{"id":"https://openalex.org/W2893549539","doi":"https://doi.org/10.1145/3267809.3275459","title":"Energy-aware and Machine Learning-based Resource Provisioning of In-Memory Analytics on Cloud","display_name":"Energy-aware and Machine Learning-based Resource Provisioning of In-Memory Analytics on Cloud","publication_year":2018,"publication_date":"2018-09-28","ids":{"openalex":"https://openalex.org/W2893549539","doi":"https://doi.org/10.1145/3267809.3275459","mag":"2893549539"},"language":"en","primary_location":{"id":"doi:10.1145/3267809.3275459","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267809.3275459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-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/A5044003457","display_name":"Hosein Mohammadi Makrani","orcid":"https://orcid.org/0000-0002-5088-8728"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hosein Mohammadi Makrani","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080844858","display_name":"Hossein Sayadi","orcid":"https://orcid.org/0000-0001-6423-0145"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hossein Sayadi","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069124333","display_name":"Devang Motwani","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Devang Motwani","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022798483","display_name":"Han Wang","orcid":"https://orcid.org/0000-0002-5002-3708"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Han Wang","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051940611","display_name":"Setareh Rafatirad","orcid":"https://orcid.org/0000-0002-0626-9778"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Setareh Rafatirad","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047382437","display_name":"Houman Homayoun","orcid":"https://orcid.org/0000-0001-8904-4699"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houman Homayoun","raw_affiliation_strings":["George Mason University"],"affiliations":[{"raw_affiliation_string":"George Mason University","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5044003457"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":4.7123,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95581671,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"517","last_page":"517"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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":0.9994999766349792,"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/T11478","display_name":"Caching and Content Delivery","score":0.9987999796867371,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/provisioning","display_name":"Provisioning","score":0.8887834548950195},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8599417209625244},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8065600991249084},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6032052636146545},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5180509090423584},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.47113412618637085},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42109259963035583},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4161222279071808},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3444820046424866},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31753724813461304},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.22081151604652405},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1995994746685028}],"concepts":[{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.8887834548950195},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8599417209625244},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8065600991249084},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6032052636146545},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5180509090423584},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.47113412618637085},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42109259963035583},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4161222279071808},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3444820046424866},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31753724813461304},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.22081151604652405},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1995994746685028},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3267809.3275459","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267809.3275459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2768424695","https://openalex.org/W2771724871","https://openalex.org/W2774520902","https://openalex.org/W2789968259","https://openalex.org/W2809457377","https://openalex.org/W2890774642","https://openalex.org/W2906946779"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2785227142","https://openalex.org/W572531444","https://openalex.org/W2945962340","https://openalex.org/W4214747436","https://openalex.org/W2552656578","https://openalex.org/W2953002963","https://openalex.org/W2613651632"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3,184],"propose":[4],"a":[5,35,66,71,81],"proactive":[6],"online":[7],"resource":[8,16,60,209],"provisioning":[9,17,61],"methodology":[10,78,201,217],"that":[11],"addresses":[12],"the":[13,44,57,154,169,186,207,214,219,224,232],"challenge":[14],"of":[15,26,29,38,121,127,157,174,177,213],"for":[18,88,210],"IMC":[19,86,122],"workloads":[20,123],"in":[21,62,99],"heterogeneous":[22],"cloud":[23,32,63],"platforms":[24,33,64],"consist":[25],"diverse":[27,119],"types":[28,120,126],"servers.":[30],"As":[31],"provide":[34],"wide":[36],"range":[37],"server":[39,128,181],"configuration":[40,84,192],"choices":[41],"[4],":[42],"and":[43,47,54,139,171,223],"applications'":[45,136],"performance":[46,109,170,220],"power":[48,172],"consumption":[49,173],"changes":[50],"at":[51,92],"run-time":[52,93],"[3]":[53],"depends":[55],"on":[56,179,228],"chosen":[58],"configuration,":[59],"is":[65],"challenging":[67],"optimization":[68,91],"problem":[69],"with":[70],"large":[72],"search":[73],"space":[74],"to":[75,85,104,133,152,167,189,193,197,205,231],"navigate.":[76],"Our":[77,160,216],"proactively":[79],"assigns":[80],"suitable":[82],"hardware":[83],"program":[87],"energy-efficiency":[89],"(EDP)":[90],"before":[94],"any":[95],"significant":[96],"change":[97],"occurs":[98],"application's":[100],"behavior.":[101],"This":[102],"helps":[103],"save":[105],"energy":[106],"without":[107],"sacrificing":[108],"[2,":[110],"7].":[111],"We":[112,146],"address":[113],"these":[114],"challenges":[115],"by":[116,221,226],"first":[117],"characterizing":[118],"across":[124],"different":[125],"architectures.":[129],"The":[130],"characterization":[131],"aids":[132],"accurately":[134],"capture":[135],"behavior":[137],"[1]":[138],"train":[140],"machine":[141],"learning":[142],"models":[143],"[5,":[144],"6].":[145],"use":[147,185],"time":[148],"series":[149],"neural":[150,165],"network":[151],"predict":[153],"next":[155],"phase":[156,176,212],"an":[158],"application.":[159],"approach":[161],"then":[162],"uses":[163],"artificial":[164],"networks":[166],"estimate":[168],"predicted":[175],"application":[178],"various":[180],"configurations.":[182],"Further,":[183],"genetic":[187],"algorithm":[188],"distinguish":[190],"close-to-optimal":[191],"minimize":[194],"EDP.":[195],"Compared":[196],"Oracle":[198],"scheduler,":[199],"our":[200],"achieves":[202],"93%":[203],"accuracy":[204],"allocate":[206],"right":[208],"each":[211],"program.":[215],"improves":[218],"21%":[222],"EDP":[225],"40%":[227],"average,":[229],"compared":[230],"default":[233],"scheduler.":[234]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}