{"id":"https://openalex.org/W2800479622","doi":"https://doi.org/10.1007/s10586-018-2807-6","title":"A control theoretical view of cloud elasticity: taxonomy, survey and challenges","display_name":"A control theoretical view of cloud elasticity: taxonomy, survey and challenges","publication_year":2018,"publication_date":"2018-05-07","ids":{"openalex":"https://openalex.org/W2800479622","doi":"https://doi.org/10.1007/s10586-018-2807-6","mag":"2800479622"},"language":"en","primary_location":{"id":"doi:10.1007/s10586-018-2807-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-018-2807-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-018-2807-6.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10586-018-2807-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066408801","display_name":"Amjad Ullah","orcid":"https://orcid.org/0000-0002-2407-4480"},"institutions":[{"id":"https://openalex.org/I12093191","display_name":"University of Stirling","ror":"https://ror.org/045wgfr59","country_code":"GB","type":"education","lineage":["https://openalex.org/I12093191"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Amjad Ullah","raw_affiliation_strings":["Division of Computing Science and Mathematics, University of Stirling, Stirling, UK"],"affiliations":[{"raw_affiliation_string":"Division of Computing Science and Mathematics, University of Stirling, Stirling, UK","institution_ids":["https://openalex.org/I12093191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078385256","display_name":"Jingpeng Li","orcid":"https://orcid.org/0000-0002-6758-0084"},"institutions":[{"id":"https://openalex.org/I12093191","display_name":"University of Stirling","ror":"https://ror.org/045wgfr59","country_code":"GB","type":"education","lineage":["https://openalex.org/I12093191"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jingpeng Li","raw_affiliation_strings":["Division of Computing Science and Mathematics, University of Stirling, Stirling, UK"],"affiliations":[{"raw_affiliation_string":"Division of Computing Science and Mathematics, University of Stirling, Stirling, UK","institution_ids":["https://openalex.org/I12093191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035841835","display_name":"Yindong Shen","orcid":"https://orcid.org/0000-0001-8010-5889"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yindong Shen","raw_affiliation_strings":["School of Automation, Huazhong University of Science and Technology, Wuhan, 430074, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Huazhong University of Science and Technology, Wuhan, 430074, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062211930","display_name":"Amir Hussain","orcid":"https://orcid.org/0000-0002-8080-082X"},"institutions":[{"id":"https://openalex.org/I12093191","display_name":"University of Stirling","ror":"https://ror.org/045wgfr59","country_code":"GB","type":"education","lineage":["https://openalex.org/I12093191"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amir Hussain","raw_affiliation_strings":["Division of Computing Science and Mathematics, University of Stirling, Stirling, UK"],"affiliations":[{"raw_affiliation_string":"Division of Computing Science and Mathematics, University of Stirling, Stirling, UK","institution_ids":["https://openalex.org/I12093191"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5066408801"],"corresponding_institution_ids":["https://openalex.org/I12093191"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":10.6756,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98272763,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"21","issue":"4","first_page":"1735","last_page":"1764"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994000196456909,"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":0.9994000196456909,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9706000089645386,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9599000215530396,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/elasticity","display_name":"Elasticity (physics)","score":0.863229513168335},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7889962792396545},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.747833788394928},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5553240776062012},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35902655124664307},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08550220727920532}],"concepts":[{"id":"https://openalex.org/C121854251","wikidata":"https://www.wikidata.org/wiki/Q62932","display_name":"Elasticity (physics)","level":2,"score":0.863229513168335},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7889962792396545},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.747833788394928},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5553240776062012},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35902655124664307},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08550220727920532},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","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/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10586-018-2807-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-018-2807-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-018-2807-6.