{"id":"https://openalex.org/W4382936717","doi":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","title":"Using k-NN Artificial Intelligence for Predictive Maintenance in Facility Management","display_name":"Using k-NN Artificial Intelligence for Predictive Maintenance in Facility Management","publication_year":2023,"publication_date":"2023-06-30","ids":{"openalex":"https://openalex.org/W4382936717","doi":"https://doi.org/10.14445/23488379/ijeee-v10i6p101"},"language":"en","primary_location":{"id":"doi:10.14445/23488379/ijeee-v10i6p101","doi":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","is_oa":true,"landing_page_url":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","pdf_url":"https://www.internationaljournalssrg.org/../IJEEE/2023/Volume10-Issue6/IJEEE-V10I6P101.pdf","source":{"id":"https://openalex.org/S4210198988","display_name":"International Journal of Electrical and Electronics Engineering","issn_l":"2348-8379","issn":["2348-8379","2349-9176"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Electronics Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.internationaljournalssrg.org/../IJEEE/2023/Volume10-Issue6/IJEEE-V10I6P101.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052879792","display_name":"Hari Antoni Musril","orcid":"https://orcid.org/0000-0002-0868-9530","observed_orcids":["https://orcid.org/0000-0002-0868-9530"]},"institutions":[{"id":"https://openalex.org/I4210125701","display_name":"Universitas Islam Negeri Sjech M. Djamil Djambek Bukittinggi","ror":"https://ror.org/02zfnv673","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210125701"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Hari Antoni Musril","raw_affiliation_strings":["UIN Sjech M. Djamil Djambek Bukittinggi, Bukittinggi, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UIN Sjech M. Djamil Djambek Bukittinggi, Bukittinggi, Indonesia","institution_ids":["https://openalex.org/I4210125701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092385193","display_name":"S. Saludin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405276589","display_name":"Universitas Bina Insani","ror":"https://ror.org/05qkm7j72","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276589"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Saludin S","raw_affiliation_strings":["Universitas Bina Insani, Bekasi, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Bina Insani, Bekasi, Indonesia","institution_ids":["https://openalex.org/I4405276589"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049558840","display_name":"Winci Firdaus","orcid":"https://orcid.org/0000-0002-8261-4211","observed_orcids":["https://orcid.org/0000-0002-8261-4211"]},"institutions":[{"id":"https://openalex.org/I4387154144","display_name":"National Research and Innovation Agency","ror":"https://ror.org/02hmjzt55","country_code":"ID","type":"government","lineage":["https://openalex.org/I4387154144"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Winci Firdaus","raw_affiliation_strings":["Badan Riset Dan Inovasi, Indonesia","Institut Teknologi Dan Bisnis Swadharma , Jakarta , Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Badan Riset Dan Inovasi, Indonesia","institution_ids":["https://openalex.org/I4387154144"]},{"raw_affiliation_string":"Institut Teknologi Dan Bisnis Swadharma , Jakarta , Indonesia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067905022","display_name":"S Usanto","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387154144","display_name":"National Research and Innovation Agency","ror":"https://ror.org/02hmjzt55","country_code":"ID","type":"government","lineage":["https://openalex.org/I4387154144"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Usanto S","raw_affiliation_strings":["Badan Riset Dan Inovasi, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Badan Riset Dan Inovasi, Indonesia","institution_ids":["https://openalex.org/I4387154144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058807144","display_name":"Kundori Kundori","orcid":"https://orcid.org/0000-0001-7447-3562","observed_orcids":["https://orcid.org/0000-0001-7447-3562"]},"institutions":[{"id":"https://openalex.org/I4405275341","display_name":"Universitas Maritim AMNI Semarang","ror":"https://ror.org/03e2srh66","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405275341"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Kundori K","raw_affiliation_strings":["Institut Teknologi Dan Bisnis Swadharma, Jakarta, Indonesia","Universitas Maritim AMNI, Semarang, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Dan Bisnis Swadharma, Jakarta, Indonesia","institution_ids":[]},{"raw_affiliation_string":"Universitas Maritim AMNI, Semarang, Indonesia","institution_ids":["https://openalex.org/I4405275341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089291093","display_name":"Robbi Rahim","orcid":"https://orcid.org/0000-0001-6119-867X","observed_orcids":["https://orcid.org/0000-0001-6119-867X"]},"institutions":[{"id":"https://openalex.org/I4405274554","display_name":"Sekolah Tinggi Ilmu Manajemen Sukma","ror":"https://ror.org/01y4gex25","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405274554"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Robbi Rahim","raw_affiliation_strings":["Sekolah Tinggi Ilmu Manajemen Sukma, Medan, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sekolah Tinggi Ilmu Manajemen Sukma, Medan, Indonesia","institution_ids":["https://openalex.org/I4405274554"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5052879792"],"corresponding_institution_ids":["https://openalex.org/I4210125701"],"apc_list":null,"apc_paid":null,"fwci":2.1622,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.85612424,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"10","issue":"6","first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9086999893188477,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9086999893188477,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.06369999796152115,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.01269999984651804,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"predictive maintenance","score":0.9409999847412109},{"id":"https://openalex.org/keywords/facility-management","display_name":"facility