{"id":"https://openalex.org/W4379984756","doi":"https://doi.org/10.1109/tim.2023.3284924","title":"Condition Monitoring of Wind Turbines With Implementation of Interactive Spatio\u2013Temporal Deep Learning Networks","display_name":"Condition Monitoring of Wind Turbines With Implementation of Interactive Spatio\u2013Temporal Deep Learning Networks","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4379984756","doi":"https://doi.org/10.1109/tim.2023.3284924"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2023.3284924","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3284924","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","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/A5092123046","display_name":"Qiucheng Lyu","orcid":"https://orcid.org/0000-0002-6289-1422"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiucheng Lyu","raw_affiliation_strings":["School of Power and Mechanical Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-6289-1422","affiliations":[{"raw_affiliation_string":"School of Power and Mechanical Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101848960","display_name":"Jiayang Liu","orcid":"https://orcid.org/0000-0002-5271-6284"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayang Liu","raw_affiliation_strings":["School of Power and Mechanical Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-5271-6284","affiliations":[{"raw_affiliation_string":"School of Power and Mechanical Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079002529","display_name":"Yuwei He","orcid":"https://orcid.org/0000-0002-5005-5865"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuwei He","raw_affiliation_strings":["School of Power and Mechanical Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-5005-5865","affiliations":[{"raw_affiliation_string":"School of Power and Mechanical Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005044740","display_name":"Xiaosun Wang","orcid":"https://orcid.org/0000-0001-5870-990X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaosun Wang","raw_affiliation_strings":["School of Power and Mechanical Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-5870-990X","affiliations":[{"raw_affiliation_string":"School of Power and Mechanical Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100682228","display_name":"Shijing Wu","orcid":"https://orcid.org/0000-0002-9438-5487"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijing Wu","raw_affiliation_strings":["School of Power and Mechanical Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-9438-5487","affiliations":[{"raw_affiliation_string":"School of Power and Mechanical Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":2.2899,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.87988091,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"72","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9993000030517578,"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":0.9993000030517578,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9962999820709229,"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/ewma-chart","display_name":"EWMA chart","score":0.7692822217941284},{"id":"https://openalex.org/keywords/scada","display_name":"SCADA","score":0.7170016169548035},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6160316467285156},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5876713395118713},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5717750191688538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5511056780815125},{"id":"https://openalex.org/keywords/control-chart","display_name":"Control chart","score":0.5115398168563843},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5030860304832458},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43088364601135254},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.41862428188323975},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3841334879398346},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.37487271428108215},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3587619364261627},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26346856355667114},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13047325611114502},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11622157692909241}],"concepts":[{"id":"https://openalex.org/C74746147","wikidata":"https://www.wikidata.org/wiki/Q5324652","display_name":"EWMA chart","level":4,"score":0.7692822217941284},{"id":"https://openalex.org/C113863187","wikidata":"https://www.wikidata.org/wiki/Q17498","display_name":"SCADA","level":2,"score":0.7170016169548035},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6160316467285156},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5876713395118713},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5717750191688538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5511056780815125},{"id":"https://openalex.org/C196985124","wikidata":"https://www.wikidata.org/wiki/Q1369242","display_name":"Control