{"id":"https://openalex.org/W4291801332","doi":"https://doi.org/10.1109/icccs55155.2022.9846439","title":"Network Modeling Based on GNN and Network Behaviors","display_name":"Network Modeling Based on GNN and Network Behaviors","publication_year":2022,"publication_date":"2022-04-22","ids":{"openalex":"https://openalex.org/W4291801332","doi":"https://doi.org/10.1109/icccs55155.2022.9846439"},"language":"en","primary_location":{"id":"doi:10.1109/icccs55155.2022.9846439","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccs55155.2022.9846439","pdf_url":null,"source":{"id":"https://openalex.org/S4363608130","display_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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 7th International Conference on Computer and Communication Systems (ICCCS)","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/A5068253534","display_name":"Yinghao Zhu","orcid":"https://orcid.org/0000-0002-2640-6477"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yinghao Zhu","raw_affiliation_strings":["Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I37987034"]},{"raw_affiliation_string":"School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002517832","display_name":"Waixi Liu","orcid":"https://orcid.org/0000-0002-7343-4948"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Waixi Liu","raw_affiliation_strings":["Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I37987034"]},{"raw_affiliation_string":"School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006574703","display_name":"Sen Ling","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sen Ling","raw_affiliation_strings":["Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I37987034"]},{"raw_affiliation_string":"School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033981476","display_name":"Junming Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junming Luo","raw_affiliation_strings":["Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangzhou University,School of Electronic and Communication Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I37987034"]},{"raw_affiliation_string":"School of Electronic and Communication Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068253534"],"corresponding_institution_ids":["https://openalex.org/I37987034"],"apc_list":null,"apc_paid":null,"fwci":0.8648,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67074527,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"554","last_page":"559"},"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":0.9987000226974487,"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/T11478","display_name":"Caching and Content Delivery","score":0.9950000047683716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8440486192703247},{"id":"https://openalex.org/keywords/queuing-delay","display_name":"Queuing delay","score":0.6724885702133179},{"id":"https://openalex.org/keywords/network-delay","display_name":"Network delay","score":0.5755746960639954},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5155420303344727},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5102889537811279},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.48792144656181335},{"id":"https://openalex.org/keywords/jitter","display_name":"Jitter","score":0.44540610909461975},{"id":"https://openalex.org/keywords/end-to-end-delay","display_name":"End-to-end delay","score":0.43998536467552185},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4154946804046631},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.39793843030929565},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.39684563875198364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18554317951202393},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.08790692687034607}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8440486192703247},{"id":"https://openalex.org/C196095461","wikidata":"https://www.wikidata.org/wiki/Q576842","display_name":"Queuing delay","level":3,"score":0.6724885702133179},{"id":"https://openalex.org/C152623178","wikidata":"https://www.wikidata.org/wiki/Q436417","display_name":"Network delay","level":3,"score":0.5755746960639954},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5155420303344727},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5102889537811279},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.48792144656181335},{"id":"https://openalex.org/C134652429","wikidata":"https://www.wikidata.org/wiki/Q1052698","display_name":"Jitter","level":2,"score":0.44540610909461975},{"id":"https://openalex.org/C37624559","wikidata":"https://www.wikidata.org/wiki/Q5375776","display_name":"End-to-end