{"id":"https://openalex.org/W4387251623","doi":"https://doi.org/10.1109/ccis59572.2023.10263262","title":"Cloud Instance Resources Prediction Based on Hidden Markov Model","display_name":"Cloud Instance Resources Prediction Based on Hidden Markov Model","publication_year":2023,"publication_date":"2023-08-12","ids":{"openalex":"https://openalex.org/W4387251623","doi":"https://doi.org/10.1109/ccis59572.2023.10263262"},"language":"en","primary_location":{"id":"doi:10.1109/ccis59572.2023.10263262","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ccis59572.2023.10263262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Cloud Computing and Intelligent Systems (CCIS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5113013784","display_name":"Rongting Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongting Li","raw_affiliation_strings":["Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100444830","display_name":"Xiaogang Wang","orcid":"https://orcid.org/0009-0001-1409-0057"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Wang","raw_affiliation_strings":["Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072175564","display_name":"Dunhui Xiao","orcid":"https://orcid.org/0000-0003-2461-523X"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dun Xiao","raw_affiliation_strings":["Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040402082","display_name":"Chao Huang","orcid":"https://orcid.org/0000-0001-9872-3511"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Huang","raw_affiliation_strings":["Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University, 300 Shuihua Road, Pudong New Area District,School of Electronic and Information,Shanghai,P.R. China,201306","institution_ids":["https://openalex.org/I4210156189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210156189"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"520"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9919000267982483,"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":0.9919000267982483,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9873999953269958,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7558339834213257},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7327979803085327},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.7326647043228149},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.5058193206787109},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.41774487495422363},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.372758686542511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35266345739364624},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29430511593818665},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1209656298160553},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09808632731437683},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07028952240943909}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7558339834213257},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7327979803085327},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.7326647043228149},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.5058193206787109},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.41774487495422363},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.372758686542511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35266345739364624},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29430511593818665},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1209656298160553},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09808632731437683},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07028952240943909}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccis59572.2023.10263262","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ccis59572.2023.10263262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 9th International Conference on Cloud Computing and Intelligent Systems (CCIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.46000000834465027,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1996558724","https://openalex.org/W2013301540","https://openalex.org/W2775287056","https://openalex.org/W2790349620","https://openalex.org/W2911509405","https://openalex.org/W3111741369","https://openalex.org/W4285817673"],"related_works":["https://openalex.org/W1510894296","https://openalex.org/W2134386692","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2084326697","https://openalex.org/W2194396582","https://openalex.org/W2027903142","https://openalex.org/W2082284720","https://openalex.org/W2116722627"],"abstract_inverted_index":{"Accurate":[0],"prediction":[1,78,150],"of":[2,5,26,42,59,105],"the":[3,39,47,51,57,64,131,153],"type":[4,41,125],"cloud":[6,14,17,43,75,83,123,143],"resource":[7,76,85,144],"instances":[8],"is":[9,118],"increasingly":[10],"important":[11],"for":[12,31,63],"public":[13],"users":[15],"and":[16,54,147],"service":[18],"providers":[19],"as":[20],"it":[21],"relates":[22],"to":[23,28,80,97,130],"reasonable":[24,122],"reservation":[25],"resources":[27,44],"minimize":[29],"costs":[30],"both":[32],"parties.":[33],"However,":[34],"existing":[35,154],"methods":[36],"cannot":[37],"predict":[38,81,142],"instance":[40,77,84,124,145],"based":[45,112],"on":[46,113],"workload":[48,60,101],"requested":[49,100,132],"by":[50],"user\u2019s":[52],"application,":[53],"rarely":[55],"consider":[56],"characteristics":[58],"data":[61],"changes":[62],"real-time":[65],"prediction.":[66],"To":[67],"address":[68],"these":[69],"challenges,":[70],"this":[71,139],"paper":[72],"proposes":[73],"a":[74,88,110,121],"model":[79,116],"appropriate":[82],"usage":[86],"in":[87],"timely":[89],"manner.":[90],"First,":[91],"we":[92],"use":[93],"trend":[94,107],"degree":[95],"(TD)":[96],"classify":[98],"all":[99],"into":[102],"three":[103],"types":[104],"waveform":[106],"patterns.":[108],"Next,":[109],"method":[111,140],"Hidden":[114],"Markov":[115],"(HMM)":[117],"established.":[119],"Finally,":[120],"can":[126,141],"be":[127],"predicted":[128],"according":[129],"workload.":[133],"The":[134],"simulation":[135],"results":[136],"show":[137],"that":[138],"types,":[146],"has":[148],"higher":[149],"accuracy":[151],"than":[152],"related":[155],"methods.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}