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},{"id":"pmh:oai:dspace.stir.ac.uk:1893/27315","is_oa":true,"landing_page_url":"http://hdl.handle.net/1893/27315","pdf_url":null,"source":{"id":"https://openalex.org/S4306400268","display_name":"Stirling Online Research Repository (University of Stirling)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I12093191","host_organization_name":"University of Stirling","host_organization_lineage":["https://openalex.org/I12093191"],"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":"","raw_type":"Journal Article"},{"id":"pmh:oai:napier-surface.worktribe.com:1792162","is_oa":true,"landing_page_url":"https://napier-surface.worktribe.com/1792162/1/A%20control%20theoretical%20view%20of%20cloud%20elasticity%3A%20taxonomy%2C%20survey%20and%20challenges","pdf_url":null,"source":{"id":"https://openalex.org/S4306400544","display_name":"Research Output (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"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":"","raw_type":"Journal Article"},{"id":"pmh:oai:repository@napier.ac.uk:1792162","is_oa":true,"landing_page_url":"http://researchrepository.napier.ac.uk/Output/1792162","pdf_url":null,"source":{"id":"https://openalex.org/S4306402591","display_name":"Edinburgh Napier Research Repository (Edinburgh Napier University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I251738","host_organization_name":"Edinburgh Napier University","host_organization_lineage":["https://openalex.org/I251738"],"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":null,"raw_type":"publishedVersion"}],"best_oa_location":{"id":"doi:10.1007/s10586-018-2807-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-018-2807-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-018-2807-6.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5199999809265137}],"awards":[{"id":"https://openalex.org/G4769349813","display_name":null,"funder_award_id":"EP/M026981/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G687224823","display_name":null,"funder_award_id":"EP/I009310/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2800479622.pdf","grobid_xml":"https://content.openalex.org/works/W2800479622.grobid-xml"},"referenced_works_count":138,"referenced_works":["https://openalex.org/W73088495","https://openalex.org/W76706333","https://openalex.org/W132503277","https://openalex.org/W168543864","https://openalex.org/W1415888965","https://openalex.org/W1483197604","https://openalex.org/W1495177984","https://openalex.org/W1537651457","https://openalex.org/W1556444700","https://openalex.org/W1585405701","https://openalex.org/W1586135205","https://openalex.org/W1589182902","https://openalex.org/W1702728283","https://openalex.org/W1759149446","https://openalex.org/W1761790963","https://openalex.org/W1838005965","https://openalex.org/W1874038939","https://openalex.org/W1936787251","https://openalex.org/W1963965595","https://openalex.org/W1964357740","https://openalex.org/W1966715578","https://openalex.org/W1968973676","https://openalex.org/W1970384873","https://openalex.org/W1970705443","https://openalex.org/W1970909024","https://openalex.org/W1972541235","https://openalex.org/W1975017357","https://openalex.org/W1981062064","https://openalex.org/W1988296189","https://openalex.org/W2002016612","https://openalex.org/W2005251796","https://openalex.org/W2006910853","https://openalex.org/W2008318405","https://openalex.org/W2014721449","https://openalex.org/W2015244008","https://openalex.org/W2022013117","https://openalex.org/W2023794079","https://openalex.org/W2025223437","https://openalex.org/W2026580125","https://openalex.org/W2026848698","https://openalex.org/W2026849812","https://openalex.org/W2032531991","https://openalex.org/W2032797777","https://openalex.org/W2034603054","https://openalex.org/W2036745989","https://openalex.org/W2037948924","https://openalex.org/W2038845023","https://openalex.org/W2039307655","https://openalex.org/W2046660101","https://openalex.org/W2048137139","https://openalex.org/W2048402506","https://openalex.org/W2057814652","https://openalex.org/W2057819872","https://openalex.org/W2067005380","https://openalex.org/W2068281613","https://openalex.org/W2069514379","https://openalex.org/W2072362295","https://openalex.org/W2072834565","https://openalex.org/W2073787051","https://openalex.org/W2080046268","https://openalex.org/W2084245483","https://openalex.org/W2087409125","https://openalex.org/W2088607870","https://openalex.org/W2089477972","https://openalex.org/W2095206476","https://openalex.org/W2098415863","https://openalex.org/W2099842045","https://openalex.org/W2100461263","https://openalex.org/W2100948980","https://openalex.org/W2102782308","https://openalex.org/W2105484079","https://openalex.org/W2106676884","https://openalex.org/W2107002253","https://openalex.org/W2107589497","https://openalex.org/W2109971856","https://openalex.org/W2111038936","https://openalex.org/W2114229163","https://openalex.org/W2114680702","https://openalex.org/W2115743854","https://openalex.org/W2116358491","https://openalex.org/W2116462291","https://openalex.org/W2116510835","https://openalex.org/W2118502218","https://openalex.org/W2119438912