{"id":"https://openalex.org/W4285309456","doi":"https://doi.org/10.1109/jsac.2022.3180781","title":"Toward Large-Scale Hybrid Edge Server Provision: An Online Mean Field Learning Approach","display_name":"Toward Large-Scale Hybrid Edge Server Provision: An Online Mean Field Learning Approach","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W4285309456","doi":"https://doi.org/10.1109/jsac.2022.3180781"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2022.3180781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2022.3180781","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","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/A5100462285","display_name":"Zhiyuan Wang","orcid":"https://orcid.org/0000-0002-1966-2421"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1966-2421","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020602689","display_name":"Jiancheng Ye","orcid":"https://orcid.org/0000-0002-1296-171X"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiancheng Ye","raw_affiliation_strings":["Network Technology Laboratory and the Hong Kong Research Center, Huawei Technologies Company Ltd., Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-1296-171X","affiliations":[{"raw_affiliation_string":"Network Technology Laboratory and the Hong Kong Research Center, Huawei Technologies Company Ltd., Hong Kong","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068489266","display_name":"John C. S. Lui","orcid":"https://orcid.org/0000-0001-7466-0384"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"John C. S. Lui","raw_affiliation_strings":["Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.668,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69624871,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"40","issue":"8","first_page":"2347","last_page":"2360"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9997000098228455,"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/T13553","display_name":"Age of Information Optimization","score":0.9997000098228455,"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":0.9983000159263611,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8313002586364746},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5864328742027283},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5409075021743774},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49630147218704224},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4891565144062042},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4767916202545166},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4468030333518982},{"id":"https://openalex.org/keywords/regret","display_name":"Regret","score":0.4149301052093506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.16272106766700745},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09902667999267578},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.0984237790107727}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8313002586364746},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5864328742027283},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5409075021743774},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49630147218704224},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4891565144062042},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4767916202545166},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4468030333518982},{"id":"https://openalex.org/C50817715","wikidata":"https://www.wikidata.org/wiki/Q79895177","display_name":"Regret","level":2,"score":0.4149301052093506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.16272106766700745},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09902667999267578},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0984237790107727},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2022.3180781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2022.3180781","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G3373339061","display_name":null,"funder_award_id":"SRFS2122-4S02","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"},{"id":"https://openalex.org/G5107932383","display_name":null,"funder_award_id":"2019YFB1802803","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8798091925","display_name":null,"funder_award_id":"6905407","funder_id":"https://openalex.org/F4320322942","funder_display_name":"Chinese University of Hong Kong"}],"funders":[{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320322942","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1987328208","https://openalex.org/W1998145795","https://openalex.org/W2023246505","https://openalex.org/W2080346852","https://openalex.org/W2116175219","https://openalex.org/W2117702591","https://openalex.org/W2150865801","https://openalex.org/W2195423816","https://openalex.org/W2268702383","https://openalex.org/W2400861403","https://openalex.org/W2416799949","https://openalex.org/W2465848692","https://openalex.org/W2472333518","https://openalex.org/W2516316490","https://openalex.org/W2558116332","https://openalex.org/W2578151840","https://openalex.org/W2589907274","https://openalex.org/W2761545465","https://openalex.org/W2799984760","https://openalex.org/W2808103092","https://openalex.org/W2895030362","https://openalex.org/W2905287427","https://openalex.org/W2913871603","https://openalex.org/W2922342388","https://openalex.org/W2943605151","https://openalex.org/W2948599397","https://openalex.org/W2950865323","https://openalex.org/W2951552046","https://openalex.org/W2962766183","https://openalex.org/W2963506504","https://openalex.org/W2963618158","https://openalex.org/W3011357933","https://openalex.org/W3011913216","https://openalex.org/W3081076929","https://openalex.org/W3092041361","https://openalex.org/W3094019951","https://openalex.org/W3098197413","https://openalex.org/W3100515187","https://openalex.org/W3127585736","https://openalex.org/W3149261725","https://openalex.org/W3174742686","https://openalex.org/W3183708612","https://openalex.org/W3215243218","https://openalex.org/W4205841652","https://openalex.org/W4211132563","https://openalex.org/W4242418466","https://openalex.org/W4301253858"],"related_works":["https://openalex.org/W2391167130","https://openalex.org/W2092071486","https://openalex.org/W4283067488","https://openalex.org/W2131630752","https://openalex.org/W2460246254","https://openalex.org/W2025490963","https://openalex.org/W94000989","https://openalex.org/W3046945740","https://openalex.org/W1557295419","https://openalex.org/W1569520790"],"abstract_inverted_index":{"The":[0],"efficiency":[1],"of":[2,145],"a":[3,85,117,152,161],"large-scale":[4],"edge":[5,14,36,94],"computing":[6,22,95],"system":[7,112],"primarily":[8],"depends":[9],"on":[10,121],"three":[11],"aspects:":[12],"i)":[13],"server":[15,37],"provision,":[16],"ii)":[17],"task":[18,42,185],"migration,":[19],"and":[20,63,126,160,195],"iii)":[21],"resource":[23,32,49],"configuration.":[24,140],"In":[25],"this":[26],"paper,":[27],"we":[28,83],"study":[29],"the":[30,47,68,92,100,105,111,122,137,147,169,175,183,190],"dynamic":[31,48],"configuration":[33,50],"for":[34],"hybrid":[35],"provision":[38],"under":[39,182],"two":[40,143],"decentralized":[41,184],"migration":[43,186],"schemes.":[44],"We":[45,97,114,141],"formulate":[46],"as":[51,110,134,136],"an":[52,73],"online":[53,74],"cost":[54,192],"minimization":[55],"problem,":[56],"aiming":[57],"to":[58,67,90],"jointly":[59],"minimize":[60],"performance":[61],"degradation":[62],"operation":[64],"expenditure.":[65],"Due":[66],"stochastic":[69,93],"nature,":[70],"it":[71],"is":[72],"learning":[75,118],"problem":[76],"with":[77],"partial":[78],"feedback.":[79],"To":[80],"address":[81],"it,":[82],"derive":[84],"deterministic":[86],"mean":[87,101,123,170],"field":[88,102,124,171],"model":[89,103,172],"approximate":[91],"system.":[96],"show":[98,127,167],"that":[99,128,168],"provides":[104],"increasingly":[106],"accurate":[107],"full":[108],"feedback":[109],"scales.":[113],"then":[115],"propose":[116],"policy":[119,131,148,181],"based":[120],"model,":[125],"our":[129,179],"proposed":[130,180],"performs":[132],"asymptotically":[133],"well":[135],"offline":[138],"optimal":[139],"provide":[142],"ways":[144],"setting":[146],"parameters,":[149],"which":[150],"achieve":[151],"constant":[153],"competitive":[154],"ratio":[155],"(under":[156],"certain":[157],"mild":[158],"conditions)":[159],"sub-linear":[162],"regret,":[163],"respectively.":[164],"Numerical":[165],"results":[166],"significantly":[173],"improves":[174],"convergence":[176],"speed.":[177],"Moreover,":[178],"schemes":[187],"considerably":[188],"reduces":[189],"operating":[191],"(by":[193],"23%)":[194],"incurs":[196],"little":[197],"communication":[198],"overhead.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
