{"id":"https://openalex.org/W3198511354","doi":"https://doi.org/10.1109/icccn52240.2021.9522229","title":"Context-Aware Online Offloading Strategy with Mobility Prediction for Mobile Edge Computing","display_name":"Context-Aware Online Offloading Strategy with Mobility Prediction for Mobile Edge Computing","publication_year":2021,"publication_date":"2021-07-01","ids":{"openalex":"https://openalex.org/W3198511354","doi":"https://doi.org/10.1109/icccn52240.2021.9522229","mag":"3198511354"},"language":"en","primary_location":{"id":"doi:10.1109/icccn52240.2021.9522229","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn52240.2021.9522229","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Computer Communications and Networks (ICCCN)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101469754","display_name":"Shuyu Chen","orcid":"https://orcid.org/0000-0001-8352-2944"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuyu Chen","raw_affiliation_strings":["School of Software, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080204035","display_name":"Haopeng Chen","orcid":"https://orcid.org/0000-0002-4535-5038"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haopeng Chen","raw_affiliation_strings":["School of Software, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025428310","display_name":"Jinteng Ruan","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinteng Ruan","raw_affiliation_strings":["School of Software, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100451891","display_name":"Ziming Wang","orcid":"https://orcid.org/0000-0003-0564-8757"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziming Wang","raw_affiliation_strings":["School of Software, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.998199999332428,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9980000257492065,"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":0.79549241065979},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5736711621284485},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.5396945476531982},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5191847085952759},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5131431221961975},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5114066004753113},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.39280781149864197},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12579506635665894}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.79549241065979},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5736711621284485},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.5396945476531982},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5191847085952759},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5131431221961975},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5114066004753113},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39280781149864197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12579506635665894},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccn52240.2021.9522229","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn52240.2021.9522229","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Computer Communications and Networks (ICCCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1626398438","https://openalex.org/W1757796397","https://openalex.org/W1975432511","https://openalex.org/W2121092017","https://openalex.org/W2136317921","https://openalex.org/W2139076288","https://openalex.org/W2140251882","https://openalex.org/W2201581102","https://openalex.org/W2561246496","https://openalex.org/W2561715741","https://openalex.org/W2607487825","https://openalex.org/W2618413983","https://openalex.org/W2737674062","https://openalex.org/W2791353064","https://openalex.org/W2791432311","https://openalex.org/W2793511076","https://openalex.org/W2806813423","https://openalex.org/W2883386314","https://openalex.org/W2890928364","https://openalex.org/W2900262992","https://openalex.org/W2906687478","https://openalex.org/W2918714081","https://openalex.org/W2929491712","https://openalex.org/W2959276766","https://openalex.org/W2962938178","https://openalex.org/W2963060851","https://openalex.org/W2963477884","https://openalex.org/W2968424451","https://openalex.org/W2998623446","https://openalex.org/W3124943657","https://openalex.org/W4298857966","https://openalex.org/W6636500457","https://openalex.org/W6637967152","https://openalex.org/W6677939520","https://openalex.org/W6687681856"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W2914646191","https://openalex.org/W3174690704","https://openalex.org/W2968424451","https://openalex.org/W4221092438","https://openalex.org/W3023564924"],"abstract_inverted_index":{"With":[0],"the":[1,7,20,25,36,53,81,94,101,106,111,114,121,154,164,176,193],"development":[2],"of":[3,9,28,56,113,175],"5G":[4],"technology":[5],"and":[6,39,52,66,90,99,110,134,149,184,192],"proliferation":[8],"various":[10],"mobile":[11,13],"applications,":[12],"edge":[14],"computing":[15],"(MEC)":[16],"provides":[17],"services":[18],"near":[19],"user":[21,50,85],"side":[22],"to":[23,141,152,169,189],"meet":[24],"quality":[26],"constraints":[27],"different":[29,57,190],"tasks.":[30],"Most":[31],"current":[32],"works":[33,47],"focus":[34,48],"on":[35,49],"offloading":[37,76,89,122,156],"decision":[38,123,130,157],"resource":[40],"allocation":[41],"issues":[42,65],"in":[43,173],"MEC.":[44],"However,":[45],"few":[46],"mobility":[51,86],"personalized":[54],"preferences":[55,191],"applications.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62,92,119],"study":[63],"these":[64],"propose":[67],"a":[68,126],"deep":[69],"reinforcement":[70],"learning":[71],"(DRL)":[72],"based":[73],"context-aware":[74],"online":[75],"strategy.":[77],"To":[78],"further":[79],"reduce":[80],"overhead":[82],"caused":[83],"by":[84],"for":[87],"task":[88,155],"migration,":[91],"consider":[93],"user\u2019s":[95],"future":[96],"movement":[97],"trajectory":[98,151],"calculate":[100],"potential":[102],"migration":[103,182],"cost.":[104],"Considering":[105],"dynamic":[107,194],"network":[108,195],"environment":[109],"incompleteness":[112],"observed":[115],"system":[116],"state":[117],"information,":[118],"formulate":[120],"problem":[124],"as":[125],"partially":[127],"observable":[128],"Markov":[129],"process":[131],"(POMDP)":[132],"problem,":[133],"then":[135],"devise":[136],"an":[137],"efficient":[138],"DRL":[139],"algorithm":[140],"speed":[142],"it":[143],"up.":[144],"We":[145],"use":[146],"EdgeCloudSim":[147],"tool":[148],"Geolife":[150],"simulate":[153],"problem.":[158],"The":[159],"simulation":[160],"results":[161],"show":[162],"that":[163],"proposed":[165],"strategy":[166],"is":[167],"superior":[168],"other":[170],"baseline":[171],"strategies":[172],"terms":[174],"total":[177],"cost,":[178,183],"delay,":[179],"energy":[180],"consumption,":[181],"can":[185],"be":[186],"well":[187],"adapted":[188],"environment.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}