{"id":"https://openalex.org/W4401409280","doi":"https://doi.org/10.1145/3674912.3674918","title":"Smartphone-based Bearing Fault Diagnosis in Rotating Machinery using Audio Data and 1D Convolutional Neural Networks","display_name":"Smartphone-based Bearing Fault Diagnosis in Rotating Machinery using Audio Data and 1D Convolutional Neural Networks","publication_year":2024,"publication_date":"2024-06-14","ids":{"openalex":"https://openalex.org/W4401409280","doi":"https://doi.org/10.1145/3674912.3674918"},"language":"en","primary_location":{"id":"doi:10.1145/3674912.3674918","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3674912.3674918","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Computer Systems and Technologies 2024","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/A5092133589","display_name":"Cansu Celebioglu","orcid":"https://orcid.org/0009-0005-4667-9172"},"institutions":[{"id":"https://openalex.org/I15059493","display_name":"\u0130zmir University of Economics","ror":"https://ror.org/04hjr4202","country_code":"TR","type":"education","lineage":["https://openalex.org/I15059493"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Cansu Celebioglu","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey"],"raw_orcid":"https://orcid.org/0009-0005-4667-9172","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey","institution_ids":["https://openalex.org/I15059493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026349742","display_name":"Sertac Kilickaya","orcid":"https://orcid.org/0000-0002-4619-8118"},"institutions":[{"id":"https://openalex.org/I15059493","display_name":"\u0130zmir University of Economics","ror":"https://ror.org/04hjr4202","country_code":"TR","type":"education","lineage":["https://openalex.org/I15059493"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sertac Kilickaya","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-4619-8118","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey","institution_ids":["https://openalex.org/I15059493"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023960529","display_name":"Levent Eren","orcid":"https://orcid.org/0000-0002-5804-436X"},"institutions":[{"id":"https://openalex.org/I15059493","display_name":"\u0130zmir University of Economics","ror":"https://ror.org/04hjr4202","country_code":"TR","type":"education","lineage":["https://openalex.org/I15059493"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Levent Eren","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-5804-436X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Izmir University of Economics, Turkey","institution_ids":["https://openalex.org/I15059493"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092133589"],"corresponding_institution_ids":["https://openalex.org/I15059493"],"apc_list":null,"apc_paid":null,"fwci":1.2621,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79587655,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"149","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9966999888420105,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9966999888420105,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11138","display_name":"Tribology and Lubrication Engineering","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8330585956573486},{"id":"https://openalex.org/keywords/bearing","display_name":"Bearing (navigation)","score":0.7424118518829346},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6958557963371277},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6554598808288574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4464416801929474},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41841399669647217},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.400118350982666},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3580029606819153},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06844905018806458}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8330585956573486},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.7424118518829346},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6958557963371277},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6554598808288574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4464416801929474},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41841399669647217},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.400118350982666},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3580029606819153},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06844905018806458},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3674912.3674918","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3674912.3674918","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Computer Systems and Technologies 2024","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W249721123","https://openalex.org/W2461729787","https://openalex.org/W2541889243","https://openalex.org/W2804879845","https://openalex.org/W2808649831","https://openalex.org/W3024462273","https://openalex.org/W3090238656","https://openalex.org/W3100777112","https://openalex.org/W4200039664"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2035937180","https://openalex.org/W3196220745","https://openalex.org/W4321487865","https://openalex.org/W2575656761","https://openalex.org/W2065631063","https://openalex.org/W2378667342","https://openalex.org/W2372829958","https://openalex.org/W2594567802","https://openalex.org/W2363739414"],"abstract_inverted_index":{"Asynchronous":[0],"machines":[1,111],"are":[2],"essential":[3],"components":[4],"that":[5],"drive":[6],"critical":[7],"systems":[8],"across":[9],"industrial,":[10],"trading,":[11],"and":[12,19,33,62,88,127,151],"residential":[13],"sectors,":[14],"powering":[15],"heating":[16],"units,":[17],"pumps,":[18],"various":[20,113],"appliances.":[21],"Yet,":[22],"ensuring":[23],"their":[24],"reliable":[25],"process":[26],"is":[27,116,131],"paramount":[28],"to":[29,58,101,118],"prevent":[30],"costly":[31],"defects":[32],"maintain":[34],"productivity.":[35],"Notably,":[36],"failures":[37],"in":[38,81,160],"the":[39,53,85,93,96,128],"rolling":[40],"element":[41],"bearings":[42],"(REB)":[43],"account":[44],"for":[45,77,137,157],"about":[46],"forty":[47],"percent":[48],"of":[49,55,91],"motor":[50,103],"failures,":[51],"underscoring":[52],"urgency":[54],"early":[56],"detection":[57],"mitigate":[59],"operational":[60],"risks":[61],"financial":[63],"losses.":[64],"To":[65],"address":[66],"this":[67,69,142],"challenge,":[68],"paper":[70],"proposes":[71],"an":[72],"innovative":[73],"smartphone-based":[74],"diagnostic":[75],"technique":[76],"detecting":[78],"bearing":[79],"faults":[80],"induction":[82,161],"machines.":[83,162],"Leveraging":[84],"common":[86],"availability":[87],"computational":[89],"capabilities":[90],"smartphones,":[92],"approach":[94,143],"utilizes":[95],"devices\u2019":[97],"audio":[98,104],"recording":[99],"functionality":[100],"capture":[102],"signals.":[105],"Audio":[106],"data":[107],"collected":[108],"from":[109],"rotating":[110],"with":[112],"fault":[114,139,158],"types":[115],"used":[117],"train":[119],"a":[120,135,145,154],"1D":[121],"Convolutional":[122],"Neural":[123],"Network":[124],"(1D":[125],"CNN),":[126],"trained":[129],"model":[130],"then":[132],"deployed":[133],"on":[134],"smartphone":[136],"real-time":[138],"diagnosis.":[140],"Embedding":[141],"into":[144],"user-friendly":[146],"mobile":[147],"application":[148],"enhances":[149],"accessibility":[150],"usability,":[152],"offering":[153],"cost-effective":[155],"solution":[156],"diagnosis":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
