{"id":"https://openalex.org/W3003577920","doi":"https://doi.org/10.1109/jiot.2020.2970110","title":"Resource Allocation With Edge Computing in IoT Networks via Machine Learning","display_name":"Resource Allocation With Edge Computing in IoT Networks via Machine Learning","publication_year":2020,"publication_date":"2020-01-28","ids":{"openalex":"https://openalex.org/W3003577920","doi":"https://doi.org/10.1109/jiot.2020.2970110","mag":"3003577920"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.2970110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.2970110","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":true,"oa_status":"green","oa_url":"https://openresearch.surrey.ac.uk/esploro/outputs/journalArticle/Resource-Allocation-With-Edge-Computing-in/99537023602346","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012932733","display_name":"Xiaolan Liu","orcid":"https://orcid.org/0000-0002-7500-9128"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Xiaolan Liu","raw_affiliation_strings":["Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-7500-9128","affiliations":[{"raw_affiliation_string":"Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051524453","display_name":"Jiadong Yu","orcid":"https://orcid.org/0000-0002-8073-8851"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jiadong Yu","raw_affiliation_strings":["Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-8073-8851","affiliations":[{"raw_affiliation_string":"Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711285","display_name":"Jian Wang","orcid":"https://orcid.org/0000-0002-7701-8511"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wang","raw_affiliation_strings":["School of Electronic Science and Engineering, Nanjing University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075109962","display_name":"Yue Gao","orcid":"https://orcid.org/0000-0001-6502-9910"},"institutions":[{"id":"https://openalex.org/I28290843","display_name":"University of Surrey","ror":"https://ror.org/00ks66431","country_code":"GB","type":"education","lineage":["https://openalex.org/I28290843"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yue Gao","raw_affiliation_strings":["Institute for Communication Systems, University of Surrey, Guildford, U.K"],"raw_orcid":"https://orcid.org/0000-0001-6502-9910","affiliations":[{"raw_affiliation_string":"Institute for Communication Systems, University of Surrey, Guildford, U.K","institution_ids":["https://openalex.org/I28290843"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012932733"],"corresponding_institution_ids":["https://openalex.org/I166337079"],"apc_list":null,"apc_paid":null,"fwci":16.3562,"has_fulltext":false,"cited_by_count":176,"citation_normalized_percentile":{"value":0.99322878,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"7","issue":"4","first_page":"3415","last_page":"3426"},"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/T13553","display_name":"Age of Information Optimization","score":0.9908000230789185,"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/T12079","display_name":"IoT Networks and Protocols","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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":0.895298957824707},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7653603553771973},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.6577187776565552},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6397923231124878},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5934376120567322},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.550159215927124},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.49578627943992615},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.4766988456249237},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.4716942608356476},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45388680696487427},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.45305413007736206},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4430694580078125},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.43743598461151123},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.42078229784965515},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3671916127204895},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3121910095214844},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.28481143712997437},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.17689016461372375},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.09068489074707031}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.895298957824707},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7653603553771973},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.6577187776565552},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6397923231124878},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5934376120567322},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.550159215927124},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.49578627943992615},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.4766988456249237},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.4716942608356476},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45388680696487427},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.45305413007736206},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4430694580078125},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.43743598461151123},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.42078229784965515},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3671916127204895},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3121910095214844},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.28481143712997437},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.17689016461372375},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.09068489074707031},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/jiot.2020.2970110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.2970110","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"},{"id":"pmh:oai:research-information.bris.ac.uk:publications/c7a5bf79-c744-4c64-ba95-2e6e697d3e14","is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/c7a5bf79-c744-4c64-ba95-2e6e697d3e14","pdf_url":null,"source":{"id":"https://openalex.org/S7407055359","display_name":"Explore