{"id":"https://openalex.org/W2912078769","doi":"https://doi.org/10.1109/iwqos.2018.8624176","title":"Toward Smart and Cooperative Edge Caching for 5G Networks: A Deep Learning Based Approach","display_name":"Toward Smart and Cooperative Edge Caching for 5G Networks: A Deep Learning Based Approach","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2912078769","doi":"https://doi.org/10.1109/iwqos.2018.8624176","mag":"2912078769"},"language":"en","primary_location":{"id":"doi:10.1109/iwqos.2018.8624176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos.2018.8624176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACM 26th International Symposium on Quality of Service (IWQoS)","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/A5028344734","display_name":"Haitian Pang","orcid":null},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Haitian Pang","raw_affiliation_strings":["School of Computer Science, Simon Fraser University, Burnaby, BC, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Simon Fraser University, Burnaby, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039311485","display_name":"Jiangchuan Liu","orcid":"https://orcid.org/0000-0001-6592-1984"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jiangchuan Liu","raw_affiliation_strings":["School of Computer Science, Simon Fraser University, Burnaby, BC, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Simon Fraser University, Burnaby, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008437864","display_name":"Xiaoyi Fan","orcid":"https://orcid.org/0000-0002-1706-5957"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiaoyi Fan","raw_affiliation_strings":["School of Computer Science, Simon Fraser University, Burnaby, BC, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Simon Fraser University, Burnaby, BC, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047712495","display_name":"Lifeng Sun","orcid":"https://orcid.org/0000-0002-4057-5138"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifeng Sun","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028344734"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":7.9974,"has_fulltext":false,"cited_by_count":70,"citation_normalized_percentile":{"value":0.97731226,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"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/T11478","display_name":"Caching and Content Delivery","score":1.0,"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":1.0,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.944599986076355,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9337999820709229,"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":0.8694794178009033},{"id":"https://openalex.org/keywords/backhaul","display_name":"Backhaul (telecommunications)","score":0.8371295928955078},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.7019515633583069},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6681642532348633},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.5815110206604004},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5458794236183167},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5188238024711609},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.499239444732666},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.47152242064476013},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.47133636474609375},{"id":"https://openalex.org/keywords/mobile-broadband","display_name":"Mobile broadband","score":0.43571019172668457},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.43162092566490173},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4273507595062256},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4169204533100128},{"id":"https://openalex.org/keywords/broadband","display_name":"Broadband","score":0.41221240162849426},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.40692389011383057},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.27986615896224976},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.223129004240036},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.21845081448554993},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2170085608959198},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09598490595817566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8694794178009033},{"id":"https://openalex.org/C103760667","wikidata":"https://www.wikidata.org/wiki/Q798444","display_name":"Backhaul (telecommunications)","level":3,"score":0.8371295928955078},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.7019515633583069},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6681642532348633},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.5815110206604004},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5458794236183167},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5188238024711609},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.499239444732666},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.47152242064476013},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.47133636474609375},{"id":"https://openalex.org/C78834623","wikidata":"https://www.wikidata.org/wiki/Q640394","display_name":"Mobile broadband","level":3,"score":0.43571019172668457},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.43162092566490173},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4273507595062256},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4169204533100128},{"id":"https://openalex.org/C509933004","wikidata":"https://www.wikidata.org/wiki/Q194163","display_name":"Broadband","level":2,"score":0.41221240162849426},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.40692389011383057},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.27986615896224976},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.223129004240036},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.21845081448554993},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2170085608959198},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09598490595817566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwqos.2018.8624176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos.2018.8624176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACM 26th International Symposium on Quality of Service (IWQoS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.5}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1978690967","https://openalex.org/W2001414591","https://openalex.org/W2064675550","https://openalex.org/W2135916267","https://openalex.org/W2164705534","https://openalex.org/W2491602136","https://openalex.org/W2495130909","https://openalex.org/W2592916654"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W1876163483","https://openalex.org/W2950706949","https://openalex.org/W2100427426","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W4322761281","https://openalex.org/W3174690704","https://openalex.org/W2968424451","https://openalex.org/W4238233472"],"abstract_inverted_index":{"The":[0,37],"emerging":[1],"5G":[2,88,94],"mobile":[3,107,172],"networking":[4],"promises":[5],"ultrahigh":[6],"network":[7],"bandwidth":[8],"and":[9,27,30,54,125,138,142,165],"ultra-low":[10],"communication":[11],"latency":[12,47],"(<;1ms),":[13],"benefiting":[14],"a":[15,35,83,128,153,185,190,223],"wide":[16],"range":[17],"of":[18,117,175,228],"applications,":[19],"including":[20],"live":[21],"video":[22],"streaming,":[23],"online":[24],"gaming,":[25],"virtual":[26],"augmented":[28],"reality,":[29],"Vehicle-to-X,":[31],"to":[32,50,63,72,75,156,197],"name":[33],"but":[34],"few.":[36],"backbone":[38],"Internet,":[39],"however,":[40],"does":[41],"not":[42,62],"keep":[43],"up,":[44],"particularly":[45],"in":[46,86,161],"(>100ms),":[48],"due":[49],"its":[51],"store-and-forward":[52],"design":[53],"the":[55,77,87,115,122,158,176,210,214],"physical":[56],"barrier":[57],"from":[58],"signal":[59],"propagation":[60],"speed,":[61],"mention":[64],"congestion":[65],"that":[66,131,208],"frequently":[67],"happens.":[68],"Caching":[69],"is":[70,218],"known":[71],"be":[73,100],"effective":[74],"bridge":[76],"speed":[78],"gap,":[79],"which":[80],"has":[81],"become":[82],"critical":[84],"component":[85],"deployment":[89],"as":[90,184],"well.":[91],"Besides":[92],"storage,":[93],"base":[95,145,163,195],"stations":[96,164,196],"(BSs)":[97],"will":[98],"also":[99],"powered":[101],"with":[102,180,222],"strong":[103],"computing":[104,109,119],"modules,":[105],"offering":[106],"edge":[108,118],"(MEC)":[110],"capability.":[111],"This":[112],"paper":[113],"explores":[114],"potentials":[116],"towards":[120],"improving":[121],"cache":[123,169],"performance,":[124],"we":[126,150,187],"envision":[127],"learning-based":[129],"framework":[130],"facilitates":[132],"smart":[133],"caching":[134],"beyond":[135],"simple":[136],"frequency-":[137],"time-based":[139],"replace":[140],"strategies":[141],"cooperation":[143,191],"among":[144],"stations.":[146],"Within":[147],"this":[148],"framework,":[149],"develop":[151,189],"DeepCache,":[152],"deep-learning-based":[154],"solution":[155],"understand":[157],"request":[159],"patterns":[160],"individual":[162],"accordingly":[166],"make":[167],"intelligent":[168],"decisions.":[170],"Using":[171],"video,":[173],"one":[174],"most":[177],"popular":[178],"applications":[179],"high":[181],"traffic":[182,226],"demand,":[183],"case,":[186],"further":[188],"strategy":[192],"for":[193],"nearby":[194],"collectively":[198],"serve":[199],"user":[200],"requests.":[201],"Experimental":[202],"results":[203],"on":[204],"real-world":[205],"dataset":[206],"show":[207],"using":[209],"collaborative":[211],"DeepCache":[212],"algorithm,":[213],"overall":[215],"transmission":[216],"delay":[217],"reduced":[219],"by":[220],"14%~22%,":[221],"backhaul":[224],"data":[225],"saving":[227],"15%~23%.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}