{"id":"https://openalex.org/W3043296609","doi":"https://doi.org/10.1177/0959651820937841","title":"A diagnosis method based on depthwise separable convolutional neural network for the attachment on the blade of marine current turbine","display_name":"A diagnosis method based on depthwise separable convolutional neural network for the attachment on the blade of marine current turbine","publication_year":2020,"publication_date":"2020-07-17","ids":{"openalex":"https://openalex.org/W3043296609","doi":"https://doi.org/10.1177/0959651820937841","mag":"3043296609"},"language":"en","primary_location":{"id":"doi:10.1177/0959651820937841","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0959651820937841","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-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/A5090414025","display_name":"Bin Xin","orcid":"https://orcid.org/0000-0002-7284-1605"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xin","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061322028","display_name":"Yilai Zheng","orcid":"https://orcid.org/0000-0002-4569-7417"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilai Zheng","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030448202","display_name":"Tianzhen Wang","orcid":"https://orcid.org/0000-0002-7525-8466"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210126368","display_name":"Institut de Recherche Dupuy de L\u00f4me","ror":"https://ror.org/03011gg73","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I2802204017","https://openalex.org/I4210095849","https://openalex.org/I4210126368","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN","FR"],"is_corresponding":true,"raw_author_name":"Tianzhen Wang","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","University of Brest, FRE CNRS 3744 IRDL, Brest, France"],"raw_orcid":"https://orcid.org/0000-0002-7525-8466","affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"University of Brest, FRE CNRS 3744 IRDL, Brest, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210126368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103065612","display_name":"Lisu Chen","orcid":"https://orcid.org/0000-0003-4756-0657"},"institutions":[{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lisu Chen","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077683686","display_name":"Yide Wang","orcid":"https://orcid.org/0000-0002-1461-2003"},"institutions":[{"id":"https://openalex.org/I4210100151","display_name":"Institut d'\u00c9lectronique et des Technologies du num\u00e9Rique","ror":"https://ror.org/013q33h79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I28221208","https://openalex.org/I4210095849","https://openalex.org/I4210100151","https://openalex.org/I56067802","https://openalex.org/I97188460"]},{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]},{"id":"https://openalex.org/I97188460","display_name":"Nantes Universit\u00e9","ror":"https://ror.org/03gnr7b55","country_code":"FR","type":"education","lineage":["https://openalex.org/I97188460"]}],"countries":["CN","FR"],"is_corresponding":false,"raw_author_name":"Yide Wang","raw_affiliation_strings":["Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","Institut d\u2019Electronique et Telecommunications de Rennes (IETR), University of Nantes, Nantes, France","Institut d'Electronique et Telecommunications de Rennes (IETR), University of Nantes, Nantes, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Automation, Shanghai Maritime University, Shanghai, China","institution_ids":["https://openalex.org/I96733725"]},{"raw_affiliation_string":"Institut d\u2019Electronique et Telecommunications de Rennes (IETR), University of Nantes, Nantes, France","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I97188460"]},{"raw_affiliation_string":"Institut d'Electronique et Telecommunications de Rennes (IETR), University of Nantes, Nantes, France","institution_ids":["https://openalex.org/I4210100151","https://openalex.org/I97188460"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5030448202"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210126368","https://openalex.org/I96733725"],"apc_list":null,"apc_paid":null,"fwci":1.0573,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.7255245,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"235","issue":"10","first_page":"1916","last_page":"1926"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9976000189781189,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9886999726295471,"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/T11602","display_name":"Magnetic Bearings and Levitation Dynamics","score":0.9868999719619751,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7937179803848267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6979146003723145},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6955446600914001},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6818610429763794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6321466565132141},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6107174158096313},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6039630770683289},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.564689576625824},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5367618203163147},{"id":"https://openalex.org/keywords/separable-space","display_name":"Separable