/wiki/Q6056085","display_name":"Internet traffic engineering","level":4,"score":0.7207452058792114},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.7136653065681458},{"id":"https://openalex.org/C94168897","wikidata":"https://www.wikidata.org/wiki/Q574324","display_name":"Network traffic simulation","level":4,"score":0.69476318359375},{"id":"https://openalex.org/C12303254","wikidata":"https://www.wikidata.org/wiki/Q3536428","display_name":"Traffic policing","level":5,"score":0.6585798263549805},{"id":"https://openalex.org/C46451311","wikidata":"https://www.wikidata.org/wiki/Q262550","display_name":"Traffic shaping","level":4,"score":0.5897987484931946},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.5754780173301697},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5415897369384766},{"id":"https://openalex.org/C64093975","wikidata":"https://www.wikidata.org/wiki/Q356677","display_name":"Floating car data","level":3,"score":0.5400820970535278},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5018675327301025},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.4427143931388855},{"id":"https://openalex.org/C25492975","wikidata":"https://www.wikidata.org/wiki/Q960570","display_name":"Traffic congestion reconstruction with Kerner's three-phase theory","level":3,"score":0.44089168310165405},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.43140125274658203},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3780349791049957},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.239904522895813},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16871902346611023},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.13782912492752075},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc.2016.7511371","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc.2016.7511371","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Communications (ICC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5400000214576721,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325628","display_name":"Ministry of Internal Affairs and Communications","ror":"https://ror.org/00vs1pz50"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W322862721","https://openalex.org/W1021545722","https://openalex.org/W2045070442","https://openalex.org/W2095660971","https://openalex.org/W2102090846","https://openalex.org/W2111162397","https://openalex.org/W2126822952","https://openalex.org/W2136558412","https://openalex.org/W2142189531","https://openalex.org/W2147118406","https://openalex.org/W2162311977","https://openalex.org/W2169927847","https://openalex.org/W2395731689","https://openalex.org/W2998113761","https://openalex.org/W4236202168","https://openalex.org/W6683750438","https://openalex.org/W6711893318"],"related_works":["https://openalex.org/W73724501","https://openalex.org/W2497786025","https://openalex.org/W1531550827","https://openalex.org/W2490010379","https://openalex.org/W2114472740","https://openalex.org/W2121836635","https://openalex.org/W2742483930","https://openalex.org/W2017620357","https://openalex.org/W1578044317","https://openalex.org/W2768117395"],"abstract_inverted_index":{"For":[0],"Internet":[1],"service":[2],"providers":[3],"to":[4,11,15,20,53,70,75,84,89],"efficiently":[5],"use":[6,99],"network":[7,25,43,60,189,204],"resources,":[8],"they":[9],"need":[10],"conduct":[12],"traffic":[13,18,22,30,37,44,63,77,132,139,147,160,171,213],"engineering":[14,31,161,214],"dynamically":[16],"control":[17,87,107],"routes":[19],"accommodate":[21],"with":[23,170,210],"limited":[24,151],"resources.":[26],"The":[27],"performance":[28],"of":[29,36,42,56,59,113],"depends":[32],"on":[33,205],"the":[34,40,54,127,183,191,198,211],"accuracy":[35],"prediction.":[38],"However,":[39],"volume":[41],"has":[45],"been":[46],"changing":[47],"drastically":[48],"in":[49,168,187,202],"recent":[50],"years":[51],"due":[52],"growth":[55],"various":[57],"types":[58],"services,":[61],"making":[62],"prediction":[64],"increasingly":[65],"difficult.":[66],"Our":[67],"simple":[68],"ideas":[69],"overcome":[71],"this":[72,122],"challenge":[73],"are":[74],"separate":[76],"into":[78,133],"predictable":[79,90,134],"and":[80,83,91,141,197],"unpredictable":[81,92,142],"parts":[82],"apply":[85],"different":[86,165],"policies":[88,167],"traffic.":[93],"To":[94],"promote":[95],"these":[96],"ideas,":[97],"we":[98,124],"software-defined":[100],"networking":[101],"technology,":[102],"particularly":[103],"Open-Flow,":[104],"that":[105,136,144,163,177],"can":[106,181],"macroflows":[108,135,143],"defined":[109],"by":[110,195,207],"any":[111],"combination":[112],"L2-L4":[114],"packet":[115],"header":[116],"information":[117],"such":[118],"as":[119],"5-tuple.":[120],"In":[121],"paper,":[123],"therefore":[125],"propose":[126,157],"macroflow-generating":[128],"method":[129],"for":[130],"separating":[131],"have":[137,145],"little":[138],"variation":[140,148],"large":[146],"within":[149],"a":[150,158,188,203],"flow":[152],"table":[153],"size.":[154],"We":[155],"also":[156],"macroflow-based":[159],"scheme":[162,180],"uses":[164],"routing":[166],"accordance":[169],"predictability.":[172],"Simulation":[173],"evaluation":[174],"results":[175],"suggest":[176],"our":[178],"proposed":[179],"reduce":[182],"maximum":[184],"link":[185,200],"load":[186,201],"at":[190],"most":[192],"congested":[193],"time":[194],"34%":[196],"average":[199,206],"11%":[208],"compared":[209],"current":[212],"schemes.":[215]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}