{"id":"https://openalex.org/W7123355322","doi":"https://doi.org/10.1109/access.2026.3652345","title":"Data-Driven Guidelines for Buffer Sizing: A Dynamical System Approach for Throughput Time-Series","display_name":"Data-Driven Guidelines for Buffer Sizing: A Dynamical System Approach for Throughput Time-Series","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7123355322","doi":"https://doi.org/10.1109/access.2026.3652345"},"language":null,"primary_location":{"id":"doi:10.1109/access.2026.3652345","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3652345","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2026.3652345","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090600872","display_name":"Kaito Kato","orcid":"https://orcid.org/0000-0002-8589-6736"},"institutions":[{"id":"https://openalex.org/I98940699","display_name":"Chukyo University","ror":"https://ror.org/04ajrmg05","country_code":"JP","type":"education","lineage":["https://openalex.org/I98940699"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Kaito Kato","raw_affiliation_strings":["Chukyo University, Nagoya, Aichi, Japan"],"affiliations":[{"raw_affiliation_string":"Chukyo University, Nagoya, Aichi, Japan","institution_ids":["https://openalex.org/I98940699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009452359","display_name":"Yoshitaka Itoh","orcid":null},"institutions":[{"id":"https://openalex.org/I104234503","display_name":"Hokkaido University of Science","ror":"https://ror.org/05gqsa340","country_code":"JP","type":"education","lineage":["https://openalex.org/I104234503"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshitaka Itoh","raw_affiliation_strings":["Hokkaido University of Science, Sapporo, Hokkaido, Japan"],"affiliations":[{"raw_affiliation_string":"Hokkaido University of Science, Sapporo, Hokkaido, Japan","institution_ids":["https://openalex.org/I104234503"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122843521","display_name":"Takuji Kousaka","orcid":null},"institutions":[{"id":"https://openalex.org/I98940699","display_name":"Chukyo University","ror":"https://ror.org/04ajrmg05","country_code":"JP","type":"education","lineage":["https://openalex.org/I98940699"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takuji Kousaka","raw_affiliation_strings":["Chukyo University, Nagoya, Aichi, Japan"],"affiliations":[{"raw_affiliation_string":"Chukyo University, Nagoya, Aichi, Japan","institution_ids":["https://openalex.org/I98940699"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5090600872"],"corresponding_institution_ids":["https://openalex.org/I98940699"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07328999,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"8506","last_page":"8527"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.45010000467300415,"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":0.45010000467300415,"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":0.07159999758005142,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.0575999990105629,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/sizing","display_name":"Sizing","score":0.8593000173568726},{"id":"https://openalex.org/keywords/buffer","display_name":"Buffer (optical fiber)","score":0.7511000037193298},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.6973000168800354},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.6844000220298767},{"id":"https://openalex.org/keywords/router","display_name":"Router","score":0.4339999854564667},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.42980000376701355},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.4000000059604645},{"id":"https://openalex.org/keywords/operating-point","display_name":"Operating point","score":0.3977000117301941}],"concepts":[{"id":"https://openalex.org/C2777767291","wikidata":"https://www.wikidata.org/wiki/Q1080291","display_name":"Sizing","level":2,"score":0.8593000173568726},{"id":"https://openalex.org/C145018004","wikidata":"https://www.wikidata.org/wiki/Q4985944","display_name":"Buffer (optical fiber)","level":2,"score":0.7511000037193298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7486000061035156},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.6973000168800354},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.6844000220298767},{"id":"https://openalex.org/C2775896111","wikidata":"https://www.wikidata.org/wiki/Q642560","display_name":"Router","level":2,"score":0.4339999854564667},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.42980000376701355},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.41839998960494995},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.4000000059604645},{"id":"https://openalex.org/C22762622","wikidata":"https://www.wikidata.org/wiki/Q628904","display_name":"Operating point","level":2,"score":0.3977000117301941},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.37049999833106995},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.3352999985218048},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C40842320","wikidata":"https://www.wikidata.org/wiki/Q19423","display_name":"Buffer overflow","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.31369999051094055},{"id":"https://openalex.org/C200157131","wikidata":"https://www.wikidata.org/wiki/Q4854763","display_name":"Bandwidth allocation","level":3,"score":0.30480000376701355},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.28700000047683716},{"id":"https://openalex.org/C33962884","wikidata":"https://www.wikidata.org/wiki/Q378637","display_name":"Dynamical system (definition)","level":3,"score":0.28139999508857727},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2551000118255615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/access.2026.3652345","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3652345","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3652345","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3652345","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1422439960","display_name":null,"funder_award_id":"JP25K03200","funder_id":"https://openalex.org/F4320317410","funder_display_name":"Chukyo University"},{"id":"https://openalex.org/G2432647001","display_name":null,"funder_award_id":"JP25K21302","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G409474301","display_name":null,"funder_award_id":"JP25K03200","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G5147228576","display_name":null,"funder_award_id":"JP25KJ2191","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G7122511336","display_name":null,"funder_award_id":"JP25K21302","funder_id":"https://openalex.org/F4320317410","funder_display_name":"Chukyo University"},{"id":"https://openalex.org/G8877752325","display_name":null,"funder_award_id":"JP25KJ2191","funder_id":"https://openalex.org/F4320317410","funder_display_name":"Chukyo University"}],"funders":[{"id":"https://openalex.org/F4320317410","display_name":"Chukyo University","ror":"https://ror.org/04ajrmg05"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W170020907","https://openalex.org/W878989629","https://openalex.org/W1909800943","https://openalex.org/W1966888716","https://openalex.org/W1970626750","https://openalex.org/W1986412517","https://openalex.org/W1992147794","https://openalex.org/W1995580774","https://openalex.org/W2004244301","https://openalex.org/W2022359415","https://openalex.org/W2022844530","https://openalex.org/W2054256732","https://openalex.org/W2064052729","https://openalex.org/W2111072639","https://openalex.org/W2111619626","https://openalex.org/W2117264435","https://openalex.org/W2136451165","https://openalex.org/W2145339207","https://openalex.org/W2158733823","https://openalex.org/W2287709780","https://openalex.org/W2539125154","https://openalex.org/W2540285146","https://openalex.org/W2799067431","https://openalex.org/W2810607982","https://openalex.org/W2883271860","https://openalex.org/W2891840719","https://openalex.org/W2964247511","https://openalex.org/W2981134903","https://openalex.org/W3004071962","https://openalex.org/W3147432643","https://openalex.org/W3161507710","https://openalex.org/W3204673132","https://openalex.org/W4221105860","https://openalex.org/W4232013398","https://openalex.org/W4236202168","https://openalex.org/W4238579824","https://openalex.org/W4244777963","https://openalex.org/W4248409180","https://openalex.org/W4283206034","https://openalex.org/W4285585446","https://openalex.org/W4302802882","https://openalex.org/W4317629865","https://openalex.org/W4321609268","https://openalex.org/W4361986421","https://openalex.org/W4382652389","https://openalex.org/W4408444532","https://openalex.org/W4411372842"],"related_works":[],"abstract_inverted_index":{"Proper":[0],"router":[1],"buffer":[2,21,39,68,81,169,200,218,223],"sizing":[3,40,69,82,201],"is":[4,41,131,157,175,238],"critical":[5],"for":[6,38,65,79,188,199],"supporting":[7],"modern":[8],"applications":[9],"that":[10,171,210,225,234],"require":[11],"both":[12],"high":[13],"throughput":[14,93],"and":[15,193,241],"low":[16],"latency.":[17],"An":[18],"excessively":[19],"large":[20],"can":[22,202],"induce":[23],"significant":[24],"delays":[25],"due":[26],"to":[27,84],"bufferbloat,":[28],"whereas":[29],"undersized":[30],"buffers":[31],"often":[32],"reduce":[33],"throughput.":[34],"Deriving":[35],"theoretical":[36,73],"guidelines":[37,78,198],"particularly":[42],"difficult":[43],"in":[44],"realistic":[45],"environments":[46],"where":[47],"multiple":[48],"flows":[49,192],"using":[50,91,138,178],"nonlinear":[51],"algorithms,":[52],"such":[53],"as":[54,121,159],"CUBIC":[55],"TCP,":[56],"compete.":[57],"This":[58,96],"paper":[59],"proposes":[60],"a":[61,85,107,122,135,144,160,244],"novel":[62],"data-driven":[63],"method":[64,76,97,113,213,237],"establishing":[66],"practical":[67],"guidelines.":[70],"Unlike":[71],"conventional":[72],"approaches,":[74],"this":[75,173,186],"derives":[77],"proper":[80,217],"according":[83],"target":[86,145,153,228],"bandwidth":[87,119,147,155,229],"utilization":[88,120,148,156],"(normalized":[89],"throughput)":[90],"only":[92,103],"time-series":[94,100],"data.":[95],"relies":[98],"on":[99],"measurements":[101],"from":[102,180],"three":[104],"points":[105],"within":[106],"broad":[108],"parameter":[109],"space.":[110],"The":[111,167],"proposed":[112,212,236],"models":[114],"the":[115,128,139,152,164,211,216,221,227,235],"macroscopic":[116],"behavior":[117],"of":[118,146,154,163,191,247],"one-dimensional":[123],"discrete":[124],"dynamical":[125,165,181],"system":[126],"(where":[127],"next":[129],"state":[130],"iteratively":[132],"computed":[133],"via":[134],"deterministic":[136],"rule),":[137],"extreme":[140],"learning":[141],"machine":[142],"with":[143],"(ELM-TBU)":[149],"model.":[150],"Here,":[151],"treated":[158],"fixed":[161],"point":[162],"system.":[166],"minimum":[168,222],"size":[170,219,224],"satisfies":[172,226],"criterion":[174],"numerically":[176],"determined":[177],"concepts":[179],"systems":[182],"theory.":[183],"By":[184],"repeating":[185],"process":[187],"various":[189],"numbers":[190],"bandwidth-delay":[194],"products,":[195],"global":[196],"design":[197],"be":[203],"obtained.":[204],"Using":[205],"Network":[206],"Simulator-2,":[207],"we":[208],"demonstrate":[209],"accurately":[214],"estimates":[215],"(i.e.,":[220],"utilization).":[230],"Performance":[231],"evaluations":[232],"indicate":[233],"highly":[239],"effective":[240],"applicable":[242],"across":[243],"wide":[245],"range":[246],"environments.":[248]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-14T00:00:00"}
