{"id":"https://openalex.org/W2939762622","doi":"https://doi.org/10.1109/iccs.2018.8689227","title":"Deep Learning Enabled Dynamic Reactive Video Caching in Mobile Edge Networks","display_name":"Deep Learning Enabled Dynamic Reactive Video Caching in Mobile Edge Networks","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2939762622","doi":"https://doi.org/10.1109/iccs.2018.8689227","mag":"2939762622"},"language":"en","primary_location":{"id":"doi:10.1109/iccs.2018.8689227","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccs.2018.8689227","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Communication Systems (ICCS)","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/A5060761421","display_name":"Chuanhao Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chuanhao Sun","raw_affiliation_strings":["Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China"],"affiliations":[{"raw_affiliation_string":"Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102918720","display_name":"Jizhe Zhou","orcid":"https://orcid.org/0000-0001-9093-7697"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhe Zhou","raw_affiliation_strings":["Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China"],"affiliations":[{"raw_affiliation_string":"Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030761097","display_name":"Xiang Zhou","orcid":"https://orcid.org/0000-0002-3835-3894"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Zhou","raw_affiliation_strings":["Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China"],"affiliations":[{"raw_affiliation_string":"Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625605","display_name":"Xing Zhang","orcid":"https://orcid.org/0000-0003-4345-6166"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xing Zhang","raw_affiliation_strings":["Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China"],"affiliations":[{"raw_affiliation_string":"Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100350664","display_name":"Wenbo Wang","orcid":"https://orcid.org/0000-0002-0911-3189"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Wang","raw_affiliation_strings":["Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China"],"affiliations":[{"raw_affiliation_string":"Wireless Signal Processing and Network Laboratory, Key Laboratory of Universal Wireless Communication, Ministry of Education Beijing University of Post and Telecommunications,, Beijing, P.R., China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060761421"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":0.1045,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.49631077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"26","issue":null,"first_page":"280","last_page":"285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9991000294685364,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8723548650741577},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6360484957695007},{"id":"https://openalex.org/keywords/backhaul","display_name":"Backhaul (telecommunications)","score":0.5964893698692322},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5487162470817566},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.5369408130645752},{"id":"https://openalex.org/keywords/quality-of-experience","display_name":"Quality of experience","score":0.5014159679412842},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.49456068873405457},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.47905218601226807},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4781559407711029},{"id":"https://openalex.org/keywords/video-quality","display_name":"Video quality","score":0.4626046419143677},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.45586302876472473},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4449020028114319},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.40716052055358887},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3382638990879059},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.3128710985183716},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12932276725769043}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8723548650741577},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6360484957695007},{"id":"https://openalex.org/C103760667","wikidata":"https://www.wikidata.org/wiki/Q798444","display_name":"Backhaul (telecommunications)","level":3,"score":0.5964893698692322},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5487162470817566},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5369408130645752},{"id":"https://openalex.org/C2779333187","wikidata":"https://www.wikidata.org/wiki/Q3132648","display_name":"Quality of experience","level":3,"score":0.5014159679412842},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.49456068873405457},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.47905218601226807},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4781559407711029},{"id":"https://openalex.org/C103910844","wikidata":"https://www.wikidata.org/wiki/Q2631256","display_name":"Video quality","level":3,"score":0.4626046419143677},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.45586302876472473},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4449020028114319},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.40716052055358887},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3382638990879059},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.3128710985183716},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12932276725769043},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccs.2018.8689227","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccs.2018.8689227","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Communication Systems (ICCS)","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":13,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2027320953","https://openalex.org/W2056936457","https://openalex.org/W2106517536","https://openalex.org/W2145339207","https://openalex.org/W2150166076","https://openalex.org/W2247376625","https://openalex.org/W2603810864","https://openalex.org/W2759880155","https://openalex.org/W2964121744","https://openalex.org/W6631190155","https://openalex.org/W6665170564","https://openalex.org/W6691085036"],"related_works":["https://openalex.org/W2191948661","https://openalex.org/W2951015761","https://openalex.org/W2883239366","https://openalex.org/W4252147399","https://openalex.org/W2805125868","https://openalex.org/W1543922763","https://openalex.org/W3127182254","https://openalex.org/W2737069248","https://openalex.org/W2914450980","https://openalex.org/W2542002904"],"abstract_inverted_index":{"The":[0],"dynamic":[1,96],"video":[2,24,29,98,120,148,171],"streaming":[3],"adaption":[4,122],"and":[5,87,167],"caching":[6,99,109],"has":[7],"been":[8],"widely":[9],"adopted":[10],"in":[11,32,43,102,150,169],"the":[12,18,27,52,68,79,108,112,116,127,140,146,158],"proposals":[13],"of":[14,54,70,81,115,142,145],"future":[15],"network,":[16],"fulfilling":[17],"ever-increasing":[19],"demand":[20],"for":[21],"seamless":[22],"high-definition":[23],"transmission.":[25],"Generally,":[26],"mobile":[28,55,147,170],"is":[30,123,135],"transmitted":[31],"a":[33,48,74],"two-stage":[34],"wireless-wired":[35],"hybrid":[36],"link.":[37],"There":[38],"are":[39],"totally":[40],"different":[41],"features":[42],"two":[44,65],"stages,":[45],"leading":[46],"to":[47,77,125,129,138],"cask":[49],"effect.":[50],"Fortunately,":[51],"emergence":[53,69],"edge":[56],"computing":[57],"(MEC)":[58],"enables":[59],"an":[60,92,151],"intelligent":[61,152],"interaction":[62],"between":[63],"these":[64],"stages.":[66],"Moreover,":[67],"deep":[71],"learning":[72,94],"provides":[73],"new":[75],"way":[76],"enhance":[78],"performance":[80],"such":[82],"system,":[83],"with":[84,164],"higher":[85,165],"flexibility":[86],"intelligence.":[88],"Here,":[89],"we":[90],"propose":[91],"Deep":[93,133],"enabled":[95],"reactive":[97],"scheme":[100,160],"deployed":[101],"MEC":[103],"server.":[104],"In":[105],"this":[106],"scheme,":[107],"server":[110],"improves":[111],"utilization":[113],"efficiency":[114],"backhaul":[117],"while":[118],"MEC-based":[119],"quality":[121,141,166],"used":[124],"adapt":[126],"rate":[128],"time-varying":[130],"wireless":[131],"channel.":[132],"Q-learning":[134],"also":[136],"introduced":[137],"optimize":[139],"experience":[143],"(QoE)":[144],"service":[149],"way.":[153],"Based":[154],"on":[155],"our":[156],"simulation,":[157],"proposed":[159],"outperforms":[161],"existing":[162],"schemes":[163],"stability":[168],"service.":[172]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