chart","level":3,"score":0.5115398168563843},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5030860304832458},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43088364601135254},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.41862428188323975},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3841334879398346},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.37487271428108215},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3587619364261627},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26346856355667114},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13047325611114502},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11622157692909241},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2023.3284924","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2023.3284924","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8999999761581421,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G5368484009","display_name":null,"funder_award_id":"52075392","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W104184427","https://openalex.org/W581956982","https://openalex.org/W1986983672","https://openalex.org/W2064675550","https://openalex.org/W2076863095","https://openalex.org/W2086913204","https://openalex.org/W2097889655","https://openalex.org/W2131065845","https://openalex.org/W2194775991","https://openalex.org/W2521465978","https://openalex.org/W2591934927","https://openalex.org/W2747599906","https://openalex.org/W2766594298","https://openalex.org/W2800242827","https://openalex.org/W2897250207","https://openalex.org/W2922332726","https://openalex.org/W2942443328","https://openalex.org/W2944886257","https://openalex.org/W2953885557","https://openalex.org/W2971703624","https://openalex.org/W2981404897","https://openalex.org/W2994050370","https://openalex.org/W2999681686","https://openalex.org/W3000284383","https://openalex.org/W3017705806","https://openalex.org/W3043766109","https://openalex.org/W3092588609","https://openalex.org/W3128775465","https://openalex.org/W3136937830","https://openalex.org/W3173539742","https://openalex.org/W3194320491","https://openalex.org/W3201562791","https://openalex.org/W3202494336","https://openalex.org/W3212890323","https://openalex.org/W4225985093","https://openalex.org/W4239238902","https://openalex.org/W4285266041","https://openalex.org/W4307297610","https://openalex.org/W4321781319","https://openalex.org/W6604254268","https://openalex.org/W6616837769","https://openalex.org/W6687483927","https://openalex.org/W6769247497"],"related_works":["https://openalex.org/W4245271849","https://openalex.org/W2126524872","https://openalex.org/W4386867921","https://openalex.org/W4235019031","https://openalex.org/W2073944369","https://openalex.org/W3148338915","https://openalex.org/W3046553376","https://openalex.org/W2032320169","https://openalex.org/W2093112634","https://openalex.org/W2897440829"],"abstract_inverted_index":{"Condition":[0],"monitoring":[1,152],"of":[2,92,106,113,145],"wind":[3],"turbines":[4],"(WT)":[5],"is":[6,69,87,148,163],"a":[7,19],"crucial":[8],"task":[9],"to":[10,26,61,101,183],"ensure":[11],"efficient":[12],"and":[13,32,51,56,80,129,136,154],"safe":[14],"operations.":[15],"This":[16],"paper":[17],"proposes":[18],"novel":[20],"model,":[21],"interactive":[22,43,110],"spatio-temporal":[23,63,99],"network":[24,54,59],"(IST-Net),":[25],"extract":[27,62,98],"features":[28],"from":[29,118],"supervisory":[30],"control":[31,161],"data":[33,36,68,91,128],"acquisition":[34],"(SCADA)":[35],"effectively.":[37],"The":[38,95,139],"proposed":[39,173],"model":[40,86,125,174],"utilizes":[41],"an":[42,84],"learning":[44,111],"structure":[45],"that":[46,171],"combines":[47],"uniform":[48],"refine":[49],"long":[50],"short-term":[52],"memory":[53],"(URLSTM)":[55],"convolutional":[57],"neural":[58],"(CNN)":[60],"features.":[64],"Firstly,":[65],"the":[66,73,77,81,90,103,109,119,123,131,146,151,155,172],"SCADA":[67],"preprocessed":[70],"by":[71,89,108],"utilizing":[72],"missing":[74],"values":[75],"filling,":[76],"feature":[78],"selection,":[79],"normalization.":[82],"Secondly,":[83],"IST-Net":[85,96],"trained":[88,124],"healthy":[93],"state.":[94],"can":[97],"information":[100],"represent":[102],"operation":[104],"status":[105],"WT":[107],"process":[112],"two":[114],"isometric":[115],"sequences":[116],"split":[117],"original":[120],"sequence.":[121],"Finally,":[122],"receives":[126],"online":[127],"calculated":[130,149],"residual":[132,147],"between":[133],"true":[134],"value":[135],"predicted":[137],"value.":[138],"root":[140],"mean":[141],"squared":[142],"error":[143],"(RMSE)":[144],"as":[150],"indicator,":[153],"exponentially":[156],"weighted":[157],"moving":[158],"average":[159],"(EWMA)":[160],"chart":[162],"utilized":[164],"for":[165],"threshold":[166],"determination.":[167],"Experimental":[168],"results":[169],"reveal":[170],"has":[175],"better":[176],"capability":[177],"in":[178],"precise":[179],"anomaly":[180],"detection":[181],"compared":[182],"existing":[184],"methods.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