delay","level":3,"score":0.43998536467552185},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4154946804046631},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.39793843030929565},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39684563875198364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18554317951202393},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.08790692687034607},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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":1,"locations":[{"id":"doi:10.1109/icccs55155.2022.9846439","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccs55155.2022.9846439","pdf_url":null,"source":{"id":"https://openalex.org/S4363608130","display_name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","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 7th International Conference on Computer and Communication Systems (ICCCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1980746611","https://openalex.org/W1994926493","https://openalex.org/W2037537012","https://openalex.org/W2040340473","https://openalex.org/W2116341502","https://openalex.org/W2744309280","https://openalex.org/W2884601548","https://openalex.org/W2886938859","https://openalex.org/W2977973695","https://openalex.org/W3106379731","https://openalex.org/W3115478688","https://openalex.org/W4225895869"],"related_works":["https://openalex.org/W2392451198","https://openalex.org/W3216119979","https://openalex.org/W2124199905","https://openalex.org/W1981026475","https://openalex.org/W2018166327","https://openalex.org/W1523561282","https://openalex.org/W4286572128","https://openalex.org/W2163252875","https://openalex.org/W2067532098","https://openalex.org/W2098090906"],"abstract_inverted_index":{"Accurate":[0],"network":[1,23,52,85,90,102,139,147],"modeling":[2,24],"can":[3,95,180],"be":[4],"used":[5],"to":[6,15,131,157,230],"help":[7],"optimize":[8],"load":[9],"balancing":[10],"or":[11],"routing/flow":[12],"scheduling":[13,204],"strategies":[14],"ensure":[16],"Quality":[17],"of":[18,76,92,141,173,209],"Service":[19],"(QoS).":[20],"However,":[21],"existing":[22],"methods":[25],"have":[26],"some":[27,93],"disadvantages,":[28],"such":[29],"as,":[30],"not":[31],"being":[32],"suitable":[33],"for":[34],"actual":[35],"networks":[36],"and":[37,74,87,98,118,144,171,191,198,219],"low":[38],"generalization.":[39],"This":[40],"article":[41,80,109],"proposes":[42,110],"a":[43],"Link":[44],"Delay":[45],"Model":[46],"(LDM)":[47],"based":[48],"on":[49],"graph":[50],"neural":[51],"(GNN).":[53],"The":[54,165],"key":[55],"idea":[56],"is":[57,64,194,212],"inspired":[58],"from":[59],"the":[60,69,83,88,100,133,137,145,150,161,169,183,206],"following":[61],"observations:":[62],"there":[63],"an":[65,128],"inherent":[66,134],"correlation":[67],"between":[68,136],"delay,":[70],"jitter,":[71],"packet":[72],"loss,":[73],"throughput":[75],"each":[77],"link":[78,112],"(this":[79],"calls":[81],"them":[82],"basic":[84,89,138],"behavior),":[86],"behaviors":[91,140],"links":[94,117,121,143],"fully":[96],"decide":[97],"reflect":[99],"global":[101,146],"behavior":[103],"(e.g.,":[104],"end-to-end":[105,184],"delay).":[106],"Firstly,":[107],"this":[108],"two":[111],"selection":[113],"schemes":[114],"(i.e.,":[115],"all":[116,177],"few":[119],"common":[120,224],"selected":[122,142],"by":[123,196,235],"clustering).":[124],"Then,":[125],"we":[126],"use":[127],"improved":[129,151],"GNN":[130,152],"learn":[132],"relationship":[135],"behavior.":[148],"Where":[149],"uses":[153],"multiple":[154],"RNN":[155],"iterations":[156],"aggregate":[158],"messages":[159],"in":[160],"message":[162],"aggregation":[163],"stage.":[164],"experiment":[166],"results":[167],"verify":[168],"feasibility":[170],"effectiveness":[172],"LDM.":[174],"When":[175,221],"using":[176,222],"links,":[178,225],"LDM":[179,210,226],"accurately":[181],"predict":[182],"delay":[185],"(R<sup>2</sup>=0.969).":[186],"Compared":[187],"with":[188],"Queuing":[189,217],"model":[190,218],"RouteNet,":[192],"R<sup>2</sup>":[193],"increased":[195],"73%":[197],"11%,":[199],"respectively;":[200],"under":[201],"unknown":[202],"flow":[203],"strategy,":[205],"generalization":[207],"ability":[208],"(MRE=0.285)":[211],"also":[213],"much":[214],"better":[215],"than":[216],"RouteNet.":[220],"partial":[223],"has":[227],"close":[228],"prediction":[229],"RouteNet":[231],"but":[232],"reduces":[233],"overhead":[234],"78%.":[236]},"counts_by_year":[{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}