{"id":"https://openalex.org/W4403072386","doi":"https://doi.org/10.3390/computers13100252","title":"The Use of eXplainable Artificial Intelligence and Machine Learning Operation Principles to Support the Continuous Development of Machine Learning-Based Solutions in Fault Detection and Identification","display_name":"The Use of eXplainable Artificial Intelligence and Machine Learning Operation Principles to Support the Continuous Development of Machine Learning-Based Solutions in Fault Detection and Identification","publication_year":2024,"publication_date":"2024-10-02","ids":{"openalex":"https://openalex.org/W4403072386","doi":"https://doi.org/10.3390/computers13100252"},"language":"en","primary_location":{"id":"doi:10.3390/computers13100252","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13100252","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/computers13100252","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044406951","display_name":"Tuan-anh Tran","orcid":"https://orcid.org/0000-0002-3098-7075"},"institutions":[{"id":"https://openalex.org/I140275651","display_name":"University of Pannonia","ror":"https://ror.org/03y5egs41","country_code":"HU","type":"education","lineage":["https://openalex.org/I140275651"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Tuan-Anh Tran","raw_affiliation_strings":["Department of System Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary"],"raw_orcid":"https://orcid.org/0000-0002-3098-7075","affiliations":[{"raw_affiliation_string":"Department of System Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]},{"raw_affiliation_string":"HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027970634","display_name":"Tam\u00e1s Ruppert","orcid":"https://orcid.org/0000-0001-9441-843X"},"institutions":[{"id":"https://openalex.org/I140275651","display_name":"University of Pannonia","ror":"https://ror.org/03y5egs41","country_code":"HU","type":"education","lineage":["https://openalex.org/I140275651"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Tam\u00e1s Ruppert","raw_affiliation_strings":["Department of System Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary"],"raw_orcid":"https://orcid.org/0000-0001-9441-843X","affiliations":[{"raw_affiliation_string":"Department of System Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]},{"raw_affiliation_string":"HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063684561","display_name":"J\u00e1nos Abonyi","orcid":"https://orcid.org/0000-0001-8593-1493"},"institutions":[{"id":"https://openalex.org/I140275651","display_name":"University of Pannonia","ror":"https://ror.org/03y5egs41","country_code":"HU","type":"education","lineage":["https://openalex.org/I140275651"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"J\u00e1nos Abonyi","raw_affiliation_strings":["Department of Process Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary"],"raw_orcid":"https://orcid.org/0000-0001-8593-1493","affiliations":[{"raw_affiliation_string":"Department of Process Engineering, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]},{"raw_affiliation_string":"HUN-REN-PE Complex Systems Monitoring Research Group, University of Pannonia, Egyetem u. 10, P.O. Box 158, 8200 Veszprem, Hungary","institution_ids":["https://openalex.org/I140275651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":4.6367,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.95179097,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"13","issue":"10","first_page":"252","last_page":"252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.7113000154495239,"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/T11357","display_name":"Risk and Safety Analysis","score":0.7113000154495239,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.7077999711036682,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.6223000288009644,"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/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.6512047648429871},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6229338645935059},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6178873777389526},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6177427768707275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4901476800441742},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.44616052508354187}],"concepts":[{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.6512047648429871},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6229338645935059},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6178873777389526},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6177427768707275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4901476800441742},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.44616052508354187},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","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},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13100252","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13100252","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fa04d4ef3bbd43a99e6eb8b24c7f538d","is_oa":true,"landing_page_url":"https://doaj.org/article/fa04d4ef3bbd43a99e6eb8b24c7f538d","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":"Computers, Vol 13, Iss 10, p 252 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13100252","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13100252","pdf_url":null,"source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"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":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1534117919","display_name":null,"funder_award_id":"2020-1.1.2-PIACI-KFI-2020-00144","funder_id":"https://openalex.org/F4320322193","funder_display_name":"Nemzeti Kutat\u00e1si \u00e9s Technol\u00f3giai Hivatal"},{"id":"https://openalex.org/G6324667794","display_name":null,"funder_award_id":"TKP2021-NVA-10","funder_id":"https://openalex.org/F4320322193","funder_display_name":"Nemzeti Kutat\u00e1si \u00e9s Technol\u00f3giai Hivatal"}],"funders":[{"id":"https://openalex.org/F4320322193","display_name":"Nemzeti Kutat\u00e1si \u00e9s Technol\u00f3giai