{"id":"https://openalex.org/W4412444965","doi":"https://doi.org/10.1109/tim.2025.3588985","title":"Remaining Useful Life Prediction Using Multiobjective Evolutionary Deep Networks for Electromechanical Actuator","display_name":"Remaining Useful Life Prediction Using Multiobjective Evolutionary Deep Networks for Electromechanical Actuator","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412444965","doi":"https://doi.org/10.1109/tim.2025.3588985"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3588985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3588985","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/A5100412278","display_name":"Yujie Zhang","orcid":"https://orcid.org/0000-0002-4375-0149"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Zhang","raw_affiliation_strings":["College of Electrical Engineering, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-4375-0149","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102297884","display_name":"Yuxuan Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Xie","raw_affiliation_strings":["College of Electrical Engineering, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0009-0007-3237-4372","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087555267","display_name":"Mingyang Du","orcid":"https://orcid.org/0009-0005-3867-7222"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyang Du","raw_affiliation_strings":["College of Electrical Engineering, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0009-0005-3867-7222","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101754601","display_name":"Qiang Miao","orcid":"https://orcid.org/0000-0002-8879-7266"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Miao","raw_affiliation_strings":["College of Electrical Engineering, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-8879-7266","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.7127,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.90457689,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9708999991416931,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9708999991416931,"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/T14474","display_name":"Industrial Technology and Control Systems","score":0.9537000060081482,"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/actuator","display_name":"Actuator","score":0.7302678823471069},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5340914130210876},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4990091323852539},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4800187647342682},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.343267560005188},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3291853070259094},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.10882630944252014}],"concepts":[{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.7302678823471069},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5340914130210876},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4990091323852539},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4800187647342682},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.343267560005188},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3291853070259094},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.10882630944252014}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3588985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3588985","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":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G1661629573","display_name":null,"funder_award_id":"62303335","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8189763053","display_name":null,"funder_award_id":"2022M712234","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2056700529","https://openalex.org/W2095947529","https://openalex.org/W2463813940","https://openalex.org/W2588480899","https://openalex.org/W2801508504","https://openalex.org/W2807490715","https://openalex.org/W2895298874","https://openalex.org/W2905189977","https://openalex.org/W3004633656","https://openalex.org/W3006040784","https://openalex.org/W3006585575","https://openalex.org/W3035971798","https://openalex.org/W3039311102","https://openalex.org/W3090238656","https://openalex.org/W3090302384","https://openalex.org/W3116078201","https://openalex.org/W3120920550","https://openalex.org/W3186587609","https://openalex.org/W3201516250","https://openalex.org/W4213310304","https://openalex.org/W4213387260","https://openalex.org/W4223464526","https://openalex.org/W4283367104","https://openalex.org/W4293704623","https://openalex.org/W4296437792","https://openalex.org/W4297094618","https://openalex.org/W4304142250","https://openalex.org/W4313398126","https://openalex.org/W4321016408","https://openalex.org/W4353055419","https://openalex.org/W4377695532","https://openalex.org/W4383112531","https://openalex.org/W4385872409","https://openalex.org/W4388469859","https://openalex.org/W4392114239","https://openalex.org/W4396632208","https://openalex.org/W4396680481","https://openalex.org/W4400312677","https://openalex.org/W4400748616","https://openalex.org/W4401066983","https://openalex.org/W4401163837","https://openalex.org/W4402604430","https://openalex.org/W4402898796","https://openalex.org/W4407723216"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W1560122427","https://openalex.org/W3041827036","https://openalex.org/W1993493607","https://openalex.org/W2021957875","https://openalex.org/W2802808995","https://openalex.org/W2787833928"],"abstract_inverted_index":{"Electro-Mechanical":[0],"Actuators":[1],"(EMA),":[2],"vital":[3],"in":[4,40],"contemporary":[5],"aircraft":[6],"for":[7,15,67,114,144],"landing":[8],"gear":[9],"and":[10,43,80,87,110],"servo":[11],"systems,":[12],"are":[13,85],"pivotal":[14],"flight":[16],"safety.":[17],"Ensuring":[18],"their":[19],"safety":[20],"involves":[21],"exploring":[22],"Remaining":[23],"Useful":[24],"Life":[25],"(RUL)":[26],"prediction":[27,35,69,92,113],"methods.":[28],"However,":[29],"current":[30],"research":[31],"on":[32,95],"EMA":[33],"RUL":[34,68,83,91,112,147],"methods":[36],"faces":[37],"with":[38,58,137],"challenges":[39],"balancing":[41],"accuracy":[42,51],"computational":[44,54,139],"complexity,":[45,140],"leading":[46],"to":[47],"issues":[48],"like":[49],"low":[50],"or":[52],"high":[53],"complexity.":[55],"To":[56],"deal":[57],"above":[59],"challenges,":[60],"this":[61],"paper":[62],"presents":[63],"a":[64,76,90],"novel":[65],"method":[66,134],"using":[70,103],"Multi-objective":[71],"Evolutionary":[72],"Deep":[73,96],"Networks.":[74],"Initially,":[75],"Health":[77],"Indicator":[78],"(HI)":[79],"its":[81],"corresponding":[82],"label":[84],"selected":[86],"constructed.":[88],"Subsequently,":[89],"framework":[93],"based":[94],"Networks":[97],"is":[98,101],"established.":[99],"Optimization":[100],"implemented":[102],"non-dominated":[104],"sorting":[105],"genetic":[106],"algorithm-II,":[107],"facilitating":[108],"accurate":[109],"efficient":[111],"EMA.":[115,149],"Experiment":[116],"results,":[117],"utilizing":[118],"the":[119,129,132,146],"dataset":[120],"from":[121],"NASA":[122],"Flyable":[123],"Electro-mechanical":[124],"Actuator":[125],"test":[126],"stand,":[127],"demonstrate":[128],"superiority":[130],"of":[131,148],"proposed":[133],"over":[135],"alternatives,":[136],"reduced":[138],"rendering":[141],"it":[142],"suitable":[143],"predicting":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
