{"id":"https://openalex.org/W7117708089","doi":"https://doi.org/10.1145/3773274.3774275","title":"GreenWise: Intelligent Application Migration for Containerized Machine Learning Services in the Computing Continuum","display_name":"GreenWise: Intelligent Application Migration for Containerized Machine Learning Services in the Computing Continuum","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W7117708089","doi":"https://doi.org/10.1145/3773274.3774275"},"language":"en","primary_location":{"id":"doi:10.1145/3773274.3774275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3773274.3774275","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th IEEE/ACM International Conference on Utility and Cloud Computing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3773274.3774275","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077806933","display_name":"Peini Liu","orcid":"https://orcid.org/0000-0003-0058-8732"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Peini Liu","raw_affiliation_strings":["Barcelona Supercomputing Center, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0058-8732","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121660699","display_name":"Jos\u00e9 Santos","orcid":null},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Santos","raw_affiliation_strings":["Ghent University - imec, IDLab, Department of Information Technology, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-6276-2057","affiliations":[{"raw_affiliation_string":"Ghent University - imec, IDLab, Department of Information Technology, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051784384","display_name":"Filip De Turck","orcid":"https://orcid.org/0000-0003-4824-1199"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Filip De Turck","raw_affiliation_strings":["Ghent University - imec, IDLab, Department of Information Technology, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0003-4824-1199","affiliations":[{"raw_affiliation_string":"Ghent University - imec, IDLab, Department of Information Technology, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121619245","display_name":"Jordi Guitart","orcid":null},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Guitart","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain and Barcelona Supercomputing Center, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0751-3100","affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain and Barcelona Supercomputing Center, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61203277,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.38909998536109924,"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":0.38909998536109924,"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":0.2492000013589859,"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/T14347","display_name":"Big Data and Digital Economy","score":0.08259999752044678,"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/enabling","display_name":"Enabling","score":0.6262000203132629},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5752999782562256},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.5364000201225281},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5047000050544739},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.4997999966144562},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4948999881744385},{"id":"https://openalex.org/keywords/containerization","display_name":"Containerization","score":0.4242999851703644},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.4009000062942505}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7315999865531921},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.6262000203132629},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5752999782562256},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5460000038146973},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5364000201225281},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5047000050544739},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.4997999966144562},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4948999881744385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45350000262260437},{"id":"https://openalex.org/C2779821363","wikidata":"https://www.wikidata.org/wiki/Q428072","display_name":"Containerization","level":3,"score":0.4242999851703644},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.4009000062942505},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3921999931335449},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.37700000405311584},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35190001130104065},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.349700003862381},{"id":"https://openalex.org/C67069471","wikidata":"https://www.wikidata.org/wiki/Q1140205","display_name":"IT service continuity","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C2778710394","wikidata":"https://www.wikidata.org/wiki/Q4179813","display_name":"Live migration","level":4,"score":0.27639999985694885},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.27469998598098755},{"id":"https://openalex.org/C36351404","wikidata":"https://www.wikidata.org/wiki/Q7247295","display_name":"Process migration","level":3,"score":0.2705000042915344},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3773274.3774275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3773274.3774275","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th IEEE/ACM International Conference on Utility and Cloud Computing","raw_type":"proceedings-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/450055","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/450055","pdf_url":"https://upcommons.upc.edu/bitstreams/b1b02dff-2c27-44b6-a940-82062c16e562/download","source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:archive.ugent.be:01KBZ7W2CQKY5MWT3NBV0K97CP","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-01KBZ7W2CQKY5MWT3NBV0K97CP","pdf_url":"https://biblio.ugent.be/publication/01KBZ7W2CQKY5MWT3NBV0K97CP/file/01KBZ81887DGWTQXXF7R3M19M3.