","https://openalex.org/W2126707271","https://openalex.org/W2128520603","https://openalex.org/W2129355109","https://openalex.org/W2132364035","https://openalex.org/W2134285541","https://openalex.org/W2134683148","https://openalex.org/W2137240782","https://openalex.org/W2137783381","https://openalex.org/W2139077608","https://openalex.org/W2139878103","https://openalex.org/W2141485133","https://openalex.org/W2143650210","https://openalex.org/W2144809281","https://openalex.org/W2145344676","https://openalex.org/W2145457647","https://openalex.org/W2146629283","https://openalex.org/W2151531626","https://openalex.org/W2151585159","https://openalex.org/W2153807213","https://openalex.org/W2154446922","https://openalex.org/W2158468884","https://openalex.org/W2159108768","https://openalex.org/W2163012480","https://openalex.org/W2163613561","https://openalex.org/W2222982436","https://openalex.org/W2271438412","https://openalex.org/W2272050213","https://openalex.org/W2290281340","https://openalex.org/W2295104755","https://openalex.org/W2327096688","https://openalex.org/W2327771087","https://openalex.org/W2335656221","https://openalex.org/W2341749628","https://openalex.org/W2419277694","https://openalex.org/W2460751481","https://openalex.org/W2462105350","https://openalex.org/W2462858652","https://openalex.org/W2473811844","https://openalex.org/W2480486946","https://openalex.org/W2481148389","https://openalex.org/W2489391232","https://openalex.org/W2502475384","https://openalex.org/W2504269906","https://openalex.org/W2518931374","https://openalex.org/W2559914021","https://openalex.org/W2572102189","https://openalex.org/W2620934568","https://openalex.org/W2999126209","https://openalex.org/W3004973297","https://openalex.org/W3140693901","https://openalex.org/W4238920918","https://openalex.org/W4244312298","https://openalex.org/W4249492565","https://openalex.org/W4392562160"],"related_works":["https://openalex.org/W2748952813","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/W4312629719","https://openalex.org/W2049791239","https://openalex.org/W2135383661"],"abstract_inverted_index":{"The":[0,221],"lucrative":[1],"features":[2],"of":[3,36,43,60,80,89,105,110,124,135,147,161,165,175,205,217,235,242,256,259,272],"cloud":[4,24,69,95,166,192],"computing":[5],"such":[6,73],"as":[7,78,185,189,191,194],"pay-as-you-go":[8],"pricing":[9],"model":[10],"and":[11,30,56,117,145,254],"dynamic":[12],"resource":[13],"provisioning":[14],"(elasticity)":[15],"attract":[16],"clients":[17],"to":[18,25,31,63,67,84,232],"host":[19],"their":[20],"applications":[21],"over":[22],"the":[23,33,37,40,52,81,108,111,121,125,132,142,179,206,210,215,233,243,252,269,278],"save":[26],"up-front":[27],"capital":[28],"expenditure":[29],"reduce":[32],"operational":[34],"cost":[35],"system.":[38],"However,":[39,107],"efficient":[41],"management":[42],"hired":[44],"computational":[45],"resources":[46],"is":[47,115,153,266],"a":[48,136,154,158,171,195,249],"challenging":[49],"task.":[50],"Over":[51],"last":[53],"decade,":[54],"researchers":[55],"practitioners":[57],"made":[58],"use":[59],"various":[61,103,273],"techniques":[62],"propose":[64],"new":[65],"methods":[66,83],"address":[68],"elasticity.":[70,86,106,167],"Amongst":[71],"many":[72],"techniques,":[74],"control":[75,148,162,218,236,245,260],"theory":[76],"emerges":[77],"one":[79],"popular":[82],"implement":[85],"A":[87],"plethora":[88],"research":[90,127,275],"has":[91],"been":[92],"undertaken":[93],"on":[94,120,131],"elasticity":[96,193,212],"including":[97],"several":[98],"review":[99,113,160,204],"papers":[100],"that":[101],"summarise":[102],"aspects":[104,164],"scope":[109],"existing":[112,211],"articles":[114],"broad":[116],"focused":[118],"mostly":[119],"high-level":[122],"view":[123],"overall":[126],"works":[128],"rather":[129],"than":[130],"specific":[133],"details":[134],"particular":[137],"implementation":[138,187],"technique.":[139],"While":[140],"considering":[141],"importance,":[143],"suitability":[144],"abundance":[146],"theoretical":[149],"approaches,":[150],"this":[151],"paper":[152,169],"step":[155],"forward":[156],"towards":[157],"stand-alone":[159],"theoretic":[163,219],"This":[168,264],"provides":[170],"detailed":[172],"taxonomy":[173],"comprising":[174],"relevant":[176],"attributes":[177,216],"defining":[178],"following":[180],"two":[181],"perspectives,":[182],"i.e.,":[183],"control-theory":[184],"an":[186,202],"technique":[188],"well":[190],"target":[196],"application":[197],"domain.":[198],"We":[199],"carry":[200],"out":[201],"exhaustive":[203],"literature":[207],"by":[208,227,268],"classifying":[209],"solutions":[213,261],"using":[214],"perspective.":[220],"summarized":[222],"results":[223],"are":[224,262],"further":[225],"presented":[226],"clustering":[228],"them":[229],"with":[230],"respect":[231],"type":[234,258],"solutions,":[237],"thus":[238],"helping":[239],"in":[240,277],"comparison":[241],"related":[244],"solutions.":[246],"In":[247],"last,":[248],"discussion":[250,265],"summarizing":[251],"pros":[253],"cons":[255],"each":[257],"presented.":[263],"followed":[267],"detail":[270],"description":[271],"open":[274],"challenges":[276],"field.":[279]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
