{"id":"https://openalex.org/W2974421298","doi":"https://doi.org/10.15439/2019f101","title":"On the Use of Predictive Models for Improving the Quality of Industrial Maintenance: An Analytical Literature Review of Maintenance Strategies","display_name":"On the Use of Predictive Models for Improving the Quality of Industrial Maintenance: An Analytical Literature Review of Maintenance Strategies","publication_year":2019,"publication_date":"2019-09-20","ids":{"openalex":"https://openalex.org/W2974421298","doi":"https://doi.org/10.15439/2019f101","mag":"2974421298"},"language":"en","primary_location":{"id":"doi:10.15439/2019f101","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f101","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/101.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2019/drp/pdf/101.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085168764","display_name":"Oana Merkt","orcid":"https://orcid.org/0000-0003-4701-033X"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"education","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Oana Merkt","raw_affiliation_strings":["Hohenheim University Chair of Business Informatics II (530D) Schwerzstrasse 35 Stuttgart 70599, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hohenheim University Chair of Business Informatics II (530D) Schwerzstrasse 35 Stuttgart 70599, Germany","institution_ids":["https://openalex.org/I110079840"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5085168764"],"corresponding_institution_ids":["https://openalex.org/I110079840"],"apc_list":null,"apc_paid":null,"fwci":12.1053,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.99563319,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"18","issue":null,"first_page":"693","last_page":"704"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9782000184059143,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.6881316900253296},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6603707075119019},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.598577082157135},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.5649919509887695},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.41366496682167053},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.41199058294296265},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4036008417606354},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26891326904296875},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.22325730323791504},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.15672385692596436}],"concepts":[{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.6881316900253296},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6603707075119019},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.598577082157135},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.5649919509887695},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.41366496682167053},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.41199058294296265},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4036008417606354},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26891326904296875},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.22325730323791504},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.15672385692596436},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2019f101","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f101","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/101.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:3f453643d2ff4d4e9cd93501aa8a9067","is_oa":false,"landing_page_url":"https://doaj.org/article/3f453643d2ff4d4e9cd93501aa8a9067","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 18, Pp 693-704 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2019f101","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2019f101","pdf_url":"https://annals-csis.org/proceedings/2019/drp/pdf/101.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2974421298.pdf","grobid_xml":"https://content.openalex.org/works/W2974421298.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W182965367","https://openalex.org/W1510288078","https://openalex.org/W1589382802","https://openalex.org/W1990849076","https://openalex.org/W1995993925","https://openalex.org/W1999393241","https://openalex.org/W2013821261","https://openalex.org/W2038420319","https://openalex.org/W2047764742","https://openalex.org/W2059518577","https://openalex.org/W2070434857","https://openalex.org/W2130161523","https://openalex.org/W2136451344","https://openalex.org/W2136922540","https://openalex.org/W2163922914","https://openalex.org/W2164587673","https://openalex.org/W2288455524","https://openalex.org/W2328831662","https://openalex.org/W2406522146","https://openalex.org/W2440930599","https://openalex.org/W2489069641","https://openalex.org/W2510586993","https://openalex.org/W2548692662","https://openalex.org/W2591055632","https://openalex.org/W2597833833","https://openalex.org/W2600916186","https://openalex.org/W2615776090","https://openalex.org/W2619383789","https://openalex.org/W2626158806","https://openalex.org/W2754142233","https://openalex.org/W2757188013","https://openalex.org/W2768802248","https://openalex.org/W2771505108","https://openalex.org/W2801346558","https://openalex.org/W2893099942","https://openalex.org/W2896727370","https://openalex.org/W2896887704","https://openalex.org/W2897128565","https://openalex.org/W2945671985","https://openalex.org/W2953351716","https://openalex.org/W6600013530","https://openalex.org/W6622343186","https://openalex.org/W6794676843"],"related_works":["https://openalex.org/W2951640941","https://openalex.org/W591863984","https://openalex.org/W2795136348","https://openalex.org/W962477430","https://openalex.org/W2903360172","https://openalex.org/W2277319453","https://openalex.org/W2391563149","https://openalex.org/W23403803","https://openalex.org/W2222570178","https://openalex.org/W2979381929"],"abstract_inverted_index":{"Due":[0],"to":[1,101],"advances":[2],"in":[3,29,67],"machine":[4],"learning":[5],"techniques":[6,81],"and":[7,27,43,45,50,61,82,88,119,123,139],"sensor":[8],"technology,":[9],"the":[10,16,21,40,54,71,77,93,96,103,109,128],"data":[11,58,79,111,117,142],"driven":[12,80,112,143],"perspective":[13],"is":[14],"nowadays":[15],"preferred":[17],"approach":[18],"for":[19,25,53],"improving":[20],"quality":[22,72],"of":[23,57,73],"maintenance":[24,36,74,105,144],"machines":[26],"processes":[28],"industrial":[30,69],"environments.":[31],"Our":[32],"study":[33],"reviews":[34],"existing":[35,104],"works":[37],"by":[38],"highlighting":[39],"main":[41],"challenges":[42],"benefits":[44],"consequently,":[46],"it":[47],"shares":[48],"recommendations":[49],"good":[51],"practices":[52],"appropriate":[55],"usage":[56],"analysis":[59],"tools":[60],"techniques.":[62,145],"Moreover,":[63],"we":[64,107,131],"argue":[65],"that":[66,134],"any":[68],"setup,":[70],"improves":[75],"when":[76],"applied":[78],"technologies:":[83],"(i)":[84],"have":[85],"economical":[86],"justifications;":[87],"(ii)":[89],"take":[90],"into":[91],"consideration":[92],"conformity":[94],"with":[95],"industry":[97],"standards.":[98],"In":[99],"order":[100],"classify":[102],"strategies,":[106],"explore":[108],"entire":[110],"model":[113,121,124],"development":[114,122],"life":[115],"cycle:":[116],"acquisition":[118],"analysis,":[120],"evaluation.":[125],"Based":[126],"on":[127],"surveyed":[129],"literature":[130],"introduce":[132],"taxonomies":[133],"cover":[135],"relevant":[136],"predictive":[137],"models":[138],"their":[140],"corresponding":[141]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}