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"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":"ISBN: 9798400722851","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3773274.3774275","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3773274.3774275","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th IEEE/ACM International Conference on Utility and Cloud Computing","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.678069531917572,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G121809054","display_name":null,"funder_award_id":"MCIN/AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G1321411063","display_name":null,"funder_award_id":"2021-SGR-00478","funder_id":"https://openalex.org/F4320334830","funder_display_name":"Ag\u00e8ncia de Gesti\u00f3 d'Ajuts Universitaris i de Recerca"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2563411935","display_name":null,"funder_award_id":"1299323N","funder_id":"https://openalex.org/F4320321730","funder_display_name":"Fonds Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G2585926585","display_name":null,"funder_award_id":"13039/501100011033/FEDER","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G2778551575","display_name":null,"funder_award_id":"2021-SGR-00478","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G3005324705","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5421974903","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5550858994","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G5852091828","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320334830","funder_display_name":"Ag\u00e8ncia de Gesti\u00f3 d'Ajuts Universitaris i de Recerca"},{"id":"https://openalex.org/G586857820","display_name":null,"funder_award_id":"501100011033/FEDER","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6071709581","display_name":null,"funder_award_id":"13039/501100011033/","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7167742077","display_name":null,"funder_award_id":"GA.2021-SGR-00478","funder_id":"https://openalex.org/F4320321505","funder_display_name":"Generalitat de Catalunya"},{"id":"https://openalex.org/G7266728691","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8055432103","display_name":null,"funder_award_id":"13039/501100011033","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320321730","display_name":"Fonds Wetenschappelijk Onderzoek","ror":"https://ror.org/03qtxy027"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null},{"id":"https://openalex.org/F4320334830","display_name":"Ag\u00e8ncia de Gesti\u00f3 d'Ajuts Universitaris i de Recerca","ror":"https://ror.org/01n4pqe45"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2562203602","https://openalex.org/W2597068831","https://openalex.org/W2801779586","https://openalex.org/W3037164854","https://openalex.org/W3092280114","https://openalex.org/W4283207913","https://openalex.org/W4375928946","https://openalex.org/W4385329451","https://openalex.org/W4387005417","https://openalex.org/W4392306197","https://openalex.org/W4393238423","https://openalex.org/W4396776572","https://openalex.org/W4401509106","https://openalex.org/W4402315500","https://openalex.org/W4404734757","https://openalex.org/W4405935993","https://openalex.org/W4405963957","https://openalex.org/W4407130772","https://openalex.org/W4409883250"],"related_works":[],"abstract_inverted_index":{"Machine":[0],"Learning":[1,114],"(ML)":[2],"services":[3,81],"require":[4],"both":[5],"responsiveness":[6],"and":[7,46,56,96,102,159,170,174,187],"efficiency.":[8,161],"In":[9,66],"the":[10,38,42,52,83,88,193],"dynamic":[11,128,194],"Computing":[12],"Continuum":[13],"(CC),":[14],"service":[15,25,39,53,76,190],"migration":[16,40,77,125,144,166,191],"has":[17],"emerged":[18],"as":[19],"an":[20],"important":[21],"strategy":[22,167],"to":[23,91,121],"optimize":[24],"performance,":[26],"improve":[27],"power":[28,94,160],"efficiency,":[29],"or":[30],"reduce":[31],"operational":[32],"costs.":[33],"A":[34],"basis":[35],"enabler":[36],"of":[37,110,135],"in":[41,82,104,176,192],"CC":[43,138],"is":[44,63],"containerization":[45],"container":[47],"orchestration,":[48],"however,":[49],"dynamically":[50],"moving":[51],"among":[54],"Cloud":[55],"Edge":[57],"servers":[58],"based":[59],"on":[60,133],"several":[61],"uncertainties":[62],"still":[64],"challenging.":[65],"this":[67],"paper,":[68],"we":[69],"present":[70],"GreenWise,":[71],"a":[72,107,136,177],"framework":[73],"for":[74,78,142,145,185],"intelligent":[75,143,188],"containerized":[79,146],"ML":[80,147,189],"heterogeneous":[84],"CC.":[85,195],"GreenWise":[86,132,153],"extends":[87],"monitoring":[89],"agents":[90,141],"continuously":[92],"monitor":[93],"consumption":[95],"performance":[97,158],"metrics":[98],"across":[99],"diverse":[100],"layers":[101],"sources":[103],"real-time,":[105],"providing":[106],"holistic":[108],"view":[109],"states.":[111],"Leveraging":[112],"Reinforcement":[113],"(RL),":[115],"it":[116],"enables":[117],"Power-Performance":[118],"aware":[119],"strategies":[120],"achieve":[122],"near-optimal":[123],"online":[124],"decisions":[126],"under":[127],"conditions.":[129],"We":[130],"perform":[131],"top":[134],"Kubernetes-based":[137],"platform,":[139],"implementing":[140],"services.":[148],"Experimental":[149],"results":[150,181],"demonstrate":[151],"that":[152],"achieves":[154],"effective":[155],"trade-offs":[156],"between":[157],"Our":[162],"proposed":[163],"Power-Latency-Aware":[164],"(MaskPPO)":[165],"outperforms":[168],"Random":[169],"Round-Robin":[171],"baselines":[172],"159.2%":[173],"13.8%":[175],"real":[178],"cluster.":[179],"These":[180],"highlight":[182],"GreenWise\u2019s":[183],"potential":[184],"sustainable":[186]},"counts_by_year":[],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-12-31T00:00:00"}
