{"id":"https://openalex.org/W3058078073","doi":"https://doi.org/10.1515/jisys-2019-0237","title":"Aircraft Gearbox Fault Diagnosis System: An Approach based on Deep Learning Techniques","display_name":"Aircraft Gearbox Fault Diagnosis System: An Approach based on Deep Learning Techniques","publication_year":2020,"publication_date":"2020-08-15","ids":{"openalex":"https://openalex.org/W3058078073","doi":"https://doi.org/10.1515/jisys-2019-0237","mag":"3058078073"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2019-0237","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0237","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2019-0237/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2019-0237/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034281079","display_name":"P. Mallikarjuna","orcid":"https://orcid.org/0000-0002-0435-1049"},"institutions":[{"id":"https://openalex.org/I126824641","display_name":"JSS Academy of Higher Education and Research","ror":"https://ror.org/013x70191","country_code":"IN","type":"education","lineage":["https://openalex.org/I126824641"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"P B Mallikarjuna","raw_affiliation_strings":["JSS Academy of Technical Education , Bengaluru - , Karnataka , India","JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JSS Academy of Technical Education , Bengaluru - , Karnataka , India","institution_ids":["https://openalex.org/I126824641"]},{"raw_affiliation_string":"JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India","institution_ids":["https://openalex.org/I126824641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061932361","display_name":"M. Sreenatha","orcid":null},"institutions":[{"id":"https://openalex.org/I126824641","display_name":"JSS Academy of Higher Education and Research","ror":"https://ror.org/013x70191","country_code":"IN","type":"education","lineage":["https://openalex.org/I126824641"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M Sreenatha","raw_affiliation_strings":["JSS Academy of Technical Education , Bengaluru - , Karnataka , India","JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JSS Academy of Technical Education , Bengaluru - , Karnataka , India","institution_ids":["https://openalex.org/I126824641"]},{"raw_affiliation_string":"JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India","institution_ids":["https://openalex.org/I126824641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054051286","display_name":"S. Manjunath","orcid":null},"institutions":[{"id":"https://openalex.org/I204743663","display_name":"University of Mysore","ror":"https://ror.org/012bxv356","country_code":"IN","type":"education","lineage":["https://openalex.org/I204743663"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S Manjunath","raw_affiliation_strings":["Freelance Academician , Mysore - , Karnataka , India","Freelance Academician, Mysore-570016, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Freelance Academician , Mysore - , Karnataka , India","institution_ids":["https://openalex.org/I204743663"]},{"raw_affiliation_string":"Freelance Academician, Mysore-570016, Karnataka, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058905418","display_name":"Niranjan C. Kundur","orcid":"https://orcid.org/0000-0002-3532-5900"},"institutions":[{"id":"https://openalex.org/I126824641","display_name":"JSS Academy of Higher Education and Research","ror":"https://ror.org/013x70191","country_code":"IN","type":"education","lineage":["https://openalex.org/I126824641"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Niranjan C Kundur","raw_affiliation_strings":["JSS Academy of Technical Education , Bengaluru - , Karnataka , India","JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JSS Academy of Technical Education , Bengaluru - , Karnataka , India","institution_ids":["https://openalex.org/I126824641"]},{"raw_affiliation_string":"JSS Academy of Technical Education, Bengaluru-560060, Karnataka, India","institution_ids":["https://openalex.org/I126824641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034281079"],"corresponding_institution_ids":["https://openalex.org/I126824641"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":2.3584,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.8819007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"30","issue":"1","first_page":"258","last_page":"272"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9847999811172485,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9693999886512756,"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/computer-science","display_name":"Computer