space","score":0.510814905166626},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5031480193138123},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.49889278411865234},{"id":"https://openalex.org/keywords/rotation","display_name":"Rotation (mathematics)","score":0.46771755814552307},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.4233688712120056},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1562880575656891},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1471863090991974},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11282464861869812}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7937179803848267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6979146003723145},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6955446600914001},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6818610429763794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6321466565132141},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6107174158096313},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6039630770683289},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.564689576625824},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5367618203163147},{"id":"https://openalex.org/C70710897","wikidata":"https://www.wikidata.org/wiki/Q680081","display_name":"Separable space","level":2,"score":0.510814905166626},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5031480193138123},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.49889278411865234},{"id":"https://openalex.org/C74050887","wikidata":"https://www.wikidata.org/wiki/Q848368","display_name":"Rotation (mathematics)","level":2,"score":0.46771755814552307},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.4233688712120056},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1562880575656891},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1471863090991974},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11282464861869812},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1177/0959651820937841","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0959651820937841","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-02902934v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02902934","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering, 2021, 235 (10), pp.1916-1926. ⟨10.1177/0959651820937841⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.8700000047683716}],"awards":[{"id":"https://openalex.org/G2134021856","display_name":null,"funder_award_id":"61673260","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8647606511","display_name":null,"funder_award_id":"16ZR1414300","funder_id":"https://openalex.org/F4320309612","funder_display_name":"Natural Science Foundation of Shanghai"}],"funders":[{"id":"https://openalex.org/F4320309612","display_name":"Natural Science Foundation of Shanghai","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2035547598","https://openalex.org/W2069784826","https://openalex.org/W2112724282","https://openalex.org/W2112796928","https://openalex.org/W2475645262","https://openalex.org/W2494902841","https://openalex.org/W2529413681","https://openalex.org/W2569541834","https://openalex.org/W2599627558","https://openalex.org/W2789453207","https://openalex.org/W2901634317","https://openalex.org/W2945118073","https://openalex.org/W2950667132","https://openalex.org/W2961333734","https://openalex.org/W2963086459","https://openalex.org/W2999905431","https://openalex.org/W4234552385","https://openalex.org/W4238566523","https://openalex.org/W4242808127","https://openalex.org/W4243967261","https://openalex.org/W4256423869","https://openalex.org/W4288917428","https://openalex.org/W4301409532","https://openalex.org/W4387449105","https://openalex.org/W6679338098"],"related_works":["https://openalex.org/W4388412763","https://openalex.org/W2009525028","https://openalex.org/W1999583034","https://openalex.org/W2530952058","https://openalex.org/W2582836483","https://openalex.org/W3158431807","https://openalex.org/W4299366318","https://openalex.org/W4297580547","https://openalex.org/W2951583185","https://openalex.org/W4308155352"],"abstract_inverted_index":{"To":[0],"diagnose":[1,45],"the":[2,19,46,88],"attachment":[3,54],"of":[4,21,32,49,90],"marine":[5,73],"current":[6],"turbine,":[7],"this":[8,83],"article":[9],"proposes":[10],"a":[11,77],"method":[12,30,43,84],"based":[13],"on":[14],"convolutional":[15,78],"neural":[16,79],"network":[17],"and":[18,39,52,61],"concepts":[20],"depthwise":[22],"separable":[23],"convolution":[24],"to":[25],"achieve":[26],"feature":[27,37,70],"extraction.":[28],"The":[29],"consists":[31],"three":[33],"steps:":[34],"data":[35],"preprocessing,":[36],"extraction":[38],"fault":[40,47],"diagnosis.":[41],"This":[42],"can":[44,66],"degree":[48],"blade":[50],"imbalance":[51],"uniform":[53],"in":[55,71],"underwater":[56],"environment":[57],"with":[58],"strong":[59],"currents":[60],"complex":[62],"spatiotemporal":[63],"variability.":[64],"It":[65],"extract":[67],"distinct":[68],"image":[69],"harsh":[72],"environments":[74],"by":[75],"using":[76],"network.":[80],"In":[81],"addition,":[82],"is":[85],"robust":[86],"for":[87],"recognition":[89],"blurred":[91],"pictures":[92],"under":[93],"high-speed":[94],"rotation.":[95]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}