{"id":"https://openalex.org/W3114767465","doi":"https://doi.org/10.1109/ictc49870.2020.9289256","title":"A Web Application Load Prediction Model Using Recurrent Neural Network in Cloud","display_name":"A Web Application Load Prediction Model Using Recurrent Neural Network in Cloud","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3114767465","doi":"https://doi.org/10.1109/ictc49870.2020.9289256","mag":"3114767465"},"language":"en","primary_location":{"id":"doi:10.1109/ictc49870.2020.9289256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc49870.2020.9289256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Information and Communication Technology Convergence (ICTC)","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/A5037650168","display_name":"Minh D. Dang","orcid":null},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Minh Dang","raw_affiliation_strings":["Soongsil University, Seoul, Korea Republic of"],"affiliations":[{"raw_affiliation_string":"Soongsil University, Seoul, Korea Republic of","institution_ids":["https://openalex.org/I141371507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089437153","display_name":"Myungsik Yoo","orcid":"https://orcid.org/0000-0002-5578-6931"},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myungsik Yoo","raw_affiliation_strings":["School of Electronic Engineering, Soongsil University, Seoul, Korea Republic of"],"affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Soongsil University, Seoul, Korea Republic of","institution_ids":["https://openalex.org/I141371507"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5037650168"],"corresponding_institution_ids":["https://openalex.org/I141371507"],"apc_list":null,"apc_paid":null,"fwci":0.2669,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68012471,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"510","last_page":"514"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9951000213623047,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9911999702453613,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.8731222152709961},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8501976728439331},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8498467206954956},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5646190047264099},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.5624534487724304},{"id":"https://openalex.org/keywords/web-service","display_name":"Web service","score":0.4383618235588074},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4216499626636505},{"id":"https://openalex.org/keywords/web-application","display_name":"Web application","score":0.41218051314353943},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4067174792289734},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3952125906944275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3728604018688202},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35983744263648987},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3294418454170227},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27313321828842163},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2223452627658844}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.8731222152709961},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8501976728439331},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8498467206954956},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5646190047264099},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5624534487724304},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.4383618235588074},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4216499626636505},{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.41218051314353943},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4067174792289734},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3952125906944275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3728604018688202},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35983744263648987},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3294418454170227},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27313321828842163},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2223452627658844},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc49870.2020.9289256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc49870.2020.9289256","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2066618395","https://openalex.org/W2094631282","https://openalex.org/W2115743854","https://openalex.org/W2131774270","https://openalex.org/W2136939460","https://openalex.org/W2282727795","https://openalex.org/W2402268235","https://openalex.org/W2620934568","https://openalex.org/W2765271658","https://openalex.org/W2783447259","https://openalex.org/W2808511507","https://openalex.org/W2891048762","https://openalex.org/W2922788534","https://openalex.org/W2979871590","https://openalex.org/W3013373333","https://openalex.org/W6680230698"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396","https://openalex.org/W2547038763"],"abstract_inverted_index":{"Nowadays,":[0],"Cloud":[1,46],"computing":[2],"environment":[3],"attracts":[4],"many":[5],"application":[6,65],"developers":[7],"to":[8,33,53,75,124,135],"deploy":[9],"their":[10],"Web":[11,19,64],"applications":[12,20],"on":[13,25],"cloud":[14],"data":[15],"centers.":[16],"However,":[17],"the":[18,26,55,80,139],"workload":[21,38,78,104],"continuously":[22],"fluctuates":[23],"depending":[24],"user":[27],"behavior,":[28],"so":[29],"it":[30,43],"very":[31,40],"hard":[32],"predict.":[34],"Predicting":[35],"future":[36],"request":[37,77],"is":[39,100],"important":[41],"because":[42],"can":[44,117],"help":[45],"service":[47],"providers":[48],"automatically":[49],"adjust":[50],"resources":[51],"online":[52],"maintain":[54],"Service":[56],"Level":[57],"Agreement":[58],"(SLA).":[59],"This":[60],"paper":[61],"proposes":[62],"a":[63,85],"load":[66],"prediction":[67,121,131],"model":[68,83,116],"by":[69],"using":[70],"Recurrent":[71],"Neural":[72],"Network":[73,95],"(RNN)":[74],"forecast":[76],"in":[79],"future.":[81],"The":[82,97],"uses":[84],"special":[86],"type":[87],"of":[88],"RNN":[89],"called":[90],"Bi-directional":[91],"Long":[92],"Short-term":[93],"Memory":[94],"(Bi-LSTM).":[96],"experiment":[98],"result":[99],"evaluated":[101],"with":[102],"real":[103],"history":[105],"from":[106],"World":[107],"Cup":[108],"1998":[109],"Website.":[110],"Results":[111],"show":[112],"that":[113],"our":[114],"proposed":[115],"improve":[118],"around":[119],"50%":[120],"accuracy":[122],"compared":[123],"regular":[125],"LSTM":[126],"and":[127],"have":[128],"an":[129],"acceptable":[130],"speed":[132],"for":[133],"applying":[134],"real-time":[136],"circumstances":[137],"like":[138],"auto-scaling":[140],"system.":[141]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
