{"id":"https://openalex.org/W4321770463","doi":"https://doi.org/10.1109/jetcas.2023.3248642","title":"Time Series-Based Sensor Selection and Lightweight Neural Architecture Search for RUL Estimation in Future Industry 4.0","display_name":"Time Series-Based Sensor Selection and Lightweight Neural Architecture Search for RUL Estimation in Future Industry 4.0","publication_year":2023,"publication_date":"2023-02-24","ids":{"openalex":"https://openalex.org/W4321770463","doi":"https://doi.org/10.1109/jetcas.2023.3248642"},"language":"en","primary_location":{"id":"doi:10.1109/jetcas.2023.3248642","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jetcas.2023.3248642","pdf_url":null,"source":{"id":"https://openalex.org/S142323794","display_name":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems","issn_l":"2156-3357","issn":["2156-3357","2156-3365"],"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 Journal on Emerging and Selected Topics in Circuits and Systems","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/A5045156194","display_name":"MP Pavan Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pavan Kumar Mp","raw_affiliation_strings":["Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-9003-5669","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043934718","display_name":"Zi-Jie Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Zi-Jie Gao","raw_affiliation_strings":["Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088517936","display_name":"Kun-Chih Chen","orcid":"https://orcid.org/0000-0002-8908-468X"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Chih Chen","raw_affiliation_strings":["Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-8908-468X","affiliations":[{"raw_affiliation_string":"Institute of Electronics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4093,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88365912,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":"2","first_page":"514","last_page":"523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9983000159263611,"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":0.9983000159263611,"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/T13928","display_name":"Advanced Sensor Technologies Research","score":0.9851999878883362,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9758999943733215,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5898921489715576},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5133928060531616},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.4993927478790283},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4617948532104492},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4616132974624634},{"id":"https://openalex.org/keywords/modular-neural-network","display_name":"Modular neural network","score":0.456781268119812},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4558292031288147},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4372008442878723},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.4272569417953491},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.4206584095954895},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35520440340042114},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.35508841276168823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3350575566291809},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16740402579307556},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.10676759481430054}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5898921489715576},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5133928060531616},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4993927478790283},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4617948532104492},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4616132974624634},{"id":"https://openalex.org/C2781121602","wikidata":"https://www.wikidata.org/wiki/Q3504403","display_name":"Modular neural network","level":4,"score":0.456781268119812},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4558292031288147},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4372008442878723},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.4272569417953491},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.4206584095954895},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35520440340042114},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35508841276168823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3350575566291809},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16740402579307556},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.10676759481430054},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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/jetcas.2023.3248642","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jetcas.2023.3248642","pdf_url":null,"source":{"id":"https://openalex.org/S142323794","display_name":"IEEE