{"id":"https://openalex.org/W2292188910","doi":"https://doi.org/10.1109/tcad.2015.2474393","title":"A Support Vector Regression (SVR)-Based Latency Model for Network-on-Chip (NoC) Architectures","display_name":"A Support Vector Regression (SVR)-Based Latency Model for Network-on-Chip (NoC) Architectures","publication_year":2015,"publication_date":"2015-08-28","ids":{"openalex":"https://openalex.org/W2292188910","doi":"https://doi.org/10.1109/tcad.2015.2474393","mag":"2292188910"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2015.2474393","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2015.2474393","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-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/A5100834623","display_name":"Zhiliang Qian","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Zhi-Liang Qian","raw_affiliation_strings":["Hong Kong University of Science and Technology, Hong Kong","Shanghai Jiaotong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Shanghai Jiaotong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005730523","display_name":"Da-Cheng Juan","orcid":null},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Da-Cheng Juan","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA","Google, Mountain View, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Google, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105925385","display_name":"Paul Bogdan","orcid":"https://orcid.org/0000-0003-2118-0816"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Bogdan","raw_affiliation_strings":["University of Southern California, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072596277","display_name":"Chi-Ying Tsui","orcid":"https://orcid.org/0000-0002-8024-2637"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Chi-Ying Tsui","raw_affiliation_strings":["Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065985595","display_name":"Diana Marculescu","orcid":"https://orcid.org/0000-0002-5734-4221"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diana Marculescu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036227385","display_name":"Radu M\u0103rculescu","orcid":"https://orcid.org/0000-0003-1826-7646"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Radu Marculescu","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8572,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.94161274,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"35","issue":"3","first_page":"471","last_page":"484"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10829","display_name":"Interconnection Networks and Systems","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/T10829","display_name":"Interconnection Networks and Systems","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/T10179","display_name":"Supercapacitor Materials and Fabrication","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10018","display_name":"Advancements in Battery Materials","score":0.9872999787330627,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7756910920143127},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7077440619468689},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.7047510147094727},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6951454877853394},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.6854917407035828},{"id":"https://openalex.org/keywords/network-on-a-chip","display_name":"Network on a chip","score":0.6073684692382812},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.5552465915679932},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.5237555503845215},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4366440773010254},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.323352575302124},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.22291550040245056},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.21568289399147034},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.19993120431900024}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7756910920143127},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7077440619468689},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.7047510147094727},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6951454877853394},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.6854917407035828},{"id":"https://openalex.org/C128519102","wikidata":"https://www.wikidata.org/wiki/Q339554","display_name":"Network on a chip","level":2,"score":0.6073684692382812},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.5552465915679932},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.5237555503845215},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4366440773010254},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.323352575302124},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.22291550040245056},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.21568289399147034},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.19993120431900024},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tcad.2015.2474393","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2015.2474393","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-77285","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-77285","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:repository.ust.hk:1783.1-77285","is_oa":false,"landing_page_url":"http://www.scopus.com/record/display.url?eid=2-s2.0-84963753559&origin=inward","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320310207","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33"},{"id":"https://openalex.org/F4320323537","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W73629738","https://openalex.org/W249499181","https://openalex.org/W1501077214","https://openalex.org/W1663973292","https://openalex.org/W1964357740","https://openalex.org/W1974429638","https://openalex.org/W1974573589","https://openalex.org/W1975322997","https://openalex.org/W1984509316","https://openalex.org/W2000110933","https://openalex.org/W2002866206","https://openalex.org/W2004893321","https://openalex.org/W2022673945","https://openalex.org/W2036038163","https://openalex.org/W2039504931","https://openalex.org/W2066906122","https://openalex.org/W2081883574","https://openalex.org/W2113615756","https://openalex.org/W2116768818","https://openalex.org/W2118241278","https://openalex.org/W2122654467","https://openalex.org/W2123184444","https://openalex.org/W2142364550","https://openalex.org/W2147913671","https://openalex.org/W2148603752","https://openalex.org/W2155880548","https://openalex.org/W2156510866","https://openalex.org/W2160642395","https://openalex.org/W2171121617","https://openalex.org/W2255788751","https://openalex.org/W2511894128","https://openalex.org/W2594639291","https://openalex.org/W3139629885","https://openalex.org/W3140630585","https://openalex.org/W4210727445","https://openalex.org/W4229831042"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W3010619501","https://openalex.org/W2161995522","https://openalex.org/W2390899382"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"propose":[4,68],"SVR-NoC,":[5],"a":[6,69],"network-on-chip":[7],"(NoC)":[8],"latency":[9],"model":[10,43],"using":[11,39],"support":[12],"vector":[13],"regression":[14],"(SVR).":[15],"More":[16],"specifically,":[17],"based":[18],"on":[19,74,105,112],"the":[20,25,29,50,53,63,82,99],"application":[21],"communication":[22],"information":[23],"and":[24,31,80,108],"NoC":[26,101],"routing":[27],"algorithm,":[28],"channel":[30],"source":[32],"queue":[33],"waiting":[34],"times":[35],"are":[36,58],"first":[37],"estimated":[38],"an":[40],"analytical":[41],"queuing":[42,54],"with":[44],"two":[45],"equivalent":[46],"queues.":[47],"To":[48],"improve":[49],"prediction":[51,117],"accuracy,":[52],"theory-based":[55],"delay":[56],"estimations":[57],"included":[59],"as":[60,123,125],"features":[61],"in":[62,119],"learning":[64,70,88],"process.":[65],"We":[66],"then":[67],"framework":[71],"that":[72],"relies":[73],"SVR":[75],"to":[76,93,131],"collect":[77],"training":[78],"data":[79],"predict":[81],"traffic":[83,96,110],"flow":[84],"latency.":[85],"The":[86],"proposed":[87],"methods":[89],"can":[90,134],"be":[91,135],"used":[92],"analyze":[94],"various":[95],"scenarios":[97],"for":[98],"target":[100],"platform.":[102],"Experimental":[103],"results":[104],"both":[106],"synthetic":[107],"real-application":[109],"demonstrate":[111],"average":[113],"less":[114],"than":[115,127],"12%":[116],"error":[118],"network":[120],"saturation":[121],"load,":[122],"well":[124],"more":[126],"100\u00d7":[128],"speedup":[129],"compared":[130],"cycle-accurate":[132],"simulations":[133],"achieved.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":8},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}