{"id":"https://openalex.org/W3038789403","doi":"https://doi.org/10.3390/info11070354","title":"Early Prediction of Quality Issues in Automotive Modern Industry","display_name":"Early Prediction of Quality Issues in Automotive Modern Industry","publication_year":2020,"publication_date":"2020-07-06","ids":{"openalex":"https://openalex.org/W3038789403","doi":"https://doi.org/10.3390/info11070354","mag":"3038789403"},"language":"en","primary_location":{"id":"doi:10.3390/info11070354","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info11070354","pdf_url":"https://www.mdpi.com/2078-2489/11/7/354/pdf?version=1594792006","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/11/7/354/pdf?version=1594792006","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003233304","display_name":"Reza Khoshkangini","orcid":"https://orcid.org/0000-0002-3797-4605"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Reza Khoshkangini","raw_affiliation_strings":["Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden"],"affiliations":[{"raw_affiliation_string":"Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022044150","display_name":"Peyman Sheikholharam Mashhadi","orcid":"https://orcid.org/0000-0002-0051-0954"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Peyman Sheikholharam Mashhadi","raw_affiliation_strings":["Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden"],"affiliations":[{"raw_affiliation_string":"Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076617984","display_name":"Peter Berck","orcid":"https://orcid.org/0000-0001-9403-9595"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Peter Berck","raw_affiliation_strings":["Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden"],"affiliations":[{"raw_affiliation_string":"Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053216804","display_name":"Saeed Gholami Shahbandi","orcid":"https://orcid.org/0000-0003-3498-0783"},"institutions":[{"id":"https://openalex.org/I1340210623","display_name":"Volvo (Sweden)","ror":"https://ror.org/05b6ypc36","country_code":"SE","type":"company","lineage":["https://openalex.org/I1340210623"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Saeed Gholami Shahbandi","raw_affiliation_strings":["Volvo Group, Connected Solutions, 40508 G\u00f6teborg, Sweden"],"affiliations":[{"raw_affiliation_string":"Volvo Group, Connected Solutions, 40508 G\u00f6teborg, Sweden","institution_ids":["https://openalex.org/I1340210623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065509988","display_name":"Sepideh Pashami","orcid":"https://orcid.org/0000-0003-3272-4145"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Sepideh Pashami","raw_affiliation_strings":["Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden"],"affiliations":[{"raw_affiliation_string":"Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032811876","display_name":"S\u0142awomir Nowaczyk","orcid":"https://orcid.org/0000-0002-7796-5201"},"institutions":[{"id":"https://openalex.org/I746986","display_name":"Halmstad University","ror":"https://ror.org/03h0qfp10","country_code":"SE","type":"education","lineage":["https://openalex.org/I746986"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"S\u0142awomir Nowaczyk","raw_affiliation_strings":["Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden"],"affiliations":[{"raw_affiliation_string":"Center for Applied Intelligent Systems Research (CAISR), Halmstad University, 30118 Halmstad, Sweden","institution_ids":["https://openalex.org/I746986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061191166","display_name":"Tobias Niklasson","orcid":null},"institutions":[{"id":"https://openalex.org/I1340210623","display_name":"Volvo (Sweden)","ror":"https://ror.org/05b6ypc36","country_code":"SE","type":"company","lineage":["https://openalex.org/I1340210623"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Tobias Niklasson","raw_affiliation_strings":["Volvo Group, Q&CS, 40508 G\u00f6teborg, Sweden"],"affiliations":[{"raw_affiliation_string":"Volvo Group, Q&CS, 40508 