{"id":"https://openalex.org/W4388207345","doi":"https://doi.org/10.1109/access.2023.3327921","title":"A Deep Reinforcement Learning-Based Optimal Computation Offloading Scheme for VR Video Transmission in Mobile Edge Networks","display_name":"A Deep Reinforcement Learning-Based Optimal Computation Offloading Scheme for VR Video Transmission in Mobile Edge Networks","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388207345","doi":"https://doi.org/10.1109/access.2023.3327921"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3327921","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3327921","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10296911.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10296911.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062286167","display_name":"Xiangyang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152160","display_name":"Zhengzhou Railway Vocational & Technical College","ror":"https://ror.org/04zs83x19","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyang Xu","raw_affiliation_strings":["Department of Cybersecurity, Henan Police College, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-5710-1865","affiliations":[{"raw_affiliation_string":"Department of Cybersecurity, Henan Police College, Zhengzhou, China","institution_ids":["https://openalex.org/I4210152160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111605548","display_name":"Yu Song","orcid":"https://orcid.org/0009-0006-1964-5281"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Song","raw_affiliation_strings":["School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2763,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.82578031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"11","issue":null,"first_page":"122772","last_page":"122781"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9979000091552734,"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":0.9979000091552734,"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":0.9937000274658203,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.8640539050102234},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7072169184684753},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5699720978736877},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5666139125823975},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5459200739860535},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5321929454803467},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.5275231003761292},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.510604202747345},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37342900037765503},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3651258945465088},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13194593787193298},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11672425270080566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8640539050102234},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7072169184684753},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5699720978736877},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5666139125823975},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5459200739860535},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5321929454803467},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5275231003761292},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.510604202747345},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37342900037765503},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3651258945465088},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13194593787193298},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11672425270080566},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3327921","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3327921","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10296911.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f8f3ea31e0ff40e581f48e51b7ba2c87","is_oa":true,"landing_page_url":"https://doaj.org/article/f8f3ea31e0ff40e581f48e51b7ba2c87","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 122772-122781 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3327921","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3327921","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10296911.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320336593","display_name":"Henan Provincial Science and Technology Research Project","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388207345.pdf","grobid_xml":"https://content.openalex.org/works/W4388207345.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W2929534590","https://openalex.org/W2945634222","https://openalex.org/W2973578111","https://openalex.org/W2979447669","https://openalex.org/W2983884071","https://openalex.org/W3036529997","https://openalex.org/W3036749975","https://openalex.org/W3122149416","https://openalex.org/W3128173992","https://openalex.org/W3128405110","https://openalex.org/W3138954746","https://openalex.org/W3165085449","https://openalex.org/W3179822388","https://openalex.org/W3193125036","https://openalex.org/W3198280943","https://openalex.org/W3211091494","https://openalex.org/W3211791014","https://openalex.org/W4224257762","https://openalex.org/W4225758314","https://openalex.org/W4228996748","https://openalex.org/W4243538177","https://openalex.org/W4285240194","https://openalex.org/W4285261434","https://openalex.org/W4288059565","https://openalex.org/W4290715849","https://openalex.org/W4293731203","https://openalex.org/W4293731782","https://openalex.org/W4296849331","https://openalex.org/W4312864044","https://openalex.org/W4312890993","https://openalex.org/W4312959111","https://openalex.org/W4313591724","https://openalex.org/W4321792464","https://openalex.org/W4366492959","https://openalex.org/W4377235461","https://openalex.org/W4379382582"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2031695474","https://openalex.org/W2024136090","https://openalex.org/W2586732548","https://openalex.org/W3049728571","https://openalex.org/W2964765435","https://openalex.org/W4391331176"],"abstract_inverted_index":{"Large":[0],"bandwidth,":[1],"Low":[2],"latency":[3],"and":[4,26,60,121,158],"intensive":[5],"computing":[6,21],"are":[7,153],"the":[8,51,103,132,144,161],"main":[9,104],"challenge":[10],"in":[11,38,55,87,100,142,155,171],"high-performance":[12],"virtual":[13],"reality":[14],"(VR)":[15],"video":[16,40,58,85,137,174],"transmission.":[17],"As":[18],"mobile":[19,88],"edge":[20,89],"(MEC)":[22],"can":[23,166],"provide":[24],"computation":[25,80,97,111,164],"storage":[27],"resources":[28],"closer":[29],"to":[30,42,65,127],"terminals,":[31],"it":[32],"has":[33],"been":[34],"a":[35,75,92,117,122],"promising":[36],"mode":[37],"VR":[39,57,84,136,173],"transmission":[41,86,138,175],"substantially":[43],"improve":[44],"communication":[45],"quality.":[46],"This":[47],"work":[48],"focuses":[49],"on":[50],"autonomous":[52],"perception":[53],"ability":[54],"MEC-supported":[56,135,172],"transmission,":[59],"introduces":[61],"deep":[62,76,123],"reinforcement":[63,77],"learning":[64],"investigate":[66],"optimal":[67,79,108],"task":[68,163],"offloading":[69,81,98,112],"solutions.":[70],"Therefore,":[71],"this":[72],"paper":[73],"proposes":[74],"learning-based":[78],"scheme":[82,146,165],"for":[83,149],"networks.":[90],"Specifically,":[91],"Deep":[93],"Deterministic":[94],"Policy":[95],"Gradient-based":[96],"algorithm":[99],"designed":[101],"as":[102,116],"technical":[105],"framework.":[106],"The":[107,151],"planning":[109],"of":[110,134],"strategies":[113],"is":[114,125,140,147],"viewed":[115],"Markov":[118],"decision":[119],"problem,":[120],"Q-Network":[124],"employed":[126],"deal":[128],"with":[129],"it.":[130],"Finally,":[131],"setting":[133],"scenes":[139],"simulated,":[141],"which":[143],"proposed":[145,162],"implemented":[148],"evaluation.":[150],"results":[152,170],"displayed":[154],"visualization":[156],"format":[157],"show":[159],"that":[160],"possess":[167],"proper":[168],"performance":[169],"scenes.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