management","score":0.8659999966621399},{"id":"https://openalex.org/keywords/k-nearest-neighbor-algorithm","display_name":"k-nearest neighbor algorithm","score":0.9160000085830688},{"id":"https://openalex.org/keywords/operational-efficiency","display_name":"operational efficiency","score":0.8379999995231628},{"id":"https://openalex.org/keywords/maintenance-cost-reduction","display_name":"maintenance cost reduction","score":0.921999990940094},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.44600000977516174},{"id":"https://openalex.org/keywords/model-monitoring","display_name":"model monitoring","score":0.699999988079071}],"concepts":[{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.8107778429985046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6490654945373535},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5485440492630005},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5272844433784485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47245100140571594},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4478135406970978},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41857296228408813},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.39452099800109863},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34636229276657104},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2389935851097107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14445/23488379/ijeee-v10i6p101","doi":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","is_oa":true,"landing_page_url":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","pdf_url":"https://www.internationaljournalssrg.org/../IJEEE/2023/Volume10-Issue6/IJEEE-V10I6P101.pdf","source":{"id":"https://openalex.org/S4210198988","display_name":"International Journal of Electrical and Electronics Engineering","issn_l":"2348-8379","issn":["2348-8379","2349-9176"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Electronics Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.14445/23488379/ijeee-v10i6p101","doi":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","is_oa":true,"landing_page_url":"https://doi.org/10.14445/23488379/ijeee-v10i6p101","pdf_url":"https://www.internationaljournalssrg.org/../IJEEE/2023/Volume10-Issue6/IJEEE-V10I6P101.pdf","source":{"id":"https://openalex.org/S4210198988","display_name":"International Journal of Electrical and Electronics Engineering","issn_l":"2348-8379","issn":["2348-8379","2349-9176"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Electronics Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.7207000255584717,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4382936717.pdf","grobid_xml":"https://content.openalex.org/works/W4382936717.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2110026675","https://openalex.org/W2110784315","https://openalex.org/W2158112071","https://openalex.org/W2395786628","https://openalex.org/W2475894630","https://openalex.org/W2517208015","https://openalex.org/W2606436201","https://openalex.org/W2696048462","https://openalex.org/W2795224439","https://openalex.org/W2803527349","https://openalex.org/W2893344297","https://openalex.org/W3048958729","https://openalex.org/W3092329919","https://openalex.org/W3111832818","https://openalex.org/W3113251963","https://openalex.org/W3114191201","https://openalex.org/W3126623229","https://openalex.org/W3131345956","https://openalex.org/W3174294728","https://openalex.org/W3175480754","https://openalex.org/W3183729310","https://openalex.org/W3184909553","https://openalex.org/W3214300726","https://openalex.org/W4225302882","https://openalex.org/W4241660924","https://openalex.org/W4283022999","https://openalex.org/W4294609024","https://openalex.org/W4319239203","https://openalex.org/W4321598853","https://openalex.org/W4323320822","https://openalex.org/W4323846695","https://openalex.org/W4361271690","https://openalex.org/W4362609606","https://openalex.org/W4383378471"],"related_works":["https://openalex.org/W4408157287","https://openalex.org/W4312187165","https://openalex.org/W7220202510","https://openalex.org/W4409369807","https://openalex.org/W4413358804","https://openalex.org/W4386071811","https://openalex.org/W4205562341","https://openalex.org/W4385190331","https://openalex.org/W4402299080","https://openalex.org/W2995667606"],"abstract_inverted_index":{"This":[0],"article":[1],"presents":[2],"a":[3,50,61,121,151],"study":[4,69],"on":[5,49],"the":[6,9,30,58,72,99,109,118,125,133,145],"application":[7,79],"of":[8,24,32,37,42,60,66,103,111,120,130,135,167],"k-Nearest":[10],"Neighbor":[11],"(k-NN)":[12],"machine":[13,34],"learning":[14],"algorithm":[15,46,74,147],"for":[16,29,78,154],"predictive":[17,25,81,112,155],"maintenance":[18,26,82,113],"in":[19,80,91,165],"facility":[20,162],"management.":[21],"The":[22,44,64,115,140],"implementation":[23,88,102],"is":[27],"crucial":[28],"elimination":[31],"unforeseen":[33],"breakdowns,":[35],"optimization":[36],"operational":[38,54],"efficiency,":[39],"and":[40,89,101,128,132,169],"reduction":[41],"costs.":[43],"k-NN":[45,73,146],"was":[47],"employed":[48],"dataset":[51],"comprising":[52],"diverse":[53],"factors":[55],"to":[56,85,107,161],"predict":[57],"probability":[59],"machine's":[62],"malfunction.":[63],"findings":[65],"our":[67],"case":[68],"demonstrate":[70],"that":[71,144],"possesses":[75],"favorable":[76],"qualities":[77],"scenarios,":[83],"owing":[84],"its":[86],"straightforward":[87],"versatility":[90],"generating":[92],"accurate":[93],"outcomes.":[94],"Nevertheless,":[95],"supplementary":[96],"measures":[97],"beyond":[98],"selection":[100],"models":[104],"are":[105],"necessary":[106],"actualize":[108],"potential":[110],"fully.":[114],"procedures":[116],"encompass":[117],"creation":[119],"dependable":[122],"data":[123],"framework,":[124],"continual":[126],"surveillance":[127],"refinement":[129],"models,":[131],"assessment":[134],"more":[136],"intricate":[137],"modelling":[138],"methodologies.":[139],"study's":[141],"results":[142],"indicate":[143],"exhibits":[148],"promise":[149],"as":[150],"valuable":[152],"tool":[153],"maintenance,":[156],"thereby":[157],"offering":[158],"significant":[159],"benefits":[160],"management":[163],"strategies":[164],"terms":[166],"efficiency":[168],"effectiveness.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-07-04T00:00:00"}