G\u00f6teborg, Sweden","institution_ids":["https://openalex.org/I1340210623"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5003233304"],"corresponding_institution_ids":["https://openalex.org/I746986"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":3.866,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.94956713,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"11","issue":"7","first_page":"354","last_page":"354"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9714999794960022,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9714999794960022,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9663000106811523,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9652000069618225,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/original-equipment-manufacturer","display_name":"Original equipment manufacturer","score":0.7684120535850525},{"id":"https://openalex.org/keywords/warranty","display_name":"Warranty","score":0.7333197593688965},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6285189390182495},{"id":"https://openalex.org/keywords/automotive-industry","display_name":"Automotive industry","score":0.6067997217178345},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5759930610656738},{"id":"https://openalex.org/keywords/truck","display_name":"Truck","score":0.5556756258010864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5191789865493774},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5147973895072937},{"id":"https://openalex.org/keywords/telematics","display_name":"Telematics","score":0.47798842191696167},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3610454797744751}],"concepts":[{"id":"https://openalex.org/C68694590","wikidata":"https://www.wikidata.org/wiki/Q267558","display_name":"Original equipment manufacturer","level":2,"score":0.7684120535850525},{"id":"https://openalex.org/C2779056723","wikidata":"https://www.wikidata.org/wiki/Q329717","display_name":"Warranty","level":2,"score":0.7333197593688965},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6285189390182495},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.6067997217178345},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5759930610656738},{"id":"https://openalex.org/C52121051","wikidata":"https://www.wikidata.org/wiki/Q43193","display_name":"Truck","level":2,"score":0.5556756258010864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5191789865493774},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5147973895072937},{"id":"https://openalex.org/C89074322","wikidata":"https://www.wikidata.org/wiki/Q485669","display_name":"Telematics","level":2,"score":0.47798842191696167},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3610454797744751},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/info11070354","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info11070354","pdf_url":"https://www.mdpi.com/2078-2489/11/7/354/pdf?version=1594792006","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2b3370953d88447eb0a232ecb4482697","is_oa":true,"landing_page_url":"https://doaj.org/article/2b3370953d88447eb0a232ecb4482697","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 11, Iss 7, p 354 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2078-2489/11/7/354/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/info11070354","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Information","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/info11070354","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info11070354","pdf_url":"https://www.mdpi.com/2078-2489/11/7/354/pdf?version=1594792006","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5699999928474426,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3038789403.pdf","grobid_xml":"https://content.openalex.org/works/W3038789403.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W70356269","https://openalex.org/W271104858","https://openalex.org/W600852742","https://openalex.org/W1728842521","https://openalex.org/W1975926886","https://openalex.org/W1985642751","https://openalex.org/W2019747896","https://openalex.org/W2026905639","https://openalex.org/W2029440493","https://openalex.org/W2030166992","https://openalex.org/W2039125545","https://openalex.org/W2053806924","https://openalex.org/W2061057166","https://openalex.org/W2067102235","https://openalex.org/W2081102568","https://openalex.org/W2093706720","https://openalex.org/W2095273232","https://openalex.org/W2112032657","https://openalex.org/W2112249186","https://openalex.org/W2114741385","https://openalex.org/W2117697616","https://openalex.org/W2142224101","https://openalex.org/W2158515176","https://openalex.org/W2165698076","https://openalex.org/W2174442901","https://openalex.org/W2289630437","