Hivatal","ror":"https://ror.org/03g2am276"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":119,"referenced_works":["https://openalex.org/W1078693445","https://openalex.org/W1582873796","https://openalex.org/W1966863755","https://openalex.org/W1969389753","https://openalex.org/W1975132007","https://openalex.org/W1979900513","https://openalex.org/W2067937778","https://openalex.org/W2101234009","https://openalex.org/W2159404780","https://openalex.org/W2225209109","https://openalex.org/W2231763417","https://openalex.org/W2282821441","https://openalex.org/W2292361954","https://openalex.org/W2300445845","https://openalex.org/W2515496004","https://openalex.org/W2522851758","https://openalex.org/W2528491735","https://openalex.org/W2560136348","https://openalex.org/W2574359732","https://openalex.org/W2580401990","https://openalex.org/W2618510017","https://openalex.org/W2729458377","https://openalex.org/W2736435690","https://openalex.org/W2738263535","https://openalex.org/W2738563279","https://openalex.org/W2754422154","https://openalex.org/W2782864149","https://openalex.org/W2789256857","https://openalex.org/W2791139105","https://openalex.org/W2793062918","https://openalex.org/W2809100814","https://openalex.org/W2887657564","https://openalex.org/W2888615425","https://openalex.org/W2902455138","https://openalex.org/W2906836970","https://openalex.org/W2909693411","https://openalex.org/W2925479258","https://openalex.org/W2925726936","https://openalex.org/W2926357201","https://openalex.org/W2954526432","https://openalex.org/W2963440486","https://openalex.org/W2964003192","https://openalex.org/W2965689387","https://openalex.org/W2972969443","https://openalex.org/W2973136764","https://openalex.org/W2981731882","https://openalex.org/W2998506103","https://openalex.org/W3016744836","https://openalex.org/W3040181730","https://openalex.org/W3040259477","https://openalex.org/W3041326191","https://openalex.org/W3080513046","https://openalex.org/W3091357257","https://openalex.org/W3104128335","https://openalex.org/W3111058250","https://openalex.org/W3111359613","https://openalex.org/W3131823290","https://openalex.org/W3131860561","https://openalex.org/W3134317408","https://openalex.org/W3134670202","https://openalex.org/W3136841107","https://openalex.org/W3138819813","https://openalex.org/W3145588623","https://openalex.org/W3155003857","https://openalex.org/W3166506493","https://openalex.org/W3167312240","https://openalex.org/W3173360689","https://openalex.org/W3175110185","https://openalex.org/W3186349909","https://openalex.org/W3186703339","https://openalex.org/W3191184807","https://openalex.org/W3192495122","https://openalex.org/W3200354049","https://openalex.org/W3202461888","https://openalex.org/W3203312642","https://openalex.org/W3203496010","https://openalex.org/W3209774414","https://openalex.org/W3211639647","https://openalex.org/W3213384164","https://openalex.org/W3213822864","https://openalex.org/W4200125478","https://openalex.org/W4210725851","https://openalex.org/W4210940432","https://openalex.org/W4213313560","https://openalex.org/W4214942037","https://openalex.org/W4220951011","https://openalex.org/W4283712995","https://openalex.org/W4285097412","https://openalex.org/W4285133514","https://openalex.org/W4285158860","https://openalex.org/W4285611227","https://openalex.org/W4286716872","https://openalex.org/W4288039037","https://openalex.org/W4288083546","https://openalex.org/W4292313839","https://openalex.org/W4292869646","https://openalex.org/W4292999423","https://openalex.org/W4293093608","https://openalex.org/W4294946168","https://openalex.org/W4307954994","https://openalex.org/W4309487779","https://openalex.org/W4309570665","https://openalex.org/W4310117766","https://openalex.org/W4317433347","https://openalex.org/W4319319155","https://openalex.org/W4319437523","https://openalex.org/W4320015857","https://openalex.org/W4320490662","https://openalex.org/W4321608408","https://openalex.org/W4360995249","https://openalex.org/W4379512122","https://openalex.org/W4380767690","https://openalex.org/W4386532294","https://openalex.org/W4387130605","https://openalex.org/W4388740284","https://openalex.org/W4389727148","https://openalex.org/W6675354045","https://openalex.org/W6741715759","https://openalex.org/W6999679693"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Machine":[0],"learning":[1,17,61],"(ML)":[2],"revolutionized":[3],"traditional":[4],"machine":[5,60],"fault":[6],"detection":[7],"and":[8,40,67,91,128,134,149,162,178],"identification":[9],"(FDI),":[10],"as":[11],"complex-structured":[12],"models":[13,54],"with":[14,59,117,189],"well-designed":[15],"unsupervised":[16],"strategies":[18],"can":[19,55,140],"detect":[20],"abnormal":[21],"patterns":[22],"from":[23],"abundant":[24],"data,":[25],"which":[26,83],"significantly":[27],"reduces":[28],"the":[29,42,49,76,93,96,101,131,182,190],"total":[30],"cost":[31],"of":[32,51,79,95,113,176,184],"ownership.":[33],"However,":[34],"their":[35],"opaqueness":[36],"raised":[37],"human":[38],"concern":[39],"intrigued":[41],"eXplainable":[43],"artificial":[44],"intelligence":[45],"(XAI)":[46],"concept.":[47,192],"Furthermore,":[48],"development":[50,78,103],"ML-based":[52,80,186],"FDI":[53,81,187],"be":[56,141],"improved":[57],"fundamentally":[58],"operations":[62],"(MLOps)":[63],"guidelines,":[64],"enhancing":[65],"reproducibility":[66],"operational":[68],"quality.":[69],"This":[70],"study":[71],"proposes":[72],"a":[73,85,114,118,158,166],"framework":[74],"for":[75],"continuous":[77,167],"solutions,":[82],"contains":[84],"general":[86],"structure":[87],"to":[88],"simultaneously":[89],"visualize":[90],"check":[92],"performance":[94],"ML":[97],"model":[98,132,150],"while":[99,136,180],"directing":[100],"resource-efficient":[102],"process.":[104],"A":[105],"use":[106],"case":[107],"is":[108],"conducted":[109],"on":[110],"sensor":[111],"data":[112,145],"hydraulic":[115],"system":[116,138],"simple":[119],"long":[120],"short-term":[121],"memory":[122],"(LSTM)":[123],"network.":[124],"Proposed":[125],"XAI":[126,177],"principles":[127,154],"tools":[129],"supported":[130],"engineering":[133],"monitoring,":[135],"additional":[137],"optimization":[139],"made":[142],"regarding":[143],"input":[144],"preparation,":[146],"feature":[147],"selection,":[148],"usage.":[151],"Suggested":[152],"MLOps":[153,179],"help":[155],"developers":[156],"create":[157],"minimum":[159],"viable":[160],"solution":[161],"involve":[163],"it":[164],"in":[165],"improvement":[168],"loop.":[169],"The":[170],"promising":[171],"result":[172],"motivates":[173],"further":[174],"adoption":[175],"endorsing":[181],"generalization":[183],"modern":[185],"applications":[188],"HITL":[191]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}