{"id":"https://openalex.org/W4220999456","doi":"https://doi.org/10.1109/icce53296.2022.9730284","title":"Partial Offloading MEC Optimization Scheme using Deep Reinforcement Learning for XR Real-Time M&amp;S Devices","display_name":"Partial Offloading MEC Optimization Scheme using Deep Reinforcement Learning for XR Real-Time M&amp;S Devices","publication_year":2022,"publication_date":"2022-01-07","ids":{"openalex":"https://openalex.org/W4220999456","doi":"https://doi.org/10.1109/icce53296.2022.9730284"},"language":"en","primary_location":{"id":"doi:10.1109/icce53296.2022.9730284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce53296.2022.9730284","pdf_url":null,"source":{"id":"https://openalex.org/S4363608007","display_name":"2022 IEEE International Conference on Consumer Electronics (ICCE)","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 IEEE International Conference on Consumer Electronics (ICCE)","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/A5083765174","display_name":"Yunyeong Goh","orcid":"https://orcid.org/0000-0002-5000-2720"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Yunyeong Goh","raw_affiliation_strings":["Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","School of Electrical &#x0026"],"affiliations":[{"raw_affiliation_string":"Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Electrical &#x0026","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102967917","display_name":"Minsu Choi","orcid":"https://orcid.org/0000-0002-9104-0563"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minsu Choi","raw_affiliation_strings":["Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","School of Electrical &#x0026"],"affiliations":[{"raw_affiliation_string":"Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Electrical &#x0026","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075620455","display_name":"Jaewook Jung","orcid":"https://orcid.org/0000-0002-4196-5154"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaewook Jung","raw_affiliation_strings":["Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","School of Electrical &#x0026"],"affiliations":[{"raw_affiliation_string":"Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Electrical &#x0026","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069984917","display_name":"Jong\u2010Moon Chung","orcid":"https://orcid.org/0000-0002-1652-6635"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jong-Moon Chung","raw_affiliation_strings":["Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","School of Electrical &#x0026"],"affiliations":[{"raw_affiliation_string":"Yonsei University,School of Electrical &#x0026; Electronic Engineering,Seoul,Republic of Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Electrical &#x0026","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5083765174"],"corresponding_institution_ids":["https://openalex.org/I193775966"],"apc_list":null,"apc_paid":null,"fwci":1.9446,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.8604233,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","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/T10888","display_name":"Augmented Reality Applications","score":0.9711999893188477,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9664999842643738,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7922770977020264},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7724496722221375},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6742448806762695},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5870859026908875},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.5794907808303833},{"id":"https://openalex.org/keywords/user-equipment","display_name":"User equipment","score":0.565586268901825},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.5470720529556274},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.523671567440033},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.49758580327033997},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44977259635925293},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4435079097747803},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4127481281757355},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3552187979221344},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3421670198440552},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25273382663726807},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2395727038383484},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09682559967041016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7922770977020264},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7724496722221375},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6742448806762695},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5870859026908875},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.5794907808303833},{"id":"https://openalex.org/C2781327853","wikidata":"https://www.wikidata.org/wiki/Q3552547","display_name":"User equipment","level":3,"score":0.565586268901825},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.5470720529556274},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.523671567440033},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.49758580327033997},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44977259635925293},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4435079097747803},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4127481281757355},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3552187979221344},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3421670198440552},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25273382663726807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2395727038383484},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09682559967041016},{"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},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce53296.2022.9730284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce53296.2022.9730284","pdf_url":null,"source":{"id":"https://openalex.org/S4363608007","display_name":"2022 IEEE International Conference on Consumer Electronics (ICCE)","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 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6100000143051147,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2615926310","https://openalex.org/W2981460602","https://openalex.org/W3190288243","https://openalex.org/W4298857966","https://openalex.org/W6637967152"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W3024547383","https://openalex.org/W4315864507","https://openalex.org/W3174690704","https://openalex.org/W4210813012","https://openalex.org/W2968424451","https://openalex.org/W4221092438","https://openalex.org/W4385335479","https://openalex.org/W3045907565","https://openalex.org/W2905685817"],"abstract_inverted_index":{"With":[0],"the":[1,5,30,69,80,88,125,129,135,142,146,152],"advent":[2],"of":[3,7,29,33,62,90,128],"5G,":[4],"development":[6],"extended":[8],"reality":[9,15,18],"(XR)":[10],"technology,":[11,25],"which":[12],"combines":[13],"augmented":[14],"(AR),":[16],"virtual":[17],"(VR),":[19],"and":[20,41,87,132],"advanced":[21],"human-computer":[22],"interaction":[23],"(HCI)":[24],"is":[26,72,121],"considered":[27],"one":[28],"key":[31],"technologies":[32],"future":[34],"metaverse":[35],"engineering.":[36],"Especially,":[37],"XR":[38,70,153],"real-time":[39],"modeling":[40],"simulation":[42,138],"(M&#x0026;S)":[43],"devices":[44],"that":[45,141],"can":[46],"be":[47,65,84,95],"applied":[48],"to":[49,64,123,133],"various":[50],"fields":[51],"(e.g.,":[52],"emergency":[53],"training":[54],"simulations,":[55],"etc.)":[56],"have":[57],"tasks":[58],"with":[59],"large":[60],"amounts":[61],"data":[63],"processed.":[66],"However,":[67],"if":[68],"task":[71],"processed":[73],"only":[74],"by":[75,149],"wireless":[76],"user":[77],"equipment":[78],"(UE),":[79],"UE&#x0027;s":[81],"energy":[82],"may":[83,93],"quickly":[85],"depleted,":[86],"quality":[89],"service":[91],"(QoS)":[92],"not":[94],"satisfied.":[96],"To":[97],"solve":[98],"these":[99],"problems,":[100],"this":[101],"paper":[102],"proposes":[103],"a":[104],"partial":[105],"offloading":[106,151],"optimization":[107],"scheme":[108,144],"through":[109],"multiple":[110],"access":[111],"edge":[112],"computing":[113],"(MEC).":[114],"In":[115],"addition,":[116],"deep":[117],"reinforcement":[118],"learning":[119],"(DRL)":[120],"used":[122],"reflect":[124],"dynamic":[126],"state":[127],"MEC":[130],"system":[131],"minimize":[134],"delay.":[136],"The":[137],"results":[139],"show":[140],"proposed":[143],"optimizes":[145],"delay":[147],"performance":[148],"efficiently":[150],"tasks.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-10-10T00:00:00"}
