{"id":"https://openalex.org/W3190982249","doi":null,"title":"Resource Allocation in Multi-access Edge Computing (MEC) Systems: Optimization and Machine Learning Algorithms","display_name":"Resource Allocation in Multi-access Edge Computing (MEC) Systems: Optimization and Machine Learning Algorithms","publication_year":2021,"publication_date":"2021-07-06","ids":{"openalex":"https://openalex.org/W3190982249","mag":"3190982249"},"language":"en","primary_location":{"id":"pmh:oai:yorkspace.library.yorku.ca:10315/38502","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10315/38502","pdf_url":null,"source":{"id":"https://openalex.org/S4306400473","display_name":"YorkSpace (York University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I192455969","host_organization_name":"York University","host_organization_lineage":["https://openalex.org/I192455969"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Electronic Thesis or Dissertation"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"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/A5003075871","display_name":"Sheyda Zarandi","orcid":"https://orcid.org/0000-0002-1136-4366","observed_orcids":["https://orcid.org/0000-0002-1136-4366"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sheyda Zarandi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-1136-4366","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5003075871"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9564999938011169,"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":0.9564999938011169,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.01979999989271164,"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"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.01600000075995922,"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/mobile-edge-computing","display_name":"mobile edge computing","score":0.9810000061988831},{"id":"https://openalex.org/keywords/network-slicing","display_name":"network slicing","score":0.7289999723434448},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"resource allocation","score":0.890999972820282},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"computation offloading","score":0.6340000033378601},{"id":"https://openalex.org/keywords/fractional-programming","display_name":"fractional programming","score":0.6600000262260437},{"id":"https://openalex.org/keywords/augmented-lagrangian-method","display_name":"augmented Lagrangian method","score":0.9350000023841858},{"id":"https://openalex.org/keywords/federated-deep-reinforcement-learning","display_name":"federated deep reinforcement learning","score":0.8519999980926514},{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.8949999809265137},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.8690000176429749},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.6700000166893005},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"quality of service","score":0.9290000200271606},{"id":"https://openalex.org/keywords/multicell-networks","display_name":"multi-cell networks","score":0.5529999732971191},{"id":"https://openalex.org/keywords/interference","display_name":"interference","score":0.6600000262260437},{"id":"https://openalex.org/keywords/distributed-optimization","display_name":"distributed optimization","score":0.43700000643730164},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"privacy preservation","score":0.6449999809265137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8175450563430786},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6045655608177185},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.595935583114624},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5954277515411377},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5535179972648621},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5336620807647705},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.5230206847190857},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5191768407821655},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.45699116587638855},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.33858931064605713},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:yorkspace.library.yorku.ca:10315/38502","doi":null,"is_oa":false,"landing_page_url":"http://hdl.handle.net/10315/38502","pdf_url":null,"source":{"id":"https://openalex.org/S4306400473","display_name":"YorkSpace (York University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I192455969","host_organization_name":"York University","host_organization_lineage":["https://openalex.org/I192455969"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Electronic Thesis or