{"id":"https://openalex.org/W4404035001","doi":"https://doi.org/10.1109/tnet.2024.3486788","title":"Exploiting Wide-Area Resource Elasticity With Fine-Grained Orchestration for Serverless Analytics","display_name":"Exploiting Wide-Area Resource Elasticity With Fine-Grained Orchestration for Serverless Analytics","publication_year":2024,"publication_date":"2024-11-04","ids":{"openalex":"https://openalex.org/W4404035001","doi":"https://doi.org/10.1109/tnet.2024.3486788"},"language":"en","primary_location":{"id":"doi:10.1109/tnet.2024.3486788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2024.3486788","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/146773","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103146935","display_name":"Xiaofei Yue","orcid":"https://orcid.org/0009-0003-3106-586X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Yue","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0003-3106-586X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051317379","display_name":"Song Yang","orcid":"https://orcid.org/0000-0002-5385-1402"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Song Yang","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5385-1402","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100634361","display_name":"Liehuang Zhu","orcid":"https://orcid.org/0000-0003-3277-3887"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liehuang Zhu","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3277-3887","affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058846494","display_name":"Stojan Trajanovski","orcid":"https://orcid.org/0000-0003-0892-9263"},"institutions":[{"id":"https://openalex.org/I4210108625","display_name":"Microsoft (United Kingdom)","ror":"https://ror.org/01rw27z95","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210108625"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stojan Trajanovski","raw_affiliation_strings":["Microsoft, London, U.K"],"raw_orcid":"https://orcid.org/0000-0003-0892-9263","affiliations":[{"raw_affiliation_string":"Microsoft, London, U.K","institution_ids":["https://openalex.org/I4210164937","https://openalex.org/I4210108625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100373560","display_name":"Fan Li","orcid":"https://orcid.org/0000-0002-2348-4488"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Li","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2348-4488","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018318168","display_name":"Xiaoming Fu","orcid":"https://orcid.org/0000-0002-8012-4753"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaoming Fu","raw_affiliation_strings":["Institute of Computer Science, University of Göttingen, Göttingen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8012-4753","affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Göttingen, Göttingen, Germany","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9366,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77654745,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"33","issue":"1","first_page":"398","last_page":"413"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9896000027656555,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9896000027656555,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9789999723434448,"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"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9435999989509583,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.7692630290985107},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7685636281967163},{"id":"https://openalex.org/keywords/elasticity","display_name":"Elasticity (physics)","score":0.7073649764060974},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5822333097457886},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4022350311279297},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.055882930755615234}],"concepts":[{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7692630290985107},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7685636281967163},{"id":"https://openalex.org/C121854251","wikidata":"https://www.wikidata.org/wiki/Q62932","display_name":"Elasticity (physics)","level":2,"score":0.7073649764060974},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5822333097457886},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4022350311279297},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.055882930755615234},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnet.2024.3486788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2024.3486788","pdf_url":null,"source":{"id":"https://openalex.org/S5407042750","display_name":"IEEE Transactions on Networking","issn_l":"2998-4157","issn":["2998-4157"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Networking","raw_type":"journal-article"},{"id":"pmh:oai:publications.goettingen-research-online.de:2/146773","is_oa":true,"landing_page_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/146773","pdf_url":null,"source":{"id":"https://openalex.org/S4306401634","display_name":"GoeScholar  The Publication Server of the Georg-August-Universit\u00e4t G\u00f6ttingen (Georg-August-Universit\u00e4t G\u00f6ttingen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210122495","host_organization_name":"Asklepios Klinik St. Georg","host_organization_lineage":["https://openalex.org/I4210122495"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"yes"}],"best_oa_location":{"id":"pmh:oai:publications.goettingen-research-online.de:2/146773","is_oa":true,"landing_page_url":"https://resolver.sub.uni-goettingen.de/purl?gro-2/146773","pdf_url":null,"source":{"id":"https://openalex.org/S4306401634","display_name":"GoeScholar  