{"id":"https://openalex.org/W3042726568","doi":"https://doi.org/10.1109/access.2020.3010066","title":"Attention-Based LSTM Network for Rotatory Machine Remaining Useful Life Prediction","display_name":"Attention-Based LSTM Network for Rotatory Machine Remaining Useful Life Prediction","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3042726568","doi":"https://doi.org/10.1109/access.2020.3010066","mag":"3042726568"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3010066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010066","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09143075.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09143075.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102011298","display_name":"Hao Zhang","orcid":"https://orcid.org/0000-0001-6223-6535"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["Graduate School, Air Force Engineering University, Xi\u2019an, China","Graduate School, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100611058","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0001-7408-1198"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066081421","display_name":"Siyu Shao","orcid":"https://orcid.org/0000-0003-3180-2180"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyu Shao","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112913364","display_name":"Tianlin Niu","orcid":"https://orcid.org/0009-0006-4720-1469"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianlin Niu","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025027033","display_name":"Xinyu Yang","orcid":"https://orcid.org/0000-0003-0481-4880"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Yang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102011298"],"corresponding_institution_ids":["https://openalex.org/I4210104252"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":9.818,"has_fulltext":true,"cited_by_count":121,"citation_normalized_percentile":{"value":0.98669785,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"132188","last_page":"132199"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.994700014591217,"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":0.994700014591217,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9334999918937683,"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/computer-science","display_name":"Computer science","score":0.7812155485153198},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7674416303634644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6979646682739258},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5923506617546082},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5305540561676025},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5252644419670105},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4794237017631531},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4391351640224457},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4296827018260956},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.41705119609832764}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7812155485153198},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7674416303634644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6979646682739258},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5923506617546082},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5305540561676025},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5252644419670105},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4794237017631531},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4391351640224457},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4296827018260956},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.41705119609832764},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3010066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010066","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09143075.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:293c901192d34b3b8e9d22868e7ad1dd","is_oa":true,"landing_page_url":"https://doaj.org/article/293c901192d34b3b8e9d22868e7ad1dd","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 132188-132199 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3010066","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010066","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09143075.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","score":0.5099999904632568,"display_name":"Responsible consumption and production"}],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7734498794","display_name":null,"funder_award_id":"61372033","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3042726568.pdf","grobid_xml":"https://content.openalex.org/works/W3042726568.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1597576211","https://openalex.org/W2001962715","https://openalex.org/W2013821261","https://openalex.org/W2064675550","https://openalex.org/W2106544870","https://openalex.org/W2463813940","https://openalex.org/W2590288147","https://openalex.org/W2593519057","https://openalex.org/W2612904117","https://openalex.org/W2737897717","https://openalex.org/W2744632264","https://openalex.org/W2745461083","https://openalex.org/W2745946363","https://openalex.org/W2772084711","https://openalex.org/W2773549135","https://openalex.org/W2791779647","https://openalex.org/W2797421550","https://openalex.org/W2805330622","https://openalex.org/W2808499362","https://openalex.org/W2808622270","https://openalex.org/W2810292802","https://openalex.org/W2883085683","https://openalex.org/W2883525675","https://openalex.org/W2884552531","https://openalex.org/W2887782657","https://openalex.org/W2894196255","https://openalex.org/W2900063678","https://openalex.org/W2904460913","https://openalex.org/W2919115771","https://openalex.org/W2920873208","https://openalex.org/W2956467153","https://openalex.org/W2962878352","https://openalex.org/W2989818023","https://openalex.org/W6750130130"],"related_works":["https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2382213751","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2354715126","https://openalex.org/W2388563748","https://openalex.org/W2375179084","https://openalex.org/W2366646518","https://openalex.org/W1996690921"],"abstract_inverted_index":{"As":[0],"one":[1],"of":[2,22,28,34,48,65,130,143,151,157,165,170],"the":[3,23,46,88,94,128,131,141,147,154,161,168,182,196],"key":[4],"components":[5],"in":[6,15,53,74,146],"mechanical":[7,40],"systems,":[8],"rotatory":[9,29,66,171],"machine":[10,30,50,67,172,198],"plays":[11],"a":[12,59],"significant":[13],"role":[14],"safe":[16],"and":[17,37,100,126,160,190],"stable":[18],"operation.":[19],"Accurate":[20],"prediction":[21,61,193],"Remaining":[24],"Useful":[25],"Life":[26],"(RUL)":[27],"contributes":[31],"to":[32,44,83,118,138],"realization":[33],"intelligent":[35],"operation":[36],"maintenance":[38],"for":[39,63,185],"manufacturing.":[41],"In":[42,92],"order":[43],"overcome":[45],"limitations":[47],"traditional":[49,197],"learning":[51,71,199],"algorithms":[52],"dealing":[54],"with":[55,110],"complex":[56],"nonlinear":[57],"signals,":[58],"novel":[60],"framework":[62,96],"RUL":[64,102,169,186],"based":[68],"on":[69],"deep":[70],"is":[72,81,115,136,188],"proposed":[73,95,183],"this":[75],"paper.":[76],"One-dimensional":[77],"convolutional":[78],"neural":[79],"network":[80,109],"utilized":[82],"extract":[84,119],"local":[85],"features":[86,122],"from":[87],"original":[89],"signal":[90,149],"sequence.":[91],"addition,":[93],"analyzes":[97],"sensor":[98],"signals":[99],"predicts":[101],"by":[103,124],"combining":[104],"Long":[105],"Short-Term":[106],"Memory":[107],"(LSTM)":[108],"attention":[111,134,166],"mechanism.":[112],"Multi-layer":[113],"LSTM":[114,159],"set":[116],"up":[117],"useful":[120],"temporal":[121],"layer":[123,125],"improve":[127],"robustness":[129],"model,":[132],"while":[133],"mechanism":[135],"able":[137],"effectively":[139],"solve":[140],"problem":[142],"information":[144],"loss":[145],"long-distance":[148],"transmission":[150],"LSTM.":[152],"Through":[153],"feature":[155],"extraction":[156],"multi-layer":[158],"strong":[162],"supervision":[163],"ability":[164],"mechanism,":[167],"can":[173],"be":[174],"accurately":[175],"predicted.":[176],"The":[177],"experimental":[178],"results":[179],"show":[180],"that":[181],"method":[184],"estimation":[187],"efficient":[189],"has":[191],"higher":[192],"accuracy":[194],"than":[195],"algorithms.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":28},{"year":2023,"cited_by_count":25},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}