{"id":"https://openalex.org/W4281713727","doi":"https://doi.org/10.1109/noms54207.2022.9789845","title":"Learning Traffic Encoding Matrices for Delay-Aware Traffic Engineering in SD-WANs","display_name":"Learning Traffic Encoding Matrices for Delay-Aware Traffic Engineering in SD-WANs","publication_year":2022,"publication_date":"2022-04-25","ids":{"openalex":"https://openalex.org/W4281713727","doi":"https://doi.org/10.1109/noms54207.2022.9789845"},"language":"en","primary_location":{"id":"doi:10.1109/noms54207.2022.9789845","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789845","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","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/A5081502954","display_name":"Majid Ghaderi","orcid":"https://orcid.org/0000-0002-3783-4346"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Majid Ghaderi","raw_affiliation_strings":["University of Calgary"],"affiliations":[{"raw_affiliation_string":"University of Calgary","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100428683","display_name":"Wenjie Liu","orcid":"https://orcid.org/0000-0002-9317-2869"},"institutions":[{"id":"https://openalex.org/I4210160618","display_name":"Huawei Technologies (United Kingdom)","ror":"https://ror.org/056gzgs71","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210160618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wenjie Liu","raw_affiliation_strings":["Huawei Technologies"],"affiliations":[{"raw_affiliation_string":"Huawei Technologies","institution_ids":["https://openalex.org/I4210160618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040041960","display_name":"Shihan Xiao","orcid":"https://orcid.org/0000-0001-9702-9130"},"institutions":[{"id":"https://openalex.org/I4210160618","display_name":"Huawei Technologies (United Kingdom)","ror":"https://ror.org/056gzgs71","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210160618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shihan Xiao","raw_affiliation_strings":["Huawei Technologies"],"affiliations":[{"raw_affiliation_string":"Huawei Technologies","institution_ids":["https://openalex.org/I4210160618"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101808283","display_name":"Feng-Lin Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160618","display_name":"Huawei Technologies (United Kingdom)","ror":"https://ror.org/056gzgs71","country_code":"GB","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210160618"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fenglin Li","raw_affiliation_strings":["Huawei Technologies"],"affiliations":[{"raw_affiliation_string":"Huawei Technologies","institution_ids":["https://openalex.org/I4210160618"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5081502954"],"corresponding_institution_ids":["https://openalex.org/I168635309"],"apc_list":null,"apc_paid":null,"fwci":1.0809,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71871524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"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":0.9997000098228455,"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":0.9991999864578247,"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/computer-science","display_name":"Computer science","score":0.7500515580177307},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.5863479971885681},{"id":"https://openalex.org/keywords/traffic-engineering","display_name":"Traffic engineering","score":0.5169715285301208},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.500765323638916},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4903137981891632},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4874001145362854},{"id":"https://openalex.org/keywords/traffic-shaping","display_name":"Traffic shaping","score":0.444158136844635},{"id":"https://openalex.org/keywords/traffic-classification","display_name":"Traffic classification","score":0.41996386647224426},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.41494399309158325},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3967924416065216},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36166831851005554},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36138856410980225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23790499567985535},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.2314722239971161},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.10889321565628052}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7500515580177307},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.5863479971885681},{"id":"https://openalex.org/C16160715","wikidata":"https://www.wikidata.org/wiki/Q1640676","display_name":"Traffic engineering","level":2,"score":0.5169715285301208},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.500765323638916},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4903137981891632},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4874001145362854},{"id":"https://openalex.org/C46451311","wikidata":"https://www.wikidata.org/wiki/Q262550","display_name":"Traffic