Dissertation"},{"id":"mag:3190982249","doi":null,"is_oa":false,"landing_page_url":"https://yorkspace.library.yorku.ca/xmlui/handle/10315/38502","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4943999946117401,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1967956032","https://openalex.org/W2128628369","https://openalex.org/W2586541704","https://openalex.org/W2624989916","https://openalex.org/W2788350651","https://openalex.org/W2790901593","https://openalex.org/W2792526074","https://openalex.org/W2793519446","https://openalex.org/W2887286578","https://openalex.org/W2889656758","https://openalex.org/W2901755016","https://openalex.org/W2909113045","https://openalex.org/W2909746507","https://openalex.org/W2914899603","https://openalex.org/W2948356724","https://openalex.org/W2981096252","https://openalex.org/W2991236681","https://openalex.org/W2991301449","https://openalex.org/W3005680381","https://openalex.org/W3015636663","https://openalex.org/W3016207298","https://openalex.org/W3023131491","https://openalex.org/W3034324601","https://openalex.org/W3043715968","https://openalex.org/W3049071772","https://openalex.org/W3083898850","https://openalex.org/W3101073882","https://openalex.org/W3119620493","https://openalex.org/W3120454115","https://openalex.org/W3121337498","https://openalex.org/W3134843574"],"related_works":["https://openalex.org/W3119620493","https://openalex.org/W4404994188","https://openalex.org/W4389692475","https://openalex.org/W7063855929","https://openalex.org/W4399283736","https://openalex.org/W3171100633","https://openalex.org/W4399801010","https://openalex.org/W4385300729","https://openalex.org/W7135029953","https://openalex.org/W4417508638"],"abstract_inverted_index":{"With":[0],"the":[1,8,38,95,118,160,169,173,229,247,254,282,307,330],"rapid":[2],"proliferation":[3],"of":[4,11,20,41,97,121,162,172,231,250,256],"diverse":[5,18,43],"wireless":[6,12],"applications,":[7],"next":[9],"generation":[10],"networks":[13,64],"are":[14,111,217],"required":[15],"to":[16,36,62,83,139,167,198,207,280,302],"meet":[17],"quality":[19],"service":[21],"(QoS)":[22],"in":[23,150,159,246,278,288,323],"various":[24],"applications.":[25],"The":[26,164,185,297,318],"existing":[27],"one-size-fits-all":[28],"resource":[29,148,225,276],"allocation":[30,149,226,277],"algorithms":[31,234],"will":[32],"not":[33],"be":[34,81],"able":[35],"sustain":[37],"sheer":[39],"need":[40,230],"supporting":[42],"QoS":[44,89,295],"requirements.":[45],"In":[46],"this":[47,122,244,251],"context,":[48],"radio":[49],"access":[50],"network":[51,70,103,109,158,293],"(RAN)":[52],"slicing":[53,104],"has":[54,235],"been":[55],"recently":[56],"emerged":[57],"as":[58],"a":[59,73,84,151,265,289],"promising":[60],"approach":[61],"virtualize":[63],"resources":[65,110],"and":[66,114,130,146,195,210,221,260,275,285,315,332],"create":[67],"multiple":[68,199],"logical":[69],"slices":[71],"on":[72,125,335],"common":[74],"physical":[75],"infrastructure.":[76],"Each":[77],"slice":[78,179,189],"can":[79],"then":[80],"tailored":[82],"specific":[85],"application":[86],"with":[87,294],"distinct":[88],"requirement.":[90,184],"This":[91],"would":[92],"considerably":[93],"reduce":[94],"cost":[96],"infrastructure":[98],"providers.":[99],"However,":[100],"efficient":[101,137],"virtualized":[102],"is":[105,166,300,321,333],"only":[106],"feasible":[107],"if":[108],"efficiently":[112],"monitored":[113],"allocated.":[115],"\\n":[116,202],"\\nIn":[117],"first":[119],"part":[120,249],"thesis,":[123,252],"leveraging":[124],"tools":[126],"from":[127,180,312],"fractional":[128],"programming":[129],"Augmented":[131],"Lagrange":[132],"method,":[133],"I":[134,263],"propose":[135],"an":[136,303],"algorithm":[138,299,320],"jointly":[140],"optimize":[141],"users":[142],"offloading":[143,197,273],"decisions,":[144],"communication,":[145],"computing":[147,156],"sliced":[152],"multi-cell":[153],"multi-access":[154],"edge":[155],"(MEC)":[157],"presence":[161],"interference.":[163],"objective":[165],"minimize":[168,281],"weighted":[170],"sum":[171],"delay":[174,183,284],"deviation":[175],"observed":[176],"at":[177],"each":[178],"its":[181],"corresponding":[182],"considered":[186],"problem":[187],"enables":[188],"prioritization,":[190],"cooperation":[191,326],"among":[192,327],"MEC":[193,200],"servers,":[194],"partial":[196],"servers.":[201],"\\nOn":[203],"another":[204],"note,":[205],"due":[206],"high":[208],"computation":[209,314],"time":[211],"complexity,":[212],"traditional":[213],"centralized":[214],"optimization":[215,261],"solutions":[216],"often":[218],"rendered":[219],"impractical":[220],"non-scalable":[222],"for":[223,271],"real-time":[224],"purposes.":[227],"Thus,":[228],"machine":[232],"learning":[233,258,269],"become":[236],"more":[237],"vital":[238],"than":[239],"ever":[240],"before.":[241],"To":[242],"address":[243],"issue,":[245],"second":[248],"exploiting":[253],"power":[255],"federated":[257,266],"(FDL)":[259],"theory,":[262],"develop":[264],"deep":[267],"reinforcement":[268],"framework":[270],"joint":[272,283],"decision":[274],"order":[279],"energy":[286],"consumption":[287],"MEC-enabled":[290],"internet-of-things":[291],"(IoT)":[292],"constraints.":[296],"proposed":[298,319],"applied":[301],"IoT":[304,308,339],"network,":[305],"since":[306],"devices":[309],"suffer":[310],"significantly":[311],"limited":[313],"battery":[316],"capacity.":[317],"distributed":[322],"nature,":[324],"exploit":[325],"devices,":[328],"preserves":[329],"privacy,":[331],"executable":[334],"resource-limited":[336],"cellular":[337],"or":[338],"devices.":[340]},"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-08-16T00:00:00"}