{"id":"https://openalex.org/W3166292820","doi":"https://doi.org/10.1109/cscwd49262.2021.9437836","title":"An Aero-Engine RUL Prediction Method Based on VAE-GAN","display_name":"An Aero-Engine RUL Prediction Method Based on VAE-GAN","publication_year":2021,"publication_date":"2021-05-05","ids":{"openalex":"https://openalex.org/W3166292820","doi":"https://doi.org/10.1109/cscwd49262.2021.9437836","mag":"3166292820"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd49262.2021.9437836","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd49262.2021.9437836","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5066130866","display_name":"Yuhuai Peng","orcid":"https://orcid.org/0000-0001-9343-5377"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhuai Peng","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039410880","display_name":"Xiangpeng Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangpeng Pan","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103036115","display_name":"Shoubin Wang","orcid":"https://orcid.org/0000-0002-9540-7545"},"institutions":[{"id":"https://openalex.org/I4210166112","display_name":"State Key Laboratory of Remote Sensing Science","ror":"https://ror.org/05wzjqa24","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210166112"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shoubin Wang","raw_affiliation_strings":["Beijing Institute of Remote Sensing Information, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Institute of Remote Sensing Information, Beijing, China","institution_ids":["https://openalex.org/I4210166112"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062668398","display_name":"Chenlu Wang","orcid":"https://orcid.org/0000-0003-0232-3447"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenlu Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101670958","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0002-3914-2466"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014956557","display_name":"Jingjing Wu","orcid":"https://orcid.org/0000-0002-3818-4277"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Wu","raw_affiliation_strings":["College of Computer Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.934,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.71324571,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"953","last_page":"957"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13928","display_name":"Advanced Sensor Technologies Research","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T13928","display_name":"Advanced Sensor Technologies Research","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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":0.9851999878883362,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9842000007629395,"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/prognostics","display_name":"Prognostics","score":0.8806935548782349},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.678344190120697},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.622454822063446},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5530312657356262},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.5144622325897217},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.460171639919281},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40904051065444946},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40162181854248047},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.35067281126976013}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.8806935548782349},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.678344190120697},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.622454822063446},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5530312657356262},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.5144622325897217},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.460171639919281},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40904051065444946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40162181854248047},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.35067281126976013},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd49262.2021.9437836","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd49262.2021.9437836","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 24th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4159086256","display_name":null,"funder_award_id":"N171612014,N170308028,N180708009","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4570443332","display_name":null,"funder_award_id":"61871107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7230720084","display_name":null,"funder_award_id":"20180105","funder_id":"https://openalex.org/F4320326497","funder_display_name":"China Academy of Space Technology"},{"id":"https://openalex.org/G950554376","display_name":null,"funder_award_id":"2018YFB1701600","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326497","display_name":"China Academy of Space Technology","ror":"https://ror.org/025397a59"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1967116388","https://openalex.org/W2030166992","https://openalex.org/W2114106396","https://openalex.org/W2341207936","https://openalex.org/W2558869916","https://openalex.org/W2599485857","https://openalex.org/W2943311011","https://openalex.org/W2974401122","https://openalex.org/W2998564532","https://openalex.org/W3001566134","https://openalex.org/W3004144479","https://openalex.org/W3021972511","https://openalex.org/W3035245013","https://openalex.org/W3048160986","https://openalex.org/W6772966073"],"related_works":["https://openalex.org/W2310476526","https://openalex.org/W3213192587","https://openalex.org/W2144291498","https://openalex.org/W2535730979","https://openalex.org/W3193475673","https://openalex.org/W2370073012","https://openalex.org/W4386567722","https://openalex.org/W2168646784","https://openalex.org/W2965730886","https://openalex.org/W2030958945"],"abstract_inverted_index":{"As":[0,80],"an":[1],"important":[2],"index":[3],"of":[4,14,22,76,91],"aero-engine,":[5],"Remaining":[6],"Useful":[7],"Life":[8],"(RUL)":[9],"is":[10,50,69,87,99,118,133],"the":[11,18,74,77,83,88,102,111,115,126,129],"key":[12],"content":[13],"prediction.":[15,124],"Due":[16],"to":[17,135],"good":[19],"generation":[20,40],"characteristics":[21],"Variational":[23],"Auto-encoder":[24],"(VAE)":[25],"and":[26,65,120],"Generation":[27],"Adversarial":[28],"Network":[29,58],"(GAN)":[30],"networks,":[31],"this":[32,86],"paper":[33],"proposes":[34],"a":[35],"Health":[36,95],"Index":[37],"(HI)":[38],"curve":[39],"method":[41],"based":[42],"on":[43,101],"VAE-GAN.":[44],"After":[45],"that,":[46],"sensor":[47],"sequence":[48],"prediction":[49,68,138],"carried":[51,70],"out":[52,71],"through":[53],"Bidirectional":[54],"Long":[55],"Short-Term":[56],"Memory":[57],"(BLSTM).":[59],"The":[60],"two":[61,78],"networks":[62],"are":[63],"parallel,":[64],"then":[66],"RUL":[67,123,137],"by":[72,140],"synthesizing":[73],"data":[75],"networks.":[79],"far":[81],"as":[82],"author":[84],"knows,":[85],"first":[89],"use":[90],"VAE-GAN":[92,116],"in":[93,122],"Prognostics":[94],"Management":[96],"(PHM).":[97],"It":[98],"verified":[100],"Commercial":[103],"Modular":[104],"Aero-Propulsion":[105],"System":[106],"Simulation":[107],"(C-MAPSS)":[108],"dataset.":[109],"Finally,":[110],"results":[112],"show":[113],"that":[114],"network":[117,132],"effective":[119],"superior":[121,134],"At":[125],"same":[127],"time,":[128],"proposed":[130],"parallel":[131],"other":[136],"methods":[139],"generating":[141],"HI":[142],"curves.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}