{"id":"https://openalex.org/W4387609343","doi":"https://doi.org/10.1109/jiot.2023.3324546","title":"Proactive Auto-Scaling for Delay-Sensitive IoT Applications Over Edge Clouds","display_name":"Proactive Auto-Scaling for Delay-Sensitive IoT Applications Over Edge Clouds","publication_year":2023,"publication_date":"2023-10-13","ids":{"openalex":"https://openalex.org/W4387609343","doi":"https://doi.org/10.1109/jiot.2023.3324546"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3324546","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jiot.2023.3324546","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5071647128","display_name":"Weimeng Wang","orcid":"https://orcid.org/0009-0007-1027-1380"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weimeng Wang","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0009-0007-1027-1380","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100349557","display_name":"Lei Liu","orcid":"https://orcid.org/0000-0002-4646-2054"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Liu","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China","Shandong Research Institute of Industrial Technology, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-4646-2054","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shandong Research Institute of Industrial Technology, Jinan, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100735885","display_name":"Zhongmin Yan","orcid":"https://orcid.org/0000-0002-5271-5417"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongmin Yan","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5071647128"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.5903,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69280796,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"11","issue":"6","first_page":"9536","last_page":"9546"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9976999759674072,"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":0.9976999759674072,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9968000054359436,"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"}},{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/computer-science","display_name":"Computer science","score":0.7888258695602417},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.6225041151046753},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5378474593162537},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5292220711708069},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.34042418003082275},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.26801037788391113},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10418325662612915}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7888258695602417},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.6225041151046753},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5378474593162537},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5292220711708069},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34042418003082275},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.26801037788391113},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10418325662612915},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3324546","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/jiot.2023.3324546","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5353731784","display_name":null,"funder_award_id":"ZR2021LZH006","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G5767509517","display_name":null,"funder_award_id":"62220106004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8079801638","display_name":null,"funder_award_id":"61972230","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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1480006018","https://openalex.org/W1793037266","https://openalex.org/W1850731992","https://openalex.org/W1972314001","https://openalex.org/W2039417147","https://openalex.org/W2063887114","https://openalex.org/W2074715647","https://openalex.org/W2077723394","https://openalex.org/W2106698002","https://openalex.org/W2107913843","https://openalex.org/W2132451892","https://openalex.org/W2133664094","https://openalex.org/W2149107760","https://openalex.org/W2168848281","https://openalex.org/W2293239647","https://openalex.org/W2558513815","https://openalex.org/W2734951250","https://openalex.org/W2754189345","https://openalex.org/W2757024591","https://openalex.org/W2762662031","https://openalex.org/W2780005472","https://openalex.org/W2789994870","https://openalex.org/W2790233992","https://openalex.org/W2793313422","https://openalex.org/W2798019336","https://openalex.org/W2911905108","https://openalex.org/W2963642335","https://openalex.org/W2963822306","https://openalex.org/W2991137082","https://openalex.org/W3018087679","https://openalex.org/W3161783337","https://openalex.org/W3197519965","https://openalex.org/W4310049137","https://openalex.org/W4312469521","https://openalex.org/W4319990358","https://openalex.org/W4360995354","https://openalex.org/W6603713712","https://openalex.org/W6638711442","https://openalex.org/W6735916004","https://openalex.org/W6749468489","https://openalex.org/W6750127495"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919"],"abstract_inverted_index":{"As":[0],"a":[1,12,27,78],"new":[2],"design":[3],"mechanism":[4],"for":[5,65,198],"improving":[6],"service":[7],"quality":[8],"and":[9,112,125,160,181,187,202],"user":[10],"experience,":[11],"common":[13],"practice":[14],"is":[15,34,147],"to":[16,122,135,177],"deploy":[17],"the":[18,38,42,58,71,84,91,96,109,128,137,142,152,178],"delay-sensitive":[19,66],"Internet":[20],"of":[21,40,49,60,145,154],"Things":[22],"(IoT)":[23],"control":[24,68],"systems":[25,69],"in":[26,105],"public":[28,72],"edge":[29,73],"cloud.":[30],"However,":[31],"this":[32,53],"method":[33,180],"also":[35,150],"faced":[36],"with":[37,205],"challenge":[39],"serving":[41],"fluctuating":[43],"resource":[44,99],"demands":[45],"through":[46,156],"timely":[47],"acquisition":[48],"enough":[50],"instances.":[51],"In":[52],"article,":[54],"we":[55,107,126],"systematically":[56],"study":[57],"problem":[59,118],"proactively":[61],"purchasing":[62],"cloud":[63,98],"resources":[64],"IoT":[67],"over":[70,90],"clouds":[74],"which":[75,106],"are":[76],"under":[77],"flexible":[79],"pricing":[80],"model,":[81],"so":[82],"that":[83,141,166],"total":[85],"cost":[86,101,114,196],"can":[87,119],"be":[88,120,123],"minimized":[89],"long":[92],"run.":[93],"We":[94,139,149],"formulate":[95],"proactive":[97,129],"scaling":[100],"minimization":[102,197],"(PCRSCM)":[103],"problem,":[104],"take":[108],"prediction,":[110],"purchasing,":[111],"deployment":[113],"into":[115],"consideration.":[116],"This":[117],"proved":[121],"NP-hard":[124],"propose":[127],"online":[130],"instance":[131],"purchase":[132],"(POIP)":[133],"algorithm":[134],"solve":[136],"problem.":[138],"prove":[140],"competitive":[143],"ratio":[144],"POIP":[146,155,167],"2.":[148],"evaluate":[151],"performance":[153],"real":[157,161],"trace-driven":[158],"simulations":[159],"testbed.":[162],"Our":[163],"evaluation":[164],"shows":[165],"significantly":[168],"reduces":[169],"delay":[170],"by":[171],"more":[172],"than":[173,190],"40%":[174],"when":[175],"compared":[176],"reactive":[179],"it":[182],"costs":[183],"about":[184],"20%,":[185],"25%,":[186],"30%":[188],"less":[189],"state-of-the-art":[191],"methods,":[192],"such":[193],"as":[194],"POLAR,":[195],"provisioning":[199],"virtual":[200],"server,":[201],"ARMA":[203],"prediction":[204],"on-demand":[206],"priority,":[207],"respectively.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
