{"id":"https://openalex.org/W2742483930","doi":"https://doi.org/10.1587/transcom.2017ebt0001","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":2017,"publication_date":"2017-08-06","ids":{"openalex":"https://openalex.org/W2742483930","doi":"https://doi.org/10.1587/transcom.2017ebt0001","mag":"2742483930"},"language":"en","primary_location":{"id":"doi:10.1587/transcom.2017ebt0001","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transcom.2017ebt0001","pdf_url":"https://www.jstage.jst.go.jp/article/transcom/E101.B/2/E101.B_2017EBT0001/_pdf","source":{"id":"https://openalex.org/S2493627025","display_name":"IEICE Transactions on Communications","issn_l":"0916-8516","issn":["0916-8516","1745-1345"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.jstage.jst.go.jp/article/transcom/E101.B/2/E101.B_2017EBT0001/_pdf","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":true,"raw_author_name":"Yousuke TAKAHASHI","raw_affiliation_strings":["NTT Communications Corporation"],"affiliations":[{"raw_affiliation_string":"NTT Communications 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"],"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"],"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/I31784960","display_name":"Fukuoka University","ror":"https://ror.org/04nt8b154","country_code":"JP","type":"education","lineage":["https://openalex.org/I31784960"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Noriaki KAMIYAMA","raw_affiliation_strings":["Faculty of Engineering, Fukuoka University"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Fukuoka University","institution_ids":["https://openalex.org/I31784960"]}]},{"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/I185088104","display_name":"Tokyo City University","ror":"https://ror.org/04dt6bw53","country_code":"JP","type":"education","lineage":["https://openalex.org/I185088104"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kohei SHIOMOTO","raw_affiliation_strings":["Faculty of Knowledge Engineering, Tokyo City University"],"affiliations":[{"raw_affiliation_string":"Faculty of Knowledge Engineering, Tokyo City University","institution_ids":["https://openalex.org/I185088104"]}]},{"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":"Osaka University","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"],"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":"Osaka University","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"],"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":"Osaka University","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"],"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":["https://openalex.org/A5104044038"],"corresponding_institution_ids":["https://openalex.org/I2251713219"],"apc_list":null,"apc_paid":null,"fwci":0.877,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.7784595,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"E101.B","issue":"2","first_page":"538","last_page":"547"},"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":0.9988999962806702,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9988999962806702,"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":0.8419688940048218},{"id":"https://openalex.org/keywords/traffic-engineering","display_name":"Traffic engineering","score":0.7366722822189331},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.7027263641357422},{"id":"https://openalex.org/keywords/internet-traffic-engineering","display_name":"Internet traffic engineering","score":0.6903389096260071},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.6588488817214966},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.6582424640655518},{"id":"https://openalex.org/keywords/openflow","display_name":"OpenFlow","score":0.6173571944236755},{"id":"https://openalex.org/keywords/traffic-shaping","display_name":"Traffic shaping","score":0.6136605739593506},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.5558475255966187},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5515230298042297},{"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":0.5456659197807312},{"id":"https://openalex.org/keywords/network-traffic-simulation","display_name":"Network traffic simulation","score":0.5441795587539673},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5364402532577515},{"id":"https://openalex.org/keywords/floating-car-data","display_name":"Floating car data","score":0.4818052649497986},{"id":"https://openalex.org/keywords/traffic-optimization","display_name":"Traffic optimization","score":0.4389284551143646},{"id":"https://openalex.org/keywords/traffic-policing","display_name":"Traffic policing","score":0.43838950991630554},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4116193652153015},{"id":"https://openalex.org/keywords/internet-traffic","display_name":"Internet traffic","score":0.41049662232398987},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.24397915601730347},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.11983656883239746},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.10395479202270508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8419688940048218},{"id":"https://openalex.org/C16160715","wikidata":"https://www.wikidata.org/wiki/Q1640676","display_name":"Traffic engineering","level":2,"score":0.7366722822189331},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.7027263641357422},{"id":"https://openalex.org/C133264484","wikidata":"https://www.wikidata.org/wiki/Q6056085","display_name":"Internet traffic engineering","level":4,"score":0.6903389096260071},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.6588488817214966},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.6582424640655518},{"id":"https://openalex.org/C192697461","wikidata":"https://www.wikidata.org/wiki/Q4045918","display_name":"OpenFlow","level":3,"score":0.6173571944236755},{"id":"https://openalex.org/C46451311","wikidata":"https://www.wikidata.org/wiki/Q262550","display_name":"Traffic