{"id":"https://openalex.org/W4388426848","doi":"https://doi.org/10.1109/ic2e59103.2023.00019","title":"Studying the Energy Consumption of Stream Processing Engines in the Cloud","display_name":"Studying the Energy Consumption of Stream Processing Engines in the Cloud","publication_year":2023,"publication_date":"2023-09-25","ids":{"openalex":"https://openalex.org/W4388426848","doi":"https://doi.org/10.1109/ic2e59103.2023.00019"},"language":"en","primary_location":{"id":"doi:10.1109/ic2e59103.2023.00019","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic2e59103.2023.00019","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Cloud Engineering (IC2E)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-04164074v1/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093207531","display_name":"Govind KP","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I140863075","display_name":"Myriad (Germany)","ror":"https://ror.org/033sa9s17","country_code":"DE","type":"company","lineage":["https://openalex.org/I140863075","https://openalex.org/I4210166221"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["DE","FR"],"is_corresponding":false,"raw_author_name":"Govind Kp","raw_affiliation_strings":["Univ. Rennes, Inria, CNRS, IRISA,Rennes,France","MYRIADS - Design and Implementation of Autonomous Distributed Systems (Campus de Beaulieu 35042 Rennes cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Rennes, Inria, CNRS, IRISA,Rennes,France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"MYRIADS - Design and Implementation of Autonomous Distributed Systems (Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":["https://openalex.org/I140863075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081007480","display_name":"Guillaume Pierre","orcid":"https://orcid.org/0000-0003-1418-8174"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I140863075","display_name":"Myriad (Germany)","ror":"https://ror.org/033sa9s17","country_code":"DE","type":"company","lineage":["https://openalex.org/I140863075","https://openalex.org/I4210166221"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["DE","FR"],"is_corresponding":false,"raw_author_name":"Guillaume Pierre","raw_affiliation_strings":["Univ. Rennes, Inria, CNRS, IRISA,Rennes,France","MYRIADS - Design and Implementation of Autonomous Distributed Systems (Campus de Beaulieu 35042 Rennes cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Rennes, Inria, CNRS, IRISA,Rennes,France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"MYRIADS - Design and Implementation of Autonomous Distributed Systems (Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":["https://openalex.org/I140863075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082468751","display_name":"Romain Rouvoy","orcid":"https://orcid.org/0000-0003-1771-8791"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I185839726","display_name":"Institut Universitaire de France","ror":"https://ror.org/055khg266","country_code":"FR","type":"education","lineage":["https://openalex.org/I185839726"]},{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]},{"id":"https://openalex.org/I4210126879","display_name":"Laboratoires Spiral (France)","ror":"https://ror.org/02c7hqm03","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210126879"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Romain Rouvoy","raw_affiliation_strings":["Univ. Lille, Inria, CNRS,France","SPIRALS - Self-adaptation for distributed services and large software systems (France)","IUF - Institut universitaire de France (Maison des Universit\u00e9s 103 Boulevard Saint-Michel 75005 Paris - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Lille, Inria, CNRS,France","institution_ids":["https://openalex.org/I2279609970","https://openalex.org/I1326498283","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"SPIRALS - Self-adaptation for distributed services and large software systems (France)","institution_ids":["https://openalex.org/I4210126879"]},{"raw_affiliation_string":"IUF - Institut universitaire de France (Maison des Universit\u00e9s 103 Boulevard Saint-Michel 75005 Paris - France)","institution_ids":["https://openalex.org/I185839726"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2941,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.85446365,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"99","last_page":"106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998000264167786,"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/T12238","display_name":"Green IT and Sustainability","score":0.9991000294685364,"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/T11478","display_name":"Caching and Content Delivery","score":0.9962000250816345,"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/cloud-computing","display_name":"Cloud computing","score":0.816010594367981},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.7699940800666809},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7515033483505249},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7384243607521057},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6134120225906372},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.6050857305526733},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6041302680969238},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4982776641845703},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.48374342918395996},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.48178812861442566},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45734262466430664},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.4464940130710602},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3923836648464203},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3905673325061798},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3091062009334564},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.266821026802063},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1776283085346222}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.816