{"id":"https://openalex.org/W4285025797","doi":"https://doi.org/10.1109/iccworkshops53468.2022.9814643","title":"Network Traffic Overload Prediction with Temporal Graph Attention Convolutional Networks","display_name":"Network Traffic Overload Prediction with Temporal Graph Attention Convolutional Networks","publication_year":2022,"publication_date":"2022-05-16","ids":{"openalex":"https://openalex.org/W4285025797","doi":"https://doi.org/10.1109/iccworkshops53468.2022.9814643"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops53468.2022.9814643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops53468.2022.9814643","pdf_url":null,"source":{"id":"https://openalex.org/S4363608034","display_name":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","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":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","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/A5073040621","display_name":"Qiaohong Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiaohong Yu","raw_affiliation_strings":["Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034129532","display_name":"Huandong Wang","orcid":"https://orcid.org/0000-0002-6382-0861"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huandong Wang","raw_affiliation_strings":["Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100359025","display_name":"Tong Li","orcid":"https://orcid.org/0000-0002-4343-703X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Li","raw_affiliation_strings":["Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044100655","display_name":"Depeng Jin","orcid":"https://orcid.org/0000-0003-0419-5514"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Depeng Jin","raw_affiliation_strings":["Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing National Research Center for Information Science and Technology,Department of Electronic Engineering,Beijing,China,100084","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114585338","display_name":"Xing Wang","orcid":"https://orcid.org/0000-0001-7714-5476"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Wang","raw_affiliation_strings":["China-Mobile-Research Institute,China","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","China-Mobile-Research Institute, China"],"affiliations":[{"raw_affiliation_string":"China-Mobile-Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]},{"raw_affiliation_string":"China-Mobile-Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664611","display_name":"Lin Zhu","orcid":"https://orcid.org/0000-0003-2725-6666"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhu","raw_affiliation_strings":["China-Mobile-Research Institute,China","China-Mobile-Research Institute, China","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"China-Mobile-Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China-Mobile-Research Institute, China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079750750","display_name":"Junlan Feng","orcid":"https://orcid.org/0000-0001-5292-2945"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junlan Feng","raw_affiliation_strings":["China-Mobile-Research Institute,China","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","China-Mobile-Research Institute, China"],"affiliations":[{"raw_affiliation_string":"China-Mobile-Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]},{"raw_affiliation_string":"China-Mobile-Research Institute, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100773559","display_name":"Chao Deng","orcid":"https://orcid.org/0000-0003-4449-5247"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Deng","raw_affiliation_strings":["China-Mobile-Research Institute,China","China-Mobile-Research Institute, China","Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute"],"affiliations":[{"raw_affiliation_string":"China-Mobile-Research Institute,China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"China-Mobile-Research Institute, China","institution_ids":["https://openalex.org/I180662265"]},{"raw_affiliation_string":"Tsinghua University-China Mobile Communications Group Co. Ltd. Joint Institute","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5073040621"],"corresponding_institution_ids":["https://openalex.org/I180662265","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":2.6983,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91366612,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"885","last_page":"890"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"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":1.0,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7895035743713379},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5615581274032593},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.5297872424125671},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42714256048202515},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4183717668056488},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.27562299370765686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2705615162849426},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.12796765565872192}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7895035743713379},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5615581274032593},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.5297872424125671},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42714256048202515},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4183717668056488},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.27562299370765686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2705615162849426},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.12796765565872192}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops53468.2022.9814643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops53468.2022.9814643","pdf_url":null,"source":{"id":"https://openalex.org/S4363608034","display_name":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","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":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W48348014","https://openalex.org/W2004627384","https://openalex.org/W2062840500","https://openalex.org/W2083238230","https://openalex.org/W2113405802","https://openalex.org/W2792885411","https://openalex.org/W2807536558","https://openalex.org/W2902753153","https://openalex.org/W2903421730","https://openalex.org/W2910274705","https://openalex.org/W2918090311","https://openalex.org/W2947165201","https://openalex.org/W2963035276","https://openalex.org/W2965341826","https://openalex.org/W3006842217","https://openalex.org/W3046098070","https://openalex.org/W3114450627","https://openalex.org/W3157990341","https://openalex.org/W3161226789","https://openalex.org/W4241911331","https://openalex.org/W4297733535","https://openalex.org/W6601936115","https://openalex.org/W6745537798","https://openalex.org/W6758176408","https://openalex.org/W6763085018"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"With":[0],"the":[1,8,14,22,49,58,61,81,84,87,94,99,115,119,135,142,156,160,172,177],"rapid":[2],"explosion":[3],"of":[4,10,24,52,74,118,159],"network":[5,161],"traffic":[6,11,23,53,66,88,109,173],"volume,":[7],"prediction":[9],"overload":[12,174],"in":[13],"cellular":[15],"network,":[16],"which":[17],"is":[18],"defined":[19],"as":[20],"whether":[21],"a":[25,29,34,71,125,148],"base":[26,131],"station":[27],"exceeds":[28],"predefined":[30,62],"threshold,":[31],"has":[32],"become":[33],"crucial":[35],"research":[36],"problem":[37],"regarding":[38],"energy":[39],"utilization":[40],"and":[41,56,102,133,175],"resource":[42],"allocation.":[43],"Most":[44],"existing":[45],"methods":[46],"primarily":[47],"model":[48,155],"dynamic":[50],"patterns":[51],"time":[54,104],"series":[55,105],"compare":[57],"results":[59],"with":[60],"thresholds":[63],"to":[64,97,107,113,128,140,154],"predict":[65,108],"overload,":[67],"taking":[68],"into":[69],"account":[70],"large":[72],"amount":[73],"small-scale":[75],"redundant":[76],"data.":[77],"To":[78],"focus":[79],"on":[80],"changes":[82],"near":[83],"thresholds,":[85],"i.e.,":[86],"burst":[89],"circumstances,":[90],"this":[91],"paper":[92],"adopts":[93],"soft-attention":[95],"mechanism":[96,127],"fuse":[98],"threshold-based":[100],"discrete":[101],"continuous":[103],"characteristics":[106],"overload.":[110],"In":[111],"addition,":[112],"capture":[114,141],"spatial":[116,143],"correlations":[117],"most":[120],"related":[121],"neighbors,":[122],"we":[123,146],"employ":[124],"Dual-KNN":[126],"select":[129],"neighboring":[130],"stations":[132],"leverage":[134],"Graph":[136],"Attention":[137],"Network":[138,152],"(GAT)":[139],"dependencies.":[144],"Furthermore,":[145],"deploy":[147],"gated":[149],"Temporal":[150],"Convolutional":[151],"(TCN)":[153],"temporal":[157],"dependencies":[158],"traffic.":[162],"Extensive":[163],"experiments":[164],"demonstrate":[165],"that":[166],"our":[167],"proposed":[168],"method":[169],"effectively":[170],"forecasts":[171],"outperforms":[176],"state-of-the-art":[178],"algorithms":[179],"by":[180],"4.07%.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}