{"id":"https://openalex.org/W4407774563","doi":"https://doi.org/10.1145/3711129.3711343","title":"A hybrid model for turbofan engines RUL prediction based on multi-feature Fusion","display_name":"A hybrid model for turbofan engines RUL prediction based on multi-feature Fusion","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4407774563","doi":"https://doi.org/10.1145/3711129.3711343"},"language":"en","primary_location":{"id":"doi:10.1145/3711129.3711343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711129.3711343","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711129.3711343?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3711129.3711343?download=true","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074905992","display_name":"Ping Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ping Yu","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049102149","display_name":"HuanHuan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haonian Wang","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034588372","display_name":"Jie Cao","orcid":"https://orcid.org/0009-0004-6443-2416"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Cao","raw_affiliation_strings":["College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, Gansu, China","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5074905992"],"corresponding_institution_ids":["https://openalex.org/I22716506"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34520029,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1267","last_page":"1272"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9933000206947327,"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":0.9933000206947327,"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":0.9923999905586243,"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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/turbofan","display_name":"Turbofan","score":0.9388766884803772},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.608655571937561},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5397753119468689},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5321024656295776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3512347936630249},{"id":"https://openalex.org/keywords/automotive-engineering","display_name":"Automotive engineering","score":0.2615557312965393},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19240862131118774}],"concepts":[{"id":"https://openalex.org/C110050840","wikidata":"https://www.wikidata.org/wiki/Q654051","display_name":"Turbofan","level":2,"score":0.9388766884803772},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.608655571937561},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5397753119468689},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5321024656295776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3512347936630249},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.2615557312965393},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19240862131118774},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3711129.3711343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711129.3711343","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711129.3711343?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3711129.3711343","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3711129.3711343","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3711129.3711343?download=true","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407774563.pdf"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2591055632","https://openalex.org/W2917169831","https://openalex.org/W3004701100","https://openalex.org/W3093656051","https://openalex.org/W3182506373","https://openalex.org/W4225116077","https://openalex.org/W4298325860"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4233568029","https://openalex.org/W2967774773","https://openalex.org/W3166075233","https://openalex.org/W2373556961","https://openalex.org/W2375127734","https://openalex.org/W4386141271","https://openalex.org/W2074007942"],"abstract_inverted_index":{"In":[0],"order":[1],"to":[2,63,73,91,127,150],"solve":[3],"the":[4,93,101,118,135,141],"problems":[5],"such":[6],"as":[7],"insufficient":[8],"temporal":[9,66],"series":[10],"feature":[11,18,122],"extraction,":[12],"suboptimal":[13],"performance":[14],"of":[15,95,103,134],"single":[16,29],"type":[17],"types":[19],"in":[20,31],"prediction,":[21,36,116],"and":[22,26,68,99,121,147],"inadequate":[23],"fault":[24,50,97],"capture":[25,75],"generalization":[27],"by":[28],"models":[30],"remaining":[32],"useful":[33],"life":[34],"(RUL)":[35],"this":[37],"paper":[38],"proposes":[39],"a":[40,56,80,109],"multi-feature":[41,81],"fusion":[42,82],"based":[43],"on":[44],"hybrid":[45],"model":[46,111,120,124],"for":[47,114],"aircraft":[48,104],"engine":[49,105],"prediction.":[51,107],"This":[52],"method":[53,137],"initially":[54],"employs":[55],"bidirectional":[57],"long":[58],"short-term":[59],"memory":[60],"network":[61],"(Bi-LSTM)":[62],"extract":[64],"deep":[65],"features,":[67],"introduces":[69],"an":[70],"attention":[71],"mechanism":[72],"precisely":[74],"highly":[76],"influential":[77],"features.":[78],"Secondly,":[79],"framework":[83],"is":[84,112,138],"proposed,":[85],"which":[86],"integrates":[87],"representative":[88],"handcrafted":[89],"features":[90],"enhance":[92],"representation":[94],"complex":[96],"degradation":[98],"improve":[100],"accuracy":[102,146],"RUL":[106],"Finally,":[108],"GRU":[110],"used":[113],"regression":[115],"with":[117],"prediction":[119],"extraction":[123],"operating":[125],"independently":[126],"further":[128],"boost":[129],"overall":[130],"performance.":[131],"The":[132],"effectiveness":[133],"proposed":[136],"validated":[139],"using":[140],"C-MAPSS":[142],"datasets,":[143],"demonstrating":[144],"superior":[145],"stability":[148],"compared":[149],"existing":[151],"methods.":[152]},"counts_by_year":[],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-10-10T00:00:00"}