{"id":"https://openalex.org/W2918530874","doi":"https://doi.org/10.1109/access.2019.2902166","title":"Efficient Topology Reconstruction via Machine Learning Based Traffic Patterns Recognition in Optically Interconnected Computing System","display_name":"Efficient Topology Reconstruction via Machine Learning Based Traffic Patterns Recognition in Optically Interconnected Computing System","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2918530874","doi":"https://doi.org/10.1109/access.2019.2902166","mag":"2918530874"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2902166","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2902166","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.2019.2902166","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101842485","display_name":"Cen Wang","orcid":"https://orcid.org/0000-0001-6034-4292"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cen Wang","raw_affiliation_strings":["State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6034-4292","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075414103","display_name":"Hongxiang Guo","orcid":"https://orcid.org/0000-0002-7009-6699"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxiang Guo","raw_affiliation_strings":["State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046970118","display_name":"Xiong Gao","orcid":"https://orcid.org/0000-0003-0677-4325"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Gao","raw_affiliation_strings":["State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0677-4325","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073175691","display_name":"Yanhu Chen","orcid":"https://orcid.org/0000-0002-5020-7355"},"institutions":[{"id":"https://openalex.org/I4210126794","display_name":"IBM Research (China)","ror":"https://ror.org/02yg1pf55","country_code":"CN","type":"company","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126794"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhu Chen","raw_affiliation_strings":["Quantum Computing Group, IBM Research, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Quantum Computing Group, IBM Research, Beijing, China","institution_ids":["https://openalex.org/I4210126794"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033649899","display_name":"Yinan Tang","orcid":"https://orcid.org/0000-0002-6029-3744"},"institutions":[{"id":"https://openalex.org/I70983195","display_name":"Syracuse University","ror":"https://ror.org/025r5qe02","country_code":"US","type":"education","lineage":["https://openalex.org/I70983195"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yinan Tang","raw_affiliation_strings":["College of Engineering and Computer Science, Syracuse University, Syracuse, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-6029-3744","affiliations":[{"raw_affiliation_string":"College of Engineering and Computer Science, Syracuse University, Syracuse, NY, USA","institution_ids":["https://openalex.org/I70983195"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100599435","display_name":"Jian Wu","orcid":"https://orcid.org/0000-0002-3394-1507"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wu","raw_affiliation_strings":["State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101842485"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.3632,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59727921,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":null,"first_page":"28548","last_page":"28558"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10847","display_name":"Advanced Optical Network Technologies","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10232","display_name":"Optical Network Technologies","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7967427372932434},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.7224903106689453},{"id":"https://openalex.org/keywords/topology-optimization","display_name":"Topology optimization","score":0.5553516149520874},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.5519713759422302},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5290994644165039},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.47587576508522034},{"id":"https://openalex.org/keywords/logical-topology","display_name":"Logical topology","score":0.4551647901535034},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4288247525691986},{"id":"https://openalex.org/keywords/airfield-traffic-pattern","display_name":"Airfield traffic pattern","score":0.4284358620643616},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.4129772186279297},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2744666337966919},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24538138508796692},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.21110394597053528}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7967427372932434},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.7224903106689453},{"id":"https://openalex.org/C189216461","wikidata":"https://www.wikidata.org/wiki/Q2443456","display_name":"Topology optimization","level":3,"score":0.5553516149520874},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.5519713759422302},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5290994644165039},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.47587576508522034},{"id":"https://openalex.org/C117729477","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Logical