{"id":"https://openalex.org/W4403677518","doi":"https://doi.org/10.1109/case59546.2024.10711553","title":"Condition Monitoring with Incomplete Data: An Integrated Variational Autoencoder and Distance Metric Framework","display_name":"Condition Monitoring with Incomplete Data: An Integrated Variational Autoencoder and Distance Metric Framework","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4403677518","doi":"https://doi.org/10.1109/case59546.2024.10711553"},"language":"en","primary_location":{"id":"doi:10.1109/case59546.2024.10711553","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case59546.2024.10711553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010030583","display_name":"Maryam Ahang","orcid":"https://orcid.org/0000-0001-5580-3693"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Maryam Ahang","raw_affiliation_strings":["University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115588093","display_name":"Mostafa Abbasi","orcid":null},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mostafa Abbasi","raw_affiliation_strings":["University of Victoria,Department of Mechanical Engineering,Victoria,Canada,V8P 5C2"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Victoria,Department of Mechanical Engineering,Victoria,Canada,V8P 5C2","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023240463","display_name":"Todd Charter","orcid":"https://orcid.org/0000-0001-5982-255X"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Todd Charter","raw_affiliation_strings":["University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2","institution_ids":["https://openalex.org/I212119943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058540009","display_name":"Homayoun Najjaran","orcid":"https://orcid.org/0000-0002-3550-225X"},"institutions":[{"id":"https://openalex.org/I212119943","display_name":"University of Victoria","ror":"https://ror.org/04s5mat29","country_code":"CA","type":"education","lineage":["https://openalex.org/I212119943"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Homayoun Najjaran","raw_affiliation_strings":["University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Victoria,Department of Electrical and Computer Engineering,Victoria,Canada,V8P 5C2","institution_ids":["https://openalex.org/I212119943"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I212119943"],"apc_list":null,"apc_paid":null,"fwci":0.5682,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68225446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"3213","last_page":"3218"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9431999921798706,"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"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9431999921798706,"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":0.9402999877929688,"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/T14470","display_name":"Advanced Data Processing Techniques","score":0.9065999984741211,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7069228291511536},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.666687548160553},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5105386972427368},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.478712797164917},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3404230773448944},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3399589955806732},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11534613370895386},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.09508094191551208}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7069228291511536},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.666687548160553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5105386972427368},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.478712797164917},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3404230773448944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3399589955806732},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11534613370895386},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.09508094191551208},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/case59546.2024.10711553","is_oa":false,"landing_page_url":"https://doi.org/10.1109/case59546.2024.10711553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 20th International Conference on Automation Science and Engineering (CASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1979431208","https://openalex.org/W2019505419","https://openalex.org/W2108561737","https://openalex.org/W2480364715","https://openalex.org/W2791694051","https://openalex.org/W2944603656","https://openalex.org/W3033236487","https://openalex.org/W3106586287","https://openalex.org/W3119385233","https://openalex.org/W3174162969","https://openalex.org/W4205895563","https://openalex.org/W4210606444","https://openalex.org/W4286208732","https://openalex.org/W4308696451","https://openalex.org/W4388066743","https://openalex.org/W4389395960","https://openalex.org/W6744627333","https://openalex.org/W6797001314","https://openalex.org/W6861274248"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W4386815338","https://openalex.org/W2145836866","https://openalex.org/W4220775285"],"abstract_inverted_index":{"Condition":[0],"monitoring":[1,49],"of":[2,27,79,95,108,188,197,205],"industrial":[3,214],"systems":[4],"is":[5,118],"crucial":[6],"for":[7,44,50,142],"ensuring":[8],"safety":[9,220],"and":[10,47,65,89,111,169,195,222],"maintenance":[11,224],"planning,":[12],"yet":[13],"notable":[14],"challenges":[15],"arise":[16],"in":[17,131,208],"real-world":[18],"settings":[19],"due":[20],"to":[21,36,71,103,149,192,218],"the":[22,105,132,143,147,165,184,193,203],"limited":[23],"or":[24],"non-existent":[25],"availability":[26],"fault":[28,45,210],"samples.":[29],"This":[30],"paper":[31],"introduces":[32],"an":[33,54],"innovative":[34],"solution":[35],"this":[37],"problem":[38],"by":[39,57,120,138,179],"proposing":[40],"a":[41,67,100,126,140],"new":[42,112],"method":[43,61],"detection":[46,211],"condition":[48],"unseen":[51,113,152],"data.":[52],"Adopting":[53],"approach":[55,163],"inspired":[56],"zero-shot":[58],"learning,":[59],"our":[60,162,180,198,206],"can":[62],"identify":[63,150],"faults":[64,153],"assign":[66],"relative":[68],"health":[69,116,144,176],"index":[70],"various":[72],"operational":[73],"conditions.":[74,114],"Typically,":[75],"we":[76],"have":[77],"plenty":[78],"data":[80,85],"on":[81,86],"normal":[82,127],"operations,":[83],"some":[84],"compromised":[87],"conditions,":[88],"very":[90],"few":[91],"(if":[92],"any)":[93],"samples":[94],"severe":[96],"faults.":[97],"We":[98,160],"use":[99],"variational":[101],"autoencoder":[102],"capture":[104],"probabilistic":[106],"distribution":[107,130],"previously":[109],"seen":[110],"The":[115,175],"status":[117],"determined":[119],"comparing":[121],"each":[122],"sample\u2019s":[123],"deviation":[124],"from":[125],"operation":[128],"reference":[129],"latent":[133],"space.":[134],"Faults":[135],"are":[136],"detected":[137],"establishing":[139],"threshold":[141],"indexes,":[145],"allowing":[146],"model":[148,181,187],"severe,":[151],"with":[154,172],"high":[155],"accuracy,":[156],"even":[157],"amidst":[158],"noise.":[159],"validate":[161],"using":[164],"run-to-failure":[166],"IMS-bearing":[167],"dataset":[168],"compare":[170],"it":[171],"other":[173],"methods.":[174],"indexes":[177],"generated":[178],"closely":[182],"match":[183],"established":[185],"descriptive":[186],"bearing":[189],"wear,":[190],"attesting":[191],"robustness":[194],"reliability":[196],"method.":[199],"These":[200],"findings":[201],"highlight":[202],"potential":[204],"methodology":[207],"augmenting":[209],"capabilities":[212],"within":[213],"domains,":[215],"thereby":[216],"contributing":[217],"heightened":[219],"protocols":[221],"optimized":[223],"practices.":[225]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2024-10-24T00:00:00"}