shaping","level":4,"score":0.444158136844635},{"id":"https://openalex.org/C169988225","wikidata":"https://www.wikidata.org/wiki/Q7832484","display_name":"Traffic classification","level":3,"score":0.41996386647224426},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.41494399309158325},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3967924416065216},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36166831851005554},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36138856410980225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23790499567985535},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.2314722239971161},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.10889321565628052},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms54207.2022.9789845","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms54207.2022.9789845","pdf_url":null,"source":{"id":"https://openalex.org/S4363605650","display_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1716229707","https://openalex.org/W1968331080","https://openalex.org/W1988975763","https://openalex.org/W2064675550","https://openalex.org/W2097906305","https://openalex.org/W2102090846","https://openalex.org/W2104254326","https://openalex.org/W2118404561","https://openalex.org/W2126822952","https://openalex.org/W2140426549","https://openalex.org/W2145339207","https://openalex.org/W2156387975","https://openalex.org/W2156737235","https://openalex.org/W2157990152","https://openalex.org/W2158755379","https://openalex.org/W2161615677","https://openalex.org/W2201581102","https://openalex.org/W2493244360","https://openalex.org/W2493400205","https://openalex.org/W2546571074","https://openalex.org/W2585861133","https://openalex.org/W2759910885","https://openalex.org/W2775482448","https://openalex.org/W2781726626","https://openalex.org/W2799020319","https://openalex.org/W2898035736","https://openalex.org/W2909976513","https://openalex.org/W2920933065","https://openalex.org/W2946348792","https://openalex.org/W2948708918","https://openalex.org/W2963432161","https://openalex.org/W2963549123","https://openalex.org/W2963864421","https://openalex.org/W2968986602","https://openalex.org/W2976585653","https://openalex.org/W2986796555","https://openalex.org/W3019817166","https://openalex.org/W3046478992","https://openalex.org/W3103263926","https://openalex.org/W3144454280","https://openalex.org/W3187829000","https://openalex.org/W4214717370","https://openalex.org/W4241999312","https://openalex.org/W4246219036","https://openalex.org/W4299802797","https://openalex.org/W6637696349","https://openalex.org/W6682889407","https://openalex.org/W6683599812","https://openalex.org/W6684921986","https://openalex.org/W6687681856","https://openalex.org/W6738796088","https://openalex.org/W6747473740","https://openalex.org/W6750790946","https://openalex.org/W6762728350","https://openalex.org/W6762935222"],"related_works":["https://openalex.org/W2490010379","https://openalex.org/W266939152","https://openalex.org/W2141958076","https://openalex.org/W2393595964","https://openalex.org/W4301398392","https://openalex.org/W3178296362","https://openalex.org/W2497786025","https://openalex.org/W2127561666","https://openalex.org/W2056187239","https://openalex.org/W2587627203"],"abstract_inverted_index":{"This":[0],"paper":[1],"introduces":[2],"Traffic":[3,12],"Encoding":[4],"Matrices":[5,13],"(TEMs)":[6],"as":[7],"an":[8],"alternative":[9],"to":[10,30,60,98,132,137],"traditional":[11],"(TMs)":[14],"for":[15,82],"representing":[16],"network":[17,126],"traffic":[18,84,92,109,116],"demands.":[19,49],"While":[20],"TMs":[21,107],"only":[22],"capture":[23,31,40],"average":[24],"demand":[25,33],"information,":[26],"TEMs":[27,63,104],"are":[28,118],"designed":[29],"distributional":[32],"information":[34],"by":[35],"learning":[36],"representations":[37],"whose":[38],"variations":[39],"most":[41],"of":[42,45,48,67,77,102,106],"the":[43,46,65,68,73,100,133,142],"structure":[44],"distribution":[47],"We":[50,70],"present":[51,72,95],"a":[52,79],"practical":[53],"approach":[54],"based":[55],"on":[56],"off-the-shelf":[57],"neural":[58],"autoencoders":[59],"efficiently":[61],"construct":[62],"at":[64],"edge":[66],"network.":[69],"then":[71],"design":[74],"and":[75,128],"evaluation":[76],"NeuroTE,":[78],"DRL-based":[80],"framework":[81],"delay-aware":[83],"engineering":[85],"in":[86,108],"SD-WANs":[87],"using":[88,103,140],"TEMs.":[89],"Using":[90],"real":[91],"traces,":[93],"we":[94],"experimental":[96],"results":[97,112],"demonstrate":[99],"advantages":[101],"instead":[105],"engineering.":[110],"Our":[111],"show":[113],"that,":[114],"when":[115],"demands":[117],"dynamic,":[119],"TEM-based":[120],"control":[121,139,145],"leads":[122],"to:":[123],"1)":[124],"improved":[125],"performance,":[127],"2)":[129],"faster":[130],"convergence":[131],"optimal":[134],"solution":[135],"compared":[136],"TM-based":[138],"exactly":[141],"same":[143],"DRL":[144],"algorithm.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