topology","level":3,"score":0.4551647901535034},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4288247525691986},{"id":"https://openalex.org/C204673680","wikidata":"https://www.wikidata.org/wiki/Q1628107","display_name":"Airfield traffic pattern","level":2,"score":0.4284358620643616},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.4129772186279297},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2744666337966919},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24538138508796692},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.21110394597053528},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2902166","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2902166","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"},{"id":"pmh:oai:doaj.org/article:f41fa1ab621b4a93bad3e9b61ab509d8","is_oa":true,"landing_page_url":"https://doaj.org/article/f41fa1ab621b4a93bad3e9b61ab509d8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 28548-28558 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2902166","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2902166","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":[{"display_name":"Industry, innovation and infrastructure","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G4457119627","display_name":null,"funder_award_id":"61331008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6039630979","display_name":null,"funder_award_id":"61471054","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1471136644","https://openalex.org/W1979673782","https://openalex.org/W1982849033","https://openalex.org/W1983562567","https://openalex.org/W2097926925","https://openalex.org/W2141465109","https://openalex.org/W2141810662","https://openalex.org/W2149939304","https://openalex.org/W2312990690","https://openalex.org/W2317844112","https://openalex.org/W2339740833","https://openalex.org/W2488801318","https://openalex.org/W2505830093","https://openalex.org/W2567815372","https://openalex.org/W2742956305","https://openalex.org/W2743429249","https://openalex.org/W2769716261","https://openalex.org/W2774026611","https://openalex.org/W2999590865","https://openalex.org/W3162070257","https://openalex.org/W4233756358","https://openalex.org/W4245810980","https://openalex.org/W4251459357","https://openalex.org/W4255119735","https://openalex.org/W4288630027","https://openalex.org/W6628579693","https://openalex.org/W6680735885","https://openalex.org/W6682930621","https://openalex.org/W6685273773"],"related_works":["https://openalex.org/W1879279916","https://openalex.org/W2232402608","https://openalex.org/W3151408574","https://openalex.org/W2188936290","https://openalex.org/W1984360877","https://openalex.org/W1995429570","https://openalex.org/W4385451359","https://openalex.org/W1977313940","https://openalex.org/W2367709134","https://openalex.org/W2085298677"],"abstract_inverted_index":{"The":[0],"traffic":[1,36,53,96,148,164,183],"flows":[2,13,18],"in":[3],"parallel":[4,89],"computing":[5,90,187,205],"systems":[6],"show":[7,33],"clustered,":[8],"correlative":[9],"nature":[10],"and":[11,63,104,158],"the":[12,31,39,52,72,79,86,95,126,130,137,163,169,177,193,201,209,214],"are":[14,61,98],"always":[15],"latency-sensitive.":[16],"These":[17],"have":[19,47,191],"been":[20,48],"abstracted":[21],"as":[22],"\u201cCoflow\u201d":[23],"to":[24,50,77,84,100,120,135,161,175],"pursue":[25],"overall":[26],"optimization.":[27],"Concurrent":[28],"Coflows":[29],"on":[30,181],"network":[32,45,68],"very":[34],"novel":[35],"patterns.":[37],"On":[38],"other":[40],"hand,":[41],"multiple":[42],"optical":[43,82],"interconnection":[44],"architectures":[46],"proposed":[49,146],"enable":[51],"adaption":[54],"topology":[55,58,83,108,131,150],"reconstructions.":[56],"Nevertheless,":[57],"reconstruction":[59,151],"strategies":[60],"application-agnostic,":[62],"their":[64],"optimization":[65],"objective":[66],"of":[67,81,88,195,204],"performance":[69,87],"cannot":[70],"meet":[71],"Coflow":[73,93,138],"demand.":[74],"In":[75,207],"order":[76],"exert":[78],"flexibility":[80],"promote":[85],"application":[91,127],"by":[92,199],"acceleration,":[94],"patterns":[97,165],"preferred":[99],"be":[101,133],"well":[102],"recognized":[103],"then":[105],"an":[106],"adaptive":[107],"is":[109,118,173],"generated":[110],"accordingly.":[111],"To":[112,141],"avoid":[113],"further":[114],"complex,":[115],"such":[116,196],"recognition":[117],"expected":[119],"finish":[121],"without":[122],"prior":[123],"knowledge":[124],"from":[125,185],"layer.":[128],"Then,":[129],"should":[132],"reconstructed":[134],"minimize":[136],"completion":[139,202],"time.":[140],"implement":[142],"these":[143],"procedures,":[144],"we":[145],"a":[147,197],"pattern-aware":[149],"strategy.":[152],"Our":[153],"strategy":[154,198],"first":[155],"combines":[156],"CNN":[157],"spectral":[159],"clustering":[160],"realize":[162],"awareness.":[166],"And":[167],"then,":[168],"genetic":[170],"searching":[171],"algorithm":[172],"used":[174],"mind":[176],"proper":[178],"topology.":[179],"Based":[180],"real":[182],"trace":[184],"Facebook":[186],"application,":[188],"large-scale":[189],"simulations":[190],"verified":[192],"efficiency":[194],"lowering":[200],"time":[203],"jobs.":[206],"addition,":[208],"experimental":[210],"demonstration":[211],"has":[212],"confirmed":[213],"conclusions.":[215]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}