Journal on Emerging and Selected Topics in Circuits and Systems","issn_l":"2156-3357","issn":["2156-3357","2156-3365"],"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 Journal on Emerging and Selected Topics in Circuits and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1191726715","display_name":null,"funder_award_id":"NSTC 110-2221-E-110-026-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G7752188147","display_name":null,"funder_award_id":"NSTC 111-2628-E-110-011-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W868593261","https://openalex.org/W2025875566","https://openalex.org/W2045186954","https://openalex.org/W2063978378","https://openalex.org/W2110787940","https://openalex.org/W2135046866","https://openalex.org/W2203091266","https://openalex.org/W2247512861","https://openalex.org/W2316060816","https://openalex.org/W2415594836","https://openalex.org/W2471161958","https://openalex.org/W2544905596","https://openalex.org/W2553303224","https://openalex.org/W2566079294","https://openalex.org/W2608595939","https://openalex.org/W2612904117","https://openalex.org/W2690485866","https://openalex.org/W2744067593","https://openalex.org/W2773549135","https://openalex.org/W2791632718","https://openalex.org/W2889809771","https://openalex.org/W2904557656","https://openalex.org/W2909823287","https://openalex.org/W2910981958","https://openalex.org/W2922295072","https://openalex.org/W2943909972","https://openalex.org/W2963821229","https://openalex.org/W2963982496","https://openalex.org/W6718212895","https://openalex.org/W6729956949","https://openalex.org/W6736610077","https://openalex.org/W6740076056","https://openalex.org/W6760904177"],"related_works":["https://openalex.org/W4256576576","https://openalex.org/W3090384609","https://openalex.org/W2380784125","https://openalex.org/W1997711767","https://openalex.org/W2810025138","https://openalex.org/W4387885766","https://openalex.org/W4386543887","https://openalex.org/W2344475471","https://openalex.org/W4396645692","https://openalex.org/W2765894738"],"abstract_inverted_index":{"Industry":[0],"4.0":[1],"is":[2,20,81],"the":[3,23,44,61,89,99,110,125,138,155,169,174,184,189,196,199,206,217,220,226,236,245],"current":[4,90],"development":[5],"trend":[6],"in":[7,159],"manufacturing":[8],"technology.":[9],"Regarding":[10],"prognostic":[11],"and":[12,129,140,182,234],"health":[13],"management":[14],"(PHM)":[15],"systems,":[16],"a":[17,29,65,146],"major":[18],"task":[19],"to":[21,43,59,98,114,136,153,187,211,232,241],"predict":[22],"remaining":[24],"useful":[25],"life":[26],"(RUL)":[27],"of":[28,47,68,85,157,191,228],"machine.":[30],"To":[31,102,167],"have":[32,56],"precise":[33],"RUL":[34,69,165,192],"information,":[35],"massive":[36],"sensors":[37,63],"should":[38],"be":[39],"involved,":[40],"which":[41,80],"leads":[42],"dramatic":[45],"cost":[46],"sensor":[48,53,94,120,201],"network":[49,162],"construction.":[50],"Therefore,":[51,88],"many":[52],"selection":[54,121,202],"methods":[55],"been":[57],"proposed":[58,170,200,221],"remove":[60],"redundant":[62],"under":[64],"certain":[66],"constraint":[67],"estimation.":[70,166,193],"However,":[71],"those":[72],"approaches":[73],"do":[74],"not":[75],"consider":[76],"time-series":[77,111],"sensing":[78,112],"data,":[79],"an":[82,116],"intrinsic":[83],"feature":[84],"mechanical":[86],"signals.":[87],"research":[91],"suffers":[92],"from":[93],"under-killing":[95],"problems":[96],"due":[97],"pessimistic":[100],"consideration.":[101],"solve":[103],"this":[104,106],"problem,":[105],"work":[107],"first":[108],"considers":[109],"data":[113],"propose":[115,145],"integrated":[117],"group-based":[118],"valuable":[119],"algorithm":[122],"by":[123,209,230,239],"using":[124],"Least":[126],"Absolute":[127],"Shrinkage":[128],"Selection":[130],"Operator":[131],"(LASSO)":[132],"property.":[133],"In":[134],"addition,":[135],"reduce":[137,154,205,225,235],"computing":[139],"hardware":[141],"overhead,":[142],"we":[143,172],"further":[144,164],"heuristic":[147],"neural":[148,161],"architecture":[149],"search":[150],"(NAS)":[151],"method":[152,203,223],"number":[156,227],"neurons":[158,229],"each":[160],"for":[163],"verify":[168],"approaches,":[171],"use":[173],"Commercial":[175],"Modular":[176],"Aero-Propulsion":[177],"System":[178],"Simulation":[179],"(C-MAPSS)":[180],"dataset":[181],"utilize":[183],"PHM":[185,207,237],"score":[186,208,238],"evaluate":[188],"performance":[190],"Compared":[194],"with":[195,213,244],"conventional":[197],"methods,":[198],"can":[204,224],"9%":[210],"99%":[212],"fewer":[214],"sensors.":[215],"On":[216],"other":[218],"hand,":[219],"NAS":[222,247],"86%":[231],"89%":[233],"17%":[240],"79%":[242],"compared":[243],"traditional":[246],"approaches.":[248]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}