{"id":"https://openalex.org/W4408325483","doi":"https://doi.org/10.1109/globecom52923.2024.10900960","title":"Exploiting Service-Network Coordination with Deep Learning for Differentiated CDN Request Routing","display_name":"Exploiting Service-Network Coordination with Deep Learning for Differentiated CDN Request Routing","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408325483","doi":"https://doi.org/10.1109/globecom52923.2024.10900960"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10900960","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10900960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","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/A5003996057","display_name":"Qimiao Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qimiao Zeng","raw_affiliation_strings":["China Telecom Research Institute,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Guangzhou,China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102879824","display_name":"Zhehao Zhuang","orcid":"https://orcid.org/0009-0009-7393-5011"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhehao Zhuang","raw_affiliation_strings":["South China University of Technology,College of Software,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"South China University of Technology,College of Software,Guangzhou,China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105008426","display_name":"Xue Zhang","orcid":"https://orcid.org/0000-0002-3513-635X"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Zhang","raw_affiliation_strings":["Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057645937","display_name":"Jinxia Hai","orcid":"https://orcid.org/0000-0001-5390-0895"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinxia Hai","raw_affiliation_strings":["China Telecom Research Institute,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Guangzhou,China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038283594","display_name":"Tong Luo","orcid":"https://orcid.org/0000-0002-8932-5703"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Luo","raw_affiliation_strings":["Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100705748","display_name":"Qing Pan","orcid":"https://orcid.org/0000-0001-7319-4000"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Pan","raw_affiliation_strings":["China Telecom Research Institute,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Guangzhou,China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036159136","display_name":"Wei Quan","orcid":"https://orcid.org/0000-0001-7454-0905"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Quan","raw_affiliation_strings":["Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China"],"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University,School of Electronic and Information Engineering,Beijing,China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108166775","display_name":"Jie Liang","orcid":"https://orcid.org/0000-0003-3003-4343"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liang","raw_affiliation_strings":["China Telecom Research Institute,Guangzhou,China"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Guangzhou,China","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5003996057"],"corresponding_institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33433783,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"4546","last_page":"4551"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9768999814987183,"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/T11478","display_name":"Caching and Content Delivery","score":0.9768999814987183,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9696999788284302,"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/T10651","display_name":"IPv6, Mobility, Handover, Networks, Security","score":0.923799991607666,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7701568603515625},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6812816858291626},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.5855039358139038},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.48181644082069397},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36667299270629883},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08308583498001099}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7701568603515625},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6812816858291626},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.5855039358139038},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.48181644082069397},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36667299270629883},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08308583498001099},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom52923.2024.10900960","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10900960","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"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":10,"referenced_works":["https://openalex.org/W2985762532","https://openalex.org/W3095686984","https://openalex.org/W3137932838","https://openalex.org/W3201072083","https://openalex.org/W4309228239","https://openalex.org/W4313172087","https://openalex.org/W4361213567","https://openalex.org/W4377862205","https://openalex.org/W4385679795","https://openalex.org/W4390204450"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Video":[0],"content":[1],"delivery":[2],"networks":[3],"(CDNs)":[4],"have":[5],"gained":[6],"widespread":[7],"adoption":[8],"due":[9],"to":[10,13,52],"their":[11],"capability":[12],"deliver":[14],"low-latency":[15],"and":[16,35,79,109,128,149,186],"high-concurrency":[17],"services.":[18],"Through":[19],"the":[20,24,45,59,75,124,134,154,157],"routing":[21,42,53,84,119],"of":[22,156,183,189],"requests,":[23],"optimal":[25],"media":[26,49],"source":[27],"can":[28],"be":[29],"discovered,":[30],"thereby":[31],"optimizing":[32],"resource":[33],"utilization":[34],"improving":[36],"user":[37,184],"experience.":[38],"However,":[39],"current":[40],"request":[41],"mechanisms":[43],"neglect":[44],"differences":[46],"among":[47],"various":[48],"services,":[50],"leading":[51],"decision":[54],"schemes":[55],"that":[56,73,121,145,176],"cannot":[57],"meet":[58],"diversified":[60],"service":[61,127,170],"demands.":[62],"To":[63],"bridge":[64],"this":[65],"gap,":[66],"we":[67,90,114],"introduce":[68],"a":[69,142,162],"Deep":[70],"learning-based":[71],"approach":[72],"leverages":[74],"Coordination":[76],"between":[77,126],"Service":[78],"Network":[80],"for":[81],"Differentiated":[82],"Request":[83],"in":[85,181],"video":[86],"CDN":[87],"(DCSN-DR).":[88],"First,":[89],"develop":[91],"an":[92,116,168],"Adapted":[93],"Savitzky-Golay":[94],"(SG)":[95],"filter-Long":[96],"Short-Term":[97],"Memory":[98],"(LSTM)-Attention":[99],"(ASLA)":[100],"prediction":[101],"algorithm":[102,120,160],"which":[103],"combines":[104],"noise":[105],"removal,":[106],"feature":[107],"extraction,":[108],"outpusts":[110],"weight":[111],"allocation.":[112],"Furthermore,":[113],"propose":[115],"innovative":[117],"differentiated":[118],"capitalizes":[122],"on":[123,137],"coordination":[125],"network.":[129],"The":[130,173],"proposed":[131,158],"solution":[132],"transcends":[133],"traditional":[135],"emphasis":[136],"network-centric":[138],"metrics":[139],"by":[140],"adopting":[141],"comprehensive":[143],"perspective":[144],"encompasses":[146],"both":[147],"service-level":[148],"network-level":[150],"factors.":[151],"We":[152],"evaluate":[153],"performance":[155],"DCSN-DR":[159,177],"using":[161],"real-world":[163],"traffic":[164,185],"dataset":[165],"obtained":[166],"from":[167],"information":[169],"provider":[171],"(ISP).":[172],"results":[174],"demonstrate":[175],"outperforms":[178],"existing":[179],"algorithms":[180],"terms":[182],"throughput":[187],"rate":[188],"total":[190],"nodes.":[191]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
