{"id":"https://openalex.org/W3015817120","doi":"https://doi.org/10.1109/jiot.2020.2987011","title":"Deploying Network Functions for Multiaccess Edge-IoT With Deep Reinforcement Learning","display_name":"Deploying Network Functions for Multiaccess Edge-IoT With Deep Reinforcement Learning","publication_year":2020,"publication_date":"2020-04-10","ids":{"openalex":"https://openalex.org/W3015817120","doi":"https://doi.org/10.1109/jiot.2020.2987011","mag":"3015817120"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.2987011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.2987011","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5100347291","display_name":"Chang Shu","orcid":"https://orcid.org/0000-0002-3524-0384"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chang Shu","raw_affiliation_strings":["School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062212392","display_name":"Zhiwei Zhao","orcid":"https://orcid.org/0000-0001-5293-0558"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwei Zhao","raw_affiliation_strings":["School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100770003","display_name":"Geyong Min","orcid":"https://orcid.org/0000-0003-1395-7314"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Geyong Min","raw_affiliation_strings":["Department of Computer Science, University of Exeter, Exeter, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Exeter, Exeter, U.K","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002896600","display_name":"Jia Hu","orcid":"https://orcid.org/0000-0001-5406-8420"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jia Hu","raw_affiliation_strings":["Department of Computer Science, University of Exeter, Exeter, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Exeter, Exeter, U.K","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101584948","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0002-2999-0760"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100347291"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":1.8501,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86196247,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"7","issue":"10","first_page":"9507","last_page":"9516"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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":0.9998000264167786,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991999864578247,"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/T11478","display_name":"Caching and Content Delivery","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/server","display_name":"Server","score":0.8659542798995972},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8623214960098267},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7887980937957764},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6700658202171326},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6145855784416199},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5996183753013611},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5990712642669678},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5341571569442749},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5209116339683533},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.46420201659202576},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4466530978679657},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.42141205072402954},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.37178680300712585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18868738412857056},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15490520000457764},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.09341707825660706},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07846739888191223}],"concepts":[{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.8659542798995972},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8623214960098267},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7887980937957764},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6700658202171326},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6145855784416199},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5996183753013611},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5990712642669678},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5341571569442749},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5209116339683533},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.46420201659202576},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4466530978679657},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.42141205072402954},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.37178680300712585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18868738412857056},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15490520000457764},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.09341707825660706},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07846739888191223},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2020.2987011","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.2987011","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G5809179868","display_name":null,"funder_award_id":"2018M640909","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8853074022","display_name":null,"funder_award_id":"61972074","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G999549071","display_name":null,"funder_award_id":"61972075","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1533110991","https://openalex.org/W1566456253","https://openalex.org/W1968578081","https://openalex.org/W1989480108","https://openalex.org/W1997650479","https://openalex.org/W2013073142","https://openalex.org/W2047400303","https://openalex.org/W2162598825","https://openalex.org/W2194775991","https://openalex.org/W2195423816","https://openalex.org/W2203584209","https://openalex.org/W2326007942","https://openalex.org/W2398409936","https://openalex.org/W2492309821","https://openalex.org/W2500898769","https://openalex.org/W2547443968","https://openalex.org/W2573834517","https://openalex.org/W2579136866","https://openalex.org/W2585277580","https://openalex.org/W2586118222","https://openalex.org/W2730591764","https://openalex.org/W2731118119","https://openalex.org/W2741483740","https://openalex.org/W2761883377","https://openalex.org/W2765816777","https://openalex.org/W2778138942","https://openalex.org/W2782974033","https://openalex.org/W2785852383","https://openalex.org/W2793511076","https://openalex.org/W2797226653","https://openalex.org/W2808002844","https://openalex.org/W2887817291","https://openalex.org/W2913656936","https://openalex.org/W2913871603","https://openalex.org/W2971802369","https://openalex.org/W2975241278","https://openalex.org/W3006549412","https://openalex.org/W3009391516","https://openalex.org/W6634132189","https://openalex.org/W6733081455"],"related_works":["https://openalex.org/W3154796165","https://openalex.org/W4361251304","https://openalex.org/W3139051647","https://openalex.org/W2902693277","https://openalex.org/W4378977105","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W4322761281","https://openalex.org/W4238233472"],"abstract_inverted_index":{"Edge":[0],"computing":[1],"is":[2,47],"a":[3,80,99,130],"promising":[4],"technology":[5],"to":[6,24,50,69,118,148,160,201],"empower":[7],"the":[8,19,25,37,53,64,70,73,84,88,104,109,120,134,138,145,150,153,161,164,170,179,202,223],"Internet":[9],"of":[10,40,77,90,173,182,212,216,222],"Things":[11],"(IoT)":[12],"by":[13,125],"providing":[14],"additional":[15],"processing":[16],"ability,":[17],"where":[18],"tasks":[20],"can":[21,167,197],"be":[22,198],"offloaded":[23],"edge":[26,41,65,91,174,217],"servers":[27,66,175,218],"for":[28,58,103],"efficient":[29],"computing.":[30],"To":[31],"enable":[32],"easy":[33],"management":[34],"and":[35,156,206,219],"improve":[36,169],"resource":[38,171,214],"utilization":[39,172,215],"computing,":[42],"network":[43,55,89],"function":[44],"virtualization":[45],"(NFV)":[46],"often":[48],"employed":[49],"quickly":[51],"deploy":[52,149],"requested":[54],"functions":[56],"(NFs)":[57],"serving":[59],"front-end":[60,71],"devices.":[61,225],"Considering":[62],"that":[63,194],"are":[67],"close":[68],"users,":[72],"time-varying":[74,203],"geographical":[75],"distribution":[76],"users":[78],"has":[79,108,129],"significant":[81],"influence":[82],"on":[83,94,133],"NF":[85,105],"deployment":[86],"in":[87,137,210],"servers.":[92],"Based":[93],"this":[95],"observation,":[96],"we":[97,115,142],"propose":[98],"deep-reinforcement-learning":[100],"(DRL)-based":[101],"approach":[102,196],"deployment,":[106],"which":[107,128],"following":[110],"two":[111],"salient":[112],"features.":[113],"First,":[114],"employ":[116],"DRL":[117],"estimate":[119],"underlying":[121],"wireless":[122],"features":[123,155],"affected":[124],"user":[126,157,204],"mobility,":[127],"direct":[131],"impact":[132],"task":[135,220],"performance":[136,209],"edge-IoT":[139],"systems.":[140],"Second,":[141],"implicitly":[143],"utilize":[144],"multiaccess":[146],"opportunity":[147],"NFs,":[151],"considering":[152],"estimated":[154],"requests.":[158],"Compared":[159],"existing":[162],"works,":[163],"proposed":[165],"work":[166],"significantly":[168],"as":[176,178],"well":[177,199],"computational":[180],"efficiency":[181],"IoT":[183,224],"tasks.":[184],"The":[185],"evaluation":[186],"results":[187],"obtained":[188],"from":[189],"extensive":[190],"simulation":[191],"experiments":[192],"show":[193],"our":[195],"adapted":[200],"geodistributions":[205],"achieve":[207],"improved":[208],"terms":[211],"both":[213],"executions":[221]},"counts_by_year":[{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
