{"id":"https://openalex.org/W4391752520","doi":"https://doi.org/10.3390/s24041180","title":"An IoT Real-Time Potable Water Quality Monitoring and Prediction Model Based on Cloud Computing Architecture","display_name":"An IoT Real-Time Potable Water Quality Monitoring and Prediction Model Based on Cloud Computing Architecture","publication_year":2024,"publication_date":"2024-02-11","ids":{"openalex":"https://openalex.org/W4391752520","doi":"https://doi.org/10.3390/s24041180","pmid":"https://pubmed.ncbi.nlm.nih.gov/38400338"},"language":"en","primary_location":{"id":"doi:10.3390/s24041180","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24041180","pdf_url":"https://www.mdpi.com/1424-8220/24/4/1180/pdf?version=1707641718","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/4/1180/pdf?version=1707641718","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066557029","display_name":"Rita Wiryasaputra","orcid":"https://orcid.org/0000-0002-8052-2436"},"institutions":[{"id":"https://openalex.org/I169090423","display_name":"Tunghai University","ror":"https://ror.org/00zhvdn11","country_code":"TW","type":"education","lineage":["https://openalex.org/I169090423"]},{"id":"https://openalex.org/I3129847783","display_name":"Krida Wacana Christian University","ror":"https://ror.org/05bq6ng76","country_code":"ID","type":"education","lineage":["https://openalex.org/I3129847783"]}],"countries":["ID","TW"],"is_corresponding":false,"raw_author_name":"Rita Wiryasaputra","raw_affiliation_strings":["Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan","Informatics Department, Krida Wacana University, Jakarta 11470, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-8052-2436","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan","institution_ids":["https://openalex.org/I169090423"]},{"raw_affiliation_string":"Informatics Department, Krida Wacana University, Jakarta 11470, Indonesia","institution_ids":["https://openalex.org/I3129847783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081591494","display_name":"Chin\u2010Yin Huang","orcid":"https://orcid.org/0000-0002-9769-8075"},"institutions":[{"id":"https://openalex.org/I169090423","display_name":"Tunghai University","ror":"https://ror.org/00zhvdn11","country_code":"TW","type":"education","lineage":["https://openalex.org/I169090423"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chin-Yin Huang","raw_affiliation_strings":["Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-9769-8075","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan","institution_ids":["https://openalex.org/I169090423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004981810","display_name":"Yu-Ju Lin","orcid":"https://orcid.org/0000-0003-2417-5844"},"institutions":[{"id":"https://openalex.org/I169090423","display_name":"Tunghai University","ror":"https://ror.org/00zhvdn11","country_code":"TW","type":"education","lineage":["https://openalex.org/I169090423"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Ju Lin","raw_affiliation_strings":["Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-2417-5844","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Enterprise Information, Tunghai University, Taichung 407224, Taiwan","institution_ids":["https://openalex.org/I169090423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031161487","display_name":"Chao\u2010Tung Yang","orcid":"https://orcid.org/0000-0002-9579-4426"},"institutions":[{"id":"https://openalex.org/I169090423","display_name":"Tunghai University","ror":"https://ror.org/00zhvdn11","country_code":"TW","type":"education","lineage":["https://openalex.org/I169090423"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chao-Tung Yang","raw_affiliation_strings":["Department of Computer Science, Tunghai University, Taichung 407224, Taiwan","Research Center for Smart Sustainable Circular Economy, Tunghai University, Taichung 407224, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-9579-4426","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Tunghai University, Taichung 407224, Taiwan","institution_ids":["https://openalex.org/I169090423"]},{"raw_affiliation_string":"Research Center for Smart Sustainable Circular Economy, Tunghai University, Taichung 407224, Taiwan","institution_ids":["https://openalex.org/I169090423"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031161487"],"corresponding_institution_ids":["https://openalex.org/I169090423"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":7.7728,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.9814968,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"24","issue":"4","first_page":"1180","last_page":"1180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9688000082969666,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9642999768257141,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.654589056968689},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.644416093826294},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6152788400650024},{"id":"https://openalex.org/keywords/water-quality","display_name":"Water quality","score":0.558525025844574},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4864613711833954},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.48372605443000793},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4580458998680115},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.42537981271743774},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.41370058059692383},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3807225227355957},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37682849168777466},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3647693991661072},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16488078236579895}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.654589056968689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.644416093826294},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6152788400650024},{"id":"https://openalex.org/C2780797713","wikidata":"https://www.wikidata.org/wiki/Q625376","display_name":"Water quality","level":2,"score":0.558525025844574},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4864613711833954},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.48372605443000793},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4580458998680115},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.42537981271743774},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.41370058059692383},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3807225227355957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37682849168777466},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3647693991661072},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16488078236579895},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000067917","descriptor_name":"Cloud Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000067917","descriptor_name":"Cloud Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000067917","descriptor_name":"Cloud Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000067917","descriptor_name":"Cloud Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068598","descriptor_name":"Data