Bristol Research","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Liu, X, Yu, J, Wang, J & Gao, Y 2020, 'Resource Allocation With Edge Computing in IoT Networks via Machine Learning', IEEE Internet of Things Journal, vol. 7, no. 4, pp. 3415-3426. https://doi.org/10.1109/JIOT.2020.2970110","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:alma.44SUR_INST:11145219910002346","is_oa":true,"landing_page_url":"https://openresearch.surrey.ac.uk/esploro/outputs/journalArticle/Resource-Allocation-With-Edge-Computing-in/99537023602346","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:alma.44SUR_INST:11145219910002346","is_oa":true,"landing_page_url":"https://openresearch.surrey.ac.uk/esploro/outputs/journalArticle/Resource-Allocation-With-Edge-Computing-in/99537023602346","pdf_url":null,"source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1118515714","display_name":null,"funder_award_id":"BB/R005257/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"},{"id":"https://openalex.org/G1683056626","display_name":"GBSense: GHz Bandwidth Sensing from Smart Antennas to Sub-Nyquist Signal Processing","funder_award_id":"EP/R00711X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G3145248118","display_name":null,"funder_award_id":"EP/R00711X/2","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4325374363","display_name":null,"funder_award_id":"EP/R00711X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320334629","display_name":"Biotechnology and Biological Sciences Research Council","ror":"https://ror.org/00cwqg982"},{"id":"https://openalex.org/F4320335087","display_name":"Innovate UK","ror":"https://ror.org/05ar5fy68"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1904504745","https://openalex.org/W2343874908","https://openalex.org/W2580038204","https://openalex.org/W2585277580","https://openalex.org/W2594560857","https://openalex.org/W2608841173","https://openalex.org/W2773498880","https://openalex.org/W2786839822","https://openalex.org/W2793025358","https://openalex.org/W2795655063","https://openalex.org/W2885657717","https://openalex.org/W2889800906","https://openalex.org/W2891935798","https://openalex.org/W2893933380","https://openalex.org/W2894001169","https://openalex.org/W2912858941","https://openalex.org/W2941971445","https://openalex.org/W2962790500","https://openalex.org/W2962804345","https://openalex.org/W2962856838","https://openalex.org/W2963334314","https://openalex.org/W2963477597","https://openalex.org/W2963529364","https://openalex.org/W2963821095","https://openalex.org/W2964054168","https://openalex.org/W2964098968","https://openalex.org/W2964169433","https://openalex.org/W3004277316","https://openalex.org/W3104248904","https://openalex.org/W3106445841","https://openalex.org/W3123330558","https://openalex.org/W4288598460","https://openalex.org/W4298023569"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W3014317926","https://openalex.org/W2917127270","https://openalex.org/W2796352555"],"abstract_inverted_index":{"In":[0,97],"this":[1,98],"article,":[2,99],"we":[3,202],"investigate":[4],"resource":[5,47],"allocation":[6],"with":[7,119,196,233],"edge":[8,55,92,133],"computing":[9,19,30,93],"in":[10,25,41,212,223],"Internet-of-Things":[11],"(IoT)":[12],"networks":[13,27,43],"via":[14],"machine":[15],"learning":[16],"approaches.":[17],"Edge":[18],"is":[20,103,123,159,170,217],"playing":[21],"a":[22,162,177,204],"promising":[23],"role":[24],"IoT":[26,42,59,91,108,157,168],"by":[28,161,184],"providing":[29],"capabilities":[31],"close":[32],"to":[33,48,53,63,76,105,114,125,207,219],"users.":[34],"However,":[35],"the":[36,58,82,107,120,132,136,145,148,156,186,191,197,209,221,245,250],"massive":[37],"number":[38,235],"of":[39,84,150,179,199,236],"users":[40,60,109,158,228],"requires":[44],"sufficient":[45],"spectrum":[46],"transmit":[49],"their":[50],"computation":[51,67,85,127,141,241],"tasks":[52,79,128,142],"an":[54,173],"server,":[56,134],"while":[57,135],"were":[61],"developed":[62],"have":[64],"more":[65],"powerful":[66],"ability":[68],"recently,":[69],"which":[70,175,213],"makes":[71,176],"it":[72],"possible":[73],"for":[74,89,155],"them":[75],"execute":[77],"some":[78],"locally.":[80,143],"Then,":[81],"design":[83,149],"task":[86,152,182],"offloading":[87,153,183,242],"policies":[88,154],"such":[90],"systems":[94],"remains":[95],"challenging.":[96],"centralized":[100],"user":[101,169],"clustering":[102],"explored":[104],"group":[106],"into":[110,231],"different":[111],"clusters":[112,232],"according":[113],"users'":[115],"priorities.":[116],"The":[117],"cluster":[118,139],"highest":[121],"priority":[122,138],"assigned":[124],"offload":[126],"and":[129],"executed":[130],"at":[131],"lowest":[137],"executes":[140],"For":[144],"other":[146,246],"clusters,":[147],"distributed":[151],"modeled":[160],"Markov":[163],"decision":[164],"process,":[165],"where":[166],"each":[167],"considered":[171],"as":[172],"agent":[174],"series":[178],"decisions":[180],"on":[181,190],"minimizing":[185],"system":[187,252],"cost":[188],"based":[189],"environment":[192],"dynamics.":[193],"To":[194],"deal":[195],"curse":[198],"high":[200],"dimensionality,":[201],"use":[203],"deep":[205,214],"Q-network":[206],"learn":[208],"optimal":[210,234],"policy":[211],"neural":[215],"network":[216],"used":[218],"approximate":[220],"Q-function":[222],"Q-learning.":[224],"Simulations":[225],"show":[226],"that":[227],"are":[229],"grouped":[230],"clusters.":[237],"Moreover,":[238],"our":[239],"proposed":[240],"algorithm":[243],"outperforms":[244],"baseline":[247],"schemes":[248],"under":[249],"same":[251],"costs.":[253]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":35},{"year":2022,"cited_by_count":34},{"year":2021,"cited_by_count":26},{"year":2020,"cited_by_count":6}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