shaping","level":4,"score":0.6136605739593506},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.5558475255966187},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5515230298042297},{"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":0.5456659197807312},{"id":"https://openalex.org/C94168897","wikidata":"https://www.wikidata.org/wiki/Q574324","display_name":"Network traffic simulation","level":4,"score":0.5441795587539673},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5364402532577515},{"id":"https://openalex.org/C64093975","wikidata":"https://www.wikidata.org/wiki/Q356677","display_name":"Floating car data","level":3,"score":0.4818052649497986},{"id":"https://openalex.org/C86266404","wikidata":"https://www.wikidata.org/wiki/Q7832512","display_name":"Traffic optimization","level":4,"score":0.4389284551143646},{"id":"https://openalex.org/C12303254","wikidata":"https://www.wikidata.org/wiki/Q3536428","display_name":"Traffic policing","level":5,"score":0.43838950991630554},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4116193652153015},{"id":"https://openalex.org/C63969886","wikidata":"https://www.wikidata.org/wiki/Q3536440","display_name":"Internet traffic","level":3,"score":0.41049662232398987},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.24397915601730347},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.11983656883239746},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.10395479202270508},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"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:10.1587/transcom.2017ebt0001","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transcom.2017ebt0001","pdf_url":"https://www.jstage.jst.go.jp/article/transcom/E101.B/2/E101.B_2017EBT0001/_pdf","source":{"id":"https://openalex.org/S2493627025","display_name":"IEICE Transactions on Communications","issn_l":"0916-8516","issn":["0916-8516","1745-1345"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Communications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transcom.2017ebt0001","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transcom.2017ebt0001","pdf_url":"https://www.jstage.jst.go.jp/article/transcom/E101.B/2/E101.B_2017EBT0001/_pdf","source":{"id":"https://openalex.org/S2493627025","display_name":"IEICE Transactions on Communications","issn_l":"0916-8516","issn":["0916-8516","1745-1345"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Communications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2732612706","display_name":null,"funder_award_id":"SCOPE","funder_id":"https://openalex.org/F4320325628","funder_display_name":"Ministry of Internal Affairs and Communications"}],"funders":[{"id":"https://openalex.org/F4320325628","display_name":"Ministry of Internal Affairs and Communications","ror":"https://ror.org/00vs1pz50"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2742483930.pdf","grobid_xml":"https://content.openalex.org/works/W2742483930.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W322862721","https://openalex.org/W1021545722","https://openalex.org/W2045070442","https://openalex.org/W2095660971","https://openalex.org/W2097906305","https://openalex.org/W2111162397","https://openalex.org/W2142189531","https://openalex.org/W2147118406","https://openalex.org/W2162311977","https://openalex.org/W2165030634","https://openalex.org/W2169927847","https://openalex.org/W2395731689","https://openalex.org/W2497786025","https://openalex.org/W2798056406","https://openalex.org/W2998113761","https://openalex.org/W4236047370","https://openalex.org/W4236202168","https://openalex.org/W4254436734"],"related_works":["https://openalex.org/W3053061680","https://openalex.org/W2497786025","https://openalex.org/W1605683094","https://openalex.org/W1855129033","https://openalex.org/W1998539287","https://openalex.org/W2152047011","https://openalex.org/W73724501","https://openalex.org/W2114472740","https://openalex.org/W2490010379","https://openalex.org/W2768117395"],"abstract_inverted_index":{"To":[0],"efficiently":[1],"use":[2],"network":[3,24,60,164],"resources,":[4],"internet":[5],"service":[6],"providers":[7],"need":[8],"to":[9,18,53,70,75,84,94,101],"conduct":[10],"traffic":[11,16,20,29,37,43,65,77,99,110,129,140,148,159],"engineering":[12,30],"that":[13,121,166],"dynamically":[14,97,104],"controls":[15],"routes":[17,106],"accommodate":[19],"change":[21,44],"with":[22,128,149,168],"limited":[23],"resources.":[25],"The":[26],"performance":[27],"of":[28,36,42,59,157,196],"(TE)":[31],"depends":[32],"on":[33,138],"the":[34,40,54,172,177,184,189],"accuracy":[35],"prediction.":[38],"However,":[39,89],"size":[41],"has":[45,63],"been":[46],"drastically":[47],"increasing":[48],"in":[49,56,126,161],"recent":[50],"years":[51],"due":[52],"growth":[55],"various":[57],"types":[58],"services,":[61],"which":[62],"made":[64],"prediction":[66],"difficult.":[67],"Our":[68],"approach":[69],"tackle":[71],"this":[72,113],"issue":[73],"is":[74],"separate":[76],"into":[78],"predictable":[79],"and":[80,83,103,142,188],"unpredictable":[81],"parts":[82],"apply":[85],"different":[86,123],"control":[87],"policies.":[88],"there":[90],"are":[91],"two":[92],"challenges":[93],"achieving":[95],"this:":[96],"separating":[98],"according":[100],"predictability":[102],"controlling":[105,146],"for":[107,145],"each":[108],"separated":[109,147],"part.":[111],"In":[112],"paper,":[114],"we":[115],"propose":[116,133],"a":[117,134,143],"macroflow-based":[118],"TE":[119,170],"scheme":[120,174],"uses":[122],"routing":[124],"policies":[125],"accordance":[127],"predictability.":[130],"We":[131],"also":[132],"traffic-separation":[135],"algorithm":[136],"based":[137],"real-time":[139],"analysis":[141],"framework":[144],"software-defined":[150],"networking":[151],"technology,":[152],"particularly":[153],"OpenFlow.":[154],"An":[155],"evaluation":[156],"actual":[158],"measured":[160],"an":[162,194],"Internet2":[163],"shows":[165],"compared":[167],"current":[169],"schemes":[171],"proposed":[173],"can":[175],"reduce":[176],"maximum":[178],"link":[179,191],"load":[180,192],"by":[181,193],"34%":[182],"(at":[183],"most":[185],"congested":[186],"time)":[187],"average":[190,195],"11%.":[197]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}