Accuracy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060766","descriptor_name":"Drinking Water","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060766","descriptor_name":"Drinking Water","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060766","descriptor_name":"Drinking Water","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060766","descriptor_name":"Drinking Water","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3390/s24041180","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24041180","pdf_url":"https://www.mdpi.com/1424-8220/24/4/1180/pdf?version=1707641718","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38400338","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38400338","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10891771","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10891771","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10891771/pdf/sensors-24-01180.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:059ce52006ed4dfc9e679bd6f8c32391","is_oa":true,"landing_page_url":"https://doaj.org/article/059ce52006ed4dfc9e679bd6f8c32391","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 4, p 1180 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24041180","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24041180","pdf_url":"https://www.mdpi.com/1424-8220/24/4/1180/pdf?version=1707641718","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G2285138121","display_name":null,"funder_award_id":"112-2621-M-029-004","funder_id":"https://openalex.org/F4320331164","funder_display_name":"National Science and Technology Council"},{"id":"https://openalex.org/G6453265539","display_name":null,"funder_award_id":"110-2221-E-029-020-MY3","funder_id":"https://openalex.org/F4320331164","funder_display_name":"National Science and Technology Council"}],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391752520.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W2778455075","https://openalex.org/W2900989188","https://openalex.org/W2948850785","https://openalex.org/W2969685114","https://openalex.org/W2972429347","https://openalex.org/W3017511978","https://openalex.org/W3019889640","https://openalex.org/W3023211159","https://openalex.org/W3113873473","https://openalex.org/W3116542452","https://openalex.org/W3158778908","https://openalex.org/W3170051579","https://openalex.org/W3202663598","https://openalex.org/W3216379854","https://openalex.org/W4223628406","https://openalex.org/W4225990149","https://openalex.org/W4283071960","https://openalex.org/W4284958113","https://openalex.org/W4285272176","https://openalex.org/W4289532867","https://openalex.org/W4292324117","https://openalex.org/W4296340602","https://openalex.org/W4297533950","https://openalex.org/W4306145993","https://openalex.org/W4309640073","https://openalex.org/W4318994469","https://openalex.org/W6747530153","https://openalex.org/W6788503655","https://openalex.org/W6796840640","https://openalex.org/W6842638642"],"related_works":["https://openalex.org/W4396689146","https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W2004826645","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4388550696","https://openalex.org/W4224922629","https://openalex.org/W4321636153","https://openalex.org/W4313289487"],"abstract_inverted_index":{"In":[0],"order":[1],"to":[2,12,64,107,112,116,157],"achieve":[3],"the":[4,14,50,66,98,101,108,118,122,148,160,168,183,190,193,215,218,229,247,253,257],"Sustainable":[5],"Development":[6],"Goals":[7],"(SDG),":[8],"it":[9],"is":[10],"imperative":[11],"ensure":[13],"safety":[15],"of":[16,21,52,68,89,151,192,200,217,251],"drinking":[17],"water.":[18],"The":[19,136,177],"characteristics":[20],"each":[22],"drinkable":[23,163],"water,":[24],"encompassing":[25],"taste,":[26],"aroma,":[27],"and":[28,35,41,82,100,147,210,239,249],"appearance,":[29],"are":[30],"unique.":[31],"Inadequate":[32],"water":[33,62,77,119,137,161,258],"infrastructure":[34],"treatment":[36],"can":[37,255],"affect":[38],"these":[39],"features":[40],"may":[42],"also":[43],"threaten":[44],"public":[45],"health.":[46],"This":[47],"study":[48],"utilizes":[49],"Internet":[51],"Things":[53],"(IoT)":[54],"in":[55,144,174,226],"developing":[56],"a":[57,87,131,175,198],"monitoring":[58,123,248],"system,":[59],"particularly":[60],"for":[61,202,207,212],"quality,":[63],"reduce":[65],"risk":[67],"contracting":[69],"diseases.":[70],"Water":[71],"quality":[72,120,138],"components":[73],"data,":[74],"such":[75],"as":[76,180,182],"temperature,":[78],"alkalinity":[79],"or":[80,164],"acidity,":[81],"contaminants,":[83],"were":[84,140,155,172,186],"obtained":[85],"through":[86],"series":[88],"linked":[90],"sensors.":[91],"An":[92],"Arduino":[93],"microcontroller":[94],"board":[95],"acquired":[96],"all":[97],"data":[99,139,169,203,208,213],"Narrow":[102],"Band-IoT":[103],"(NB-IoT)":[104],"transmitted":[105],"them":[106],"web":[109,145],"server.":[110],"Due":[111],"limited":[113],"human":[114],"resources":[115],"observe":[117],"physically,":[121],"was":[124,162,223],"complemented":[125],"by":[126],"real-time":[127],"notifications":[128],"alerts":[129],"via":[130],"telephone":[132],"text":[133],"messaging":[134],"application.":[135],"monitored":[141],"using":[142],"Grafana":[143],"mode,":[146],"binary":[149],"classifiers":[150],"machine":[152],"learning":[153],"techniques":[154],"applied":[156],"predict":[158],"whether":[159],"not":[165],"based":[166,188],"on":[167,189],"collected,":[170],"which":[171],"stored":[173],"database.":[176],"non-decision":[178],"tree,":[179,185],"well":[181],"decision":[184,219],"evaluated":[187],"improvements":[191],"artificial":[194],"intelligence":[195],"framework.":[196],"With":[197],"ratio":[199],"60%":[201],"training:":[204],"at":[205],"20%":[206],"validation,":[209],"10%":[211],"testing,":[214],"performance":[216],"tree":[220],"(DT)":[221],"model":[222],"more":[224],"prominent":[225],"comparison":[227],"with":[228],"Gradient":[230],"Boosting":[231],"(GB),":[232],"Random":[233],"Forest":[234],"(RF),":[235],"Neural":[236],"Network":[237],"(NN),":[238],"Support":[240],"Vector":[241],"Machine":[242],"(SVM)":[243],"modeling":[244],"approaches.":[245],"Through":[246],"prediction":[250],"results,":[252],"authorities":[254],"sample":[256],"sources":[259],"every":[260],"two":[261],"weeks.":[262]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":12}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}