{"id":"https://openalex.org/W4404848343","doi":"https://doi.org/10.1109/icnsc62968.2024.10760098","title":"Network Traffic Prediction with Decomposition and Multi-Scale Autocorrelation in Large-Scale Cloud Data Centers","display_name":"Network Traffic Prediction with Decomposition and Multi-Scale Autocorrelation in Large-Scale Cloud Data Centers","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4404848343","doi":"https://doi.org/10.1109/icnsc62968.2024.10760098"},"language":"en","primary_location":{"id":"doi:10.1109/icnsc62968.2024.10760098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760098","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","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/A5028376318","display_name":"Meijia Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meijia Wang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101881295","display_name":"Haitao Yuan","orcid":"https://orcid.org/0000-0001-8475-419X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitao Yuan","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111216385","display_name":"Zengmin Kuang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenwei Kuang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077081767","display_name":"Hanbo Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanbo Ma","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University,Beijing,China,100191","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057935426","display_name":"Jing Bi","orcid":"https://orcid.org/0000-0002-4610-0141"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Bi","raw_affiliation_strings":["Beijing University of Technology,Faculty of Information Technology,Beijing,China,100124"],"affiliations":[{"raw_affiliation_string":"Beijing University of Technology,Faculty of Information Technology,Beijing,China,100124","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100360704","display_name":"Jia Zhang","orcid":"https://orcid.org/0000-0003-2148-0923"},"institutions":[{"id":"https://openalex.org/I178169726","display_name":"Southern Methodist University","ror":"https://ror.org/042tdr378","country_code":"US","type":"education","lineage":["https://openalex.org/I178169726"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jia Zhang","raw_affiliation_strings":["Southern Methodist University,Dept. of Computer Science,Dallas,TX,USA,75275"],"affiliations":[{"raw_affiliation_string":"Southern Methodist University,Dept. of Computer Science,Dallas,TX,USA,75275","institution_ids":["https://openalex.org/I178169726"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081318069","display_name":"MengChu Zhou","orcid":"https://orcid.org/0000-0002-5408-8752"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"MengChu Zhou","raw_affiliation_strings":["New Jersey Institute of Technology,Dept. of Electrical and Computer Engineering,Newark,NJ,USA,07102"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Dept. of Electrical and Computer Engineering,Newark,NJ,USA,07102","institution_ids":["https://openalex.org/I118118575"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5028376318"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":0.5575,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67609152,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/autocorrelation","display_name":"Autocorrelation","score":0.781241774559021},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.7011602520942688},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6636950969696045},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6100152134895325},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.342135488986969},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2176668643951416},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12116029858589172},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09148558974266052},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.0694732666015625}],"concepts":[{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.781241774559021},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.7011602520942688},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6636950969696045},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6100152134895325},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.342135488986969},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2176668643951416},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12116029858589172},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09148558974266052},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0694732666015625},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icnsc62968.2024.10760098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icnsc62968.2024.10760098","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Networking, Sensing and Control (ICNSC)","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W747394405","https://openalex.org/W1987236514","https://openalex.org/W174653542","https://openalex.org/W4244478748","https://openalex.org/W2381153750","https://openalex.org/W2041235277","https://openalex.org/W2088220880"],"abstract_inverted_index":{"As":[0],"the":[1,52,69,76,118,123,178,221,229,233,241],"Internet":[2],"and":[3,38,42,50,72,155,188,194,203,212],"big":[4],"data":[5,12,63,192,206],"technologies":[6],"advance,":[7],"a":[8,132,140,148],"tremendous":[9],"amount":[10],"of":[11,54,75,177,191],"is":[13,65],"generated":[14],"daily.":[15],"Efficient":[16],"network":[17,28,59,134,165],"operations":[18],"are":[19,218],"essential":[20],"for":[21],"handling":[22],"such":[23,97],"data.":[24,180],"Accurately":[25],"predicting":[26,58],"future":[27,164],"traffic":[29,40,60,135,166],"in":[30,61,122],"real-time":[31],"enables":[32],"prompt":[33],"response":[34],"from":[35],"cloud":[36],"infrastructure":[37],"efficient":[39],"scheduling":[41],"allocation,":[43],"ultimately":[44],"reducing":[45],"costs,":[46],"preventing":[47],"economic":[48],"losses,":[49],"optimizing":[51],"performance":[53],"downstream":[55],"facilities.":[56],"However,":[57],"large-scale":[62],"centers":[64],"challenging":[66],"due":[67],"to":[68,86,112,197],"multidimensional,":[70],"nonlinear,":[71],"high-volatility":[73],"nature":[74],"time":[77,124,200],"series.":[78,125],"Traditional":[79],"prediction":[80,109,136,202,216,234],"methods,":[81],"e.g.,":[82],"regression":[83],"algorithms,":[84],"struggle":[85],"capture":[87],"non-linear":[88],"features":[89,121,171,193],"effectively.":[90],"Many":[91],"deep":[92],"learning":[93,190],"models":[94,217],"face":[95],"issues":[96],"as":[98],"gradient":[99],"explosion":[100],"or":[101],"vanishing":[102],"during":[103],"their":[104],"training.":[105],"Current":[106],"commonly":[107],"used":[108],"methods":[110],"fail":[111],"fully":[113],"uncover":[114],"vital":[115],"information":[116],"about":[117],"frequency":[119],"domain":[120],"To":[126],"do":[127],"so,":[128],"this":[129],"work":[130],"proposes":[131],"novel":[133],"model":[137,231],"that":[138,228],"combines":[139],"Savitzky":[141],"Golay":[142],"filter,":[143],"sequence":[144,184],"decomposition,":[145],"multi-scale":[146],"attention,":[147],"temporal":[149,195],"convolutional":[150],"network,":[151],"an":[152],"autocorrelation":[153],"mechanism,":[154],"bidirectional":[156],"long":[157],"short-term":[158],"memory.":[159],"It":[160,181],"can":[161],"accurately":[162],"predict":[163],"by":[167,236],"adaptively":[168],"extracting":[169],"important":[170],"without":[172],"requiring":[173],"excessive":[174],"feature":[175,186],"engineering":[176],"original":[179],"performs":[182],"end-to-end":[183],"prediction,":[185],"selection,":[187],"automatic":[189],"dependencies":[196],"achieve":[198],"accurate":[199],"series":[201],"avoid":[204],"redundant":[205],"processing.":[207],"Experiments":[208],"involving":[209],"ablation":[210],"studies":[211],"comparisons":[213],"with":[214,220],"advanced":[215],"performed":[219],"Google":[222],"cluster":[223],"trace.":[224],"Experimental":[225],"results":[226],"show":[227],"proposed":[230],"improves":[232],"accuracy":[235],"at":[237],"least":[238],"38.52%":[239],"over":[240],"state-of-the-art":[242],"models.":[243]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