010594367981},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.7699940800666809},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7515033483505249},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7384243607521057},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6134120225906372},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.6050857305526733},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6041302680969238},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4982776641845703},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48374342918395996},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.48178812861442566},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45734262466430664},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.4464940130710602},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3923836648464203},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3905673325061798},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3091062009334564},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.266821026802063},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1776283085346222},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ic2e59103.2023.00019","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic2e59103.2023.00019","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Cloud Engineering (IC2E)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04164074v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04164074","pdf_url":"https://inria.hal.science/hal-04164074v1/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IC2E 2023 - 11th IEEE International Conference on Cloud Engineering, IEEE, Sep 2023, Boston (MA), United States. pp.1-9","raw_type":"Conference papers"},{"id":"pmh:oai:lilloa.univ-lille.fr:20.500.12210/86212","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.12210/86212","pdf_url":null,"source":{"id":"https://openalex.org/S4306402203","display_name":"LillOA (Universit\u00e9 de Lille (University Of Lille))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210123514","host_organization_name":"Centre d'Etudes en Civilisations, Langues et Litt\u00e9ratures Etrang\u00e8res","host_organization_lineage":["https://openalex.org/I4210123514"],"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":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04164074v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04164074","pdf_url":"https://inria.hal.science/hal-04164074v1/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IC2E 2023 - 11th IEEE International Conference on Cloud Engineering, IEEE, Sep 2023, Boston (MA), United States. pp.1-9","raw_type":"Conference papers"},"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388426848.pdf","grobid_xml":"https://content.openalex.org/works/W4388426848.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1496637959","https://openalex.org/W1988593113","https://openalex.org/W2000882268","https://openalex.org/W2035489187","https://openalex.org/W2048878264","https://openalex.org/W2075285664","https://openalex.org/W2247317079","https://openalex.org/W2326402761","https://openalex.org/W2555005245","https://openalex.org/W2743649614","https://openalex.org/W2806966484","https://openalex.org/W2809707596","https://openalex.org/W2979325626","https://openalex.org/W2995638883","https://openalex.org/W3007855629","https://openalex.org/W3033360342","https://openalex.org/W3036555706","https://openalex.org/W3113156156","https://openalex.org/W3126771519","https://openalex.org/W3163768429","https://openalex.org/W3167160571","https://openalex.org/W3181367639","https://openalex.org/W3195032912","https://openalex.org/W4289866483","https://openalex.org/W4327615886","https://openalex.org/W4387933154"],"related_works":["https://openalex.org/W2055187606","https://openalex.org/W1969542292","https://openalex.org/W4214914670","https://openalex.org/W1498304890","https://openalex.org/W2084875360","https://openalex.org/W3006216828","https://openalex.org/W3123077549","https://openalex.org/W2904165227","https://openalex.org/W2770088598","https://openalex.org/W70469698"],"abstract_inverted_index":{"Reducing":[0],"the":[1,5,15,19,28,57,87,105,151],"energy":[2,58,76,108,168],"consumption":[3,59,77],"of":[4,48,60,89,107,135,154,159],"global":[6],"IT":[7],"industry":[8],"requires":[9],"one":[10],"to":[11,45,78,103,122,130,166],"understand":[12],"and":[13,85,100,141],"optimize":[14],"large":[16],"software":[17,72,80],"infrastructures":[18,62],"modern":[20],"data":[21,29,38,112],"economy":[22],"relies":[23],"on.":[24],"Among":[25],"them":[26],"are":[27,34,157],"stream":[30,113],"processing":[31,114,160],"systems":[32,115],"that":[33,145,156],"deployed":[35],"in":[36,52,116,143,150],"cloud":[37,117],"centers":[39],"by":[40],"companies,":[41],"such":[42,61],"as":[43],"Twitter,":[44],"process":[46],"billion":[47],"events":[49],"per":[50],"day":[51],"real":[53],"time.":[54],"However,":[55],"studying":[56],"is":[63,82,92,120,162],"difficult":[64],"because":[65,86],"they":[66],"rely":[67],"on":[68],"a":[69,83,97,132,147],"complex":[70],"virtualized":[71],"ecosystem":[73],"where":[74],"attributing":[75],"individual":[79],"components":[81],"challenge,":[84],"space":[88],"possible":[90],"configurations":[91],"large.":[93],"We":[94,137],"present":[95],"GreenFlow,":[96],"principled":[98],"methodology":[99],"tool":[101],"designed":[102,121],"automate":[104],"deployment":[106],"measurement":[109],"experiments":[110],"for":[111],"environments.":[118],"GreenFlow":[119],"deliver":[123],"reproducible":[124],"results":[125],"while":[126],"remaining":[127],"flexible":[128],"enough":[129],"support":[131],"wide":[133],"range":[134],"experiments.":[136],"illustrate":[138],"its":[139],"usage":[140],"show":[142],"particular":[144],"consolidating":[146],"DSP":[148],"system":[149],"smallest":[152],"number":[153],"servers":[155],"capable":[158],"it":[161],"an":[163],"effective":[164],"way":[165],"reduce":[167],"consumption.":[169]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}