https://openalex.org/W2324719295","https://openalex.org/W2435251607","https://openalex.org/W2436511187","https://openalex.org/W2463813940","https://openalex.org/W2565591588","https://openalex.org/W2614169901","https://openalex.org/W2732499510","https://openalex.org/W2750352083","https://openalex.org/W2756263260","https://openalex.org/W2765691677","https://openalex.org/W2783237581","https://openalex.org/W2794778778","https://openalex.org/W2802502045","https://openalex.org/W2933091923","https://openalex.org/W2970470980","https://openalex.org/W2996521480","https://openalex.org/W2998506103","https://openalex.org/W3004404638","https://openalex.org/W4285719527","https://openalex.org/W6602910183","https://openalex.org/W6676611647","https://openalex.org/W6717827561"],"related_works":["https://openalex.org/W2116770244","https://openalex.org/W2522228459","https://openalex.org/W2778832523","https://openalex.org/W4384501699","https://openalex.org/W4280538234","https://openalex.org/W4248212439","https://openalex.org/W209003233","https://openalex.org/W584501628","https://openalex.org/W2971626580","https://openalex.org/W2090186079"],"abstract_inverted_index":{"Many":[0],"industries":[1],"today":[2],"are":[3,72,148,255],"struggling":[4],"with":[5,27,133,271],"early":[6,100],"the":[7,13,20,28,76,99,111,118,128,134,145,164,172,179,189,192,209,237,243,253,262,265],"identification":[8],"of":[9,15,67,102,113,121,131,136,178,194,236,275],"quality":[10,57,103],"issues,":[11],"given":[12,115,233],"shortening":[14],"product":[16],"design":[17],"cycles":[18],"and":[19,47,87,159,224],"desire":[21],"to":[22,44,59,84,109],"decrease":[23],"production":[24],"costs,":[25],"coupled":[26],"customer":[29],"requirement":[30],"for":[31,75,182,257,278],"high":[32],"uptime.":[33],"The":[34,139,153,239],"vehicle":[35,196],"industry":[36],"is":[37,141,155,174,191,249],"no":[38],"exception,":[39],"as":[40,144],"breakdowns":[41],"often":[42],"lead":[43,83],"on-road":[45],"stops":[46],"delays":[48],"in":[49,64,163,226],"delivery":[50],"missions.":[51],"In":[52,123],"this":[53,124],"paper":[54],"we":[55,126],"consider":[56],"issues":[58,104],"be":[60],"an":[61,175],"unexpected":[62],"increase":[63],"failure":[65,180,197],"rates":[66],"a":[68,95,114,258,272],"particular":[69],"component;":[70],"those":[71],"particularly":[73],"problematic":[74],"original":[77],"equipment":[78],"manufacturers":[79],"(OEMs)":[80],"since":[81],"they":[82,228],"unplanned":[85],"costs":[86],"can":[88,229],"significantly":[89],"affect":[90],"brand":[91],"value.":[92],"We":[93,166,204],"propose":[94],"new":[96],"approach":[97,241],"towards":[98],"detection":[101],"using":[105],"machine":[106],"learning":[107],"(ML)":[108],"forecast":[110],"failures":[112],"component":[116],"across":[117],"large":[119],"population":[120],"units.":[122],"study,":[125],"combine":[127],"usage":[129,146],"information":[130,161],"vehicles":[132,183,254,279],"records":[135],"their":[137,201],"failures.":[138],"former":[140],"continuously":[142],"collected,":[143],"statistics":[147],"transmitted":[149],"over":[150],"telematics":[151],"connections.":[152],"latter":[154],"based":[156,184,199],"on":[157,185,200,208],"invoice":[158],"warranty":[160],"collected":[162],"workshops.":[165],"compare":[167],"two":[168,219],"different":[169,234],"ML":[170],"approaches:":[171],"first":[173],"auto-regression":[176],"model":[177,245],"ratios":[181],"past":[186],"information,":[187],"while":[188],"second":[190],"aggregation":[193],"individual":[195,202],"predictions":[198],"usage.":[203],"present":[205],"experimental":[206],"evaluations":[207],"real":[210],"data":[211,248],"captured":[212],"from":[213],"heavy-duty":[214],"trucks":[215],"demonstrating":[216],"how":[217],"these":[218],"formulations":[220],"have":[221,281],"complementary":[222],"strengths":[223],"weaknesses;":[225],"particular,":[227],"outperform":[230],"each":[231],"other":[232,263],"volumes":[235],"data.":[238],"classification":[240],"surpasses":[242],"regressor":[244],"whenever":[246],"enough":[247],"available,":[250],"i.e.,":[251,277],"once":[252],"in-service":[256],"longer":[259],"time.":[260],"On":[261],"hand,":[264],"regression":[266],"shows":[267],"better":[268],"predictive":[269],"performance":[270],"smaller":[273],"amount":[274],"data,":[276],"that":[280],"been":[282],"deployed":[283],"recently.":[284]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}