science","score":0.737932562828064},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6920709609985352},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.5662733912467957},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.522701621055603},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.5137766003608704},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5061199069023132},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5030936598777771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4538988471031189},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.43378961086273193},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.4251408874988556},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.42022430896759033},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.207525372505188},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1831216812133789},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.1156979501247406},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.08853662014007568}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.737932562828064},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6920709609985352},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.5662733912467957},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.522701621055603},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.5137766003608704},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5061199069023132},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5030936598777771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4538988471031189},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.43378961086273193},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.4251408874988556},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.42022430896759033},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.207525372505188},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1831216812133789},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.1156979501247406},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.08853662014007568},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2019-0237","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0237","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2019-0237/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:17446db051b9492f92f42460381b8a3e","is_oa":true,"landing_page_url":"https://doaj.org/article/17446db051b9492f92f42460381b8a3e","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":"Journal of Intelligent Systems, Vol 30, Iss 1, Pp 258-272 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2019-0237","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2019-0237","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2019-0237/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3058078073.pdf","grobid_xml":"https://content.openalex.org/works/W3058078073.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2005297123","https://openalex.org/W2011534991","https://openalex.org/W2016393776","https://openalex.org/W2033559712","https://openalex.org/W2047322953","https://openalex.org/W2064675550","https://openalex.org/W2123087466","https://openalex.org/W2126584714","https://openalex.org/W2139212933","https://openalex.org/W2589171657","https://openalex.org/W2621745170","https://openalex.org/W2625918180","https://openalex.org/W2734981343","https://openalex.org/W2735326783","https://openalex.org/W2754079837","https://openalex.org/W2783076262","https://openalex.org/W2795340004","https://openalex.org/W2919358988","https://openalex.org/W2994314156","https://openalex.org/W4242581878"],"related_works":["https://openalex.org/W2782295999","https://openalex.org/W1970292246","https://openalex.org/W2162306796","https://openalex.org/W2015118744","https://openalex.org/W4247952185","https://openalex.org/W1642462315","https://openalex.org/W2005619368","https://openalex.org/W2065140124","https://openalex.org/W1879092539","https://openalex.org/W2526155427"],"abstract_inverted_index":{"Abstract":[0],"Gearbox":[1],"is":[2,27,89,142],"one":[3],"of":[4,22,61,95,116,133],"the":[5,20,59,93,131],"vital":[6],"components":[7],"in":[8,33,76,113,120],"aircraft":[9,23,72,85,117,137],"engines.":[10],"If":[11],"any":[12],"small":[13],"damage":[14],"to":[15,29,57,91,125,129],"gearbox,":[16],"it":[17,26],"can":[18],"cause":[19],"breakdown":[21],"engine.":[24],"Thus":[25],"significant":[28],"study":[30],"fault":[31,139],"diagnosis":[32],"gearbox":[34,62,73,86,118,138],"system.":[35],"In":[36],"this":[37],"paper,":[38],"two":[39],"deep":[40],"learning":[41,147],"models":[42,68,135],"(Long":[43],"short":[44,51],"term":[45,52],"memory":[46,53],"(LSTM)":[47],"and":[48,79,106,111],"Bi-directional":[49],"long":[50],"(BLSTM))":[54],"are":[55,69,108],"proposed":[56,96,134],"classify":[58],"condition":[60],"into":[63],"good":[64],"or":[65],"bad.":[66],"These":[67],"applied":[70],"on":[71],"vibration":[74,87],"data":[75],"both":[77],"time":[78,121],"frequency":[80,126],"domain.":[81,127],"A":[82],"publicly":[83],"available":[84],"dataset":[88],"used":[90],"evaluate":[92],"performance":[94,141],"models.":[97,148],"The":[98],"results":[99],"proved":[100],"that":[101],"accuracy":[102],"achieved":[103],"by":[104],"LSTM":[105],"BLSTM":[107],"highly":[109],"reliable":[110],"applicable":[112],"health":[114],"monitoring":[115],"system":[119],"domain":[122],"as":[123],"compared":[124,143],"Also,":[128],"show":[130],"superiority":[132],"for":[136],"diagnosis,":[140],"with":[144],"classical":[145],"machine":[146]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":5}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2020-08-24T00:00:00"}