The Publication Server of the Georg-August-Universit\u00e4t G\u00f6ttingen (Georg-August-Universit\u00e4t G\u00f6ttingen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210122495","host_organization_name":"Asklepios Klinik St. Georg","host_organization_lineage":["https://openalex.org/I4210122495"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"yes"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3380875979","display_name":null,"funder_award_id":"62472028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3472939168","display_name":null,"funder_award_id":"101086228","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5034201783","display_name":null,"funder_award_id":"2023YFB3107300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5443068723","display_name":null,"funder_award_id":"62172038","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7860887917","display_name":"\u9762\u5411\u8f66\u8f86\u5b89\u5168\u9a7e\u9a76\u7684\u667a\u80fd\u611f\u77e5\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62072040","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G838165925","display_name":null,"funder_award_id":"62372045","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2101161250","https://openalex.org/W2163291889","https://openalex.org/W2173213060","https://openalex.org/W2521667302","https://openalex.org/W2546571074","https://openalex.org/W2591324491","https://openalex.org/W2750064504","https://openalex.org/W2791456077","https://openalex.org/W2968986602","https://openalex.org/W2970379315","https://openalex.org/W2970978109","https://openalex.org/W3000407226","https://openalex.org/W3093150360","https://openalex.org/W3099689767","https://openalex.org/W3169257120","https://openalex.org/W3198834566","https://openalex.org/W3209128423","https://openalex.org/W4200083335","https://openalex.org/W4214761305","https://openalex.org/W4220958415","https://openalex.org/W4224313989","https://openalex.org/W4281633380","https://openalex.org/W4283211213","https://openalex.org/W4285126174","https://openalex.org/W4308426122","https://openalex.org/W4312060067","https://openalex.org/W4361802011","https://openalex.org/W4386243233","https://openalex.org/W4386245219","https://openalex.org/W4386260496","https://openalex.org/W4386349937","https://openalex.org/W4386608891","https://openalex.org/W4387321645","https://openalex.org/W4401508721","https://openalex.org/W6636506094","https://openalex.org/W6725207838","https://openalex.org/W6753337532","https://openalex.org/W6759743693","https://openalex.org/W6761088107","https://openalex.org/W6775201933","https://openalex.org/W6779860234","https://openalex.org/W6788695333","https://openalex.org/W6794069102","https://openalex.org/W6838813187","https://openalex.org/W6840380725","https://openalex.org/W6842202735"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W2378898096","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W4283579741","https://openalex.org/W3066706303"],"abstract_inverted_index":{"With":[0],"the":[1,46,65,138,154,163],"flourishing":[2],"of":[3],"global":[4],"services,":[5],"low-latency":[6],"analytics":[7,104],"on":[8,41,169],"large-volume":[9],"geo-distributed":[10,35,102],"data":[11],"has":[12],"been":[13],"a":[14,31,92,126,133],"regular":[15],"requirement":[16],"for":[17,34,79,101],"application":[18],"decision-making.":[19],"Serverless":[20],"computing,":[21],"with":[22,132,153],"its":[23],"rapid":[24],"function":[25,81,94,143],"start-up":[26],"and":[27,68,113,121,150,178],"lightweight":[28],"deployment,":[29],"provides":[30],"compelling":[32],"way":[33],"analytics.":[36],"However,":[37],"existing":[38],"research":[39],"focuses":[40],"elastic":[42],"resource":[43,52,86,122],"scaling":[44],"at":[45],"stage":[47],"granularity,":[48],"struggling":[49],"to":[50,83,167,181],"heterogeneous":[51],"demands":[53],"across":[54],"component":[55],"functions":[56],"in":[57,64],"wide-area":[58,85],"settings.":[59],"The":[60],"neglect":[61],"potentially":[62],"results":[63,158],"cost":[66],"inefficiency":[67],"Service":[69],"Level":[70],"Objective":[71],"(SLO)":[72],"violations.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77,147],"advocate":[78],"fine-grained":[80,93],"orchestration":[82],"exploit":[84],"elasticity.":[87],"We":[88],"thereby":[89],"present":[90],"Demeter,":[91],"orchestrator":[95],"that":[96,160],"saves":[97],"job":[98],"execution":[99],"costs":[100],"serverless":[103],"while":[105,171],"ensuring":[106],"SLO":[107,173],"compliance.":[108],"By":[109],"learning":[110,130],"from":[111],"volatile":[112],"bursty":[114],"environments,":[115],"Demeter":[116,149,161],"jointly":[117],"makes":[118],"per-function":[119],"placement":[120],"allocation":[123],"decisions":[124],"using":[125],"well-optimized":[127],"multi-agent":[128],"reinforcement":[129],"algorithm":[131],"pruning":[134],"mechanism.":[135],"It":[136],"prevent":[137],"irreparable":[139],"performance":[140],"loss":[141],"by":[142,165,175],"congestion":[144],"control.":[145],"Ultimately,":[146],"implement":[148],"evaluate":[151],"it":[152,180],"realistic":[155],"workloads.":[156],"Experimental":[157],"reveal":[159],"outperforms":[162],"baselines":[164],"up":[166],"46.6%":[168],"cost,":[170],"reducing":[172],"violation":[174],"over":[176],"23.7%":[177],"bringing":[179],"below":[182],"15%.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}