{"id":"https://openalex.org/W4400189166","doi":"https://doi.org/10.1109/iccc62069.2024.10569235","title":"Optimizing Remaining Useful Life Prediction: A Feature Engineering Approach","display_name":"Optimizing Remaining Useful Life Prediction: A Feature Engineering Approach","publication_year":2024,"publication_date":"2024-05-22","ids":{"openalex":"https://openalex.org/W4400189166","doi":"https://doi.org/10.1109/iccc62069.2024.10569235"},"language":"en","primary_location":{"id":"doi:10.1109/iccc62069.2024.10569235","doi":"https://doi.org/10.1109/iccc62069.2024.10569235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccc62069.2024.10569235","pdf_url":null,"source":{"id":"https://openalex.org/S4306418969","display_name":"International Carpathian Control Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Carpathian Control Conference (ICCC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5038804231","display_name":"Pawe\u0142 Knap","orcid":"https://orcid.org/0000-0002-1866-8514","observed_orcids":["https://orcid.org/0000-0002-1866-8514"]},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Pawel Knap","raw_affiliation_strings":["AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099777523","display_name":"Urszula Jachymczyk","orcid":"https://orcid.org/0009-0004-2071-6708","observed_orcids":["https://orcid.org/0009-0004-2071-6708"]},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Urszula Jachymczyk","raw_affiliation_strings":["AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045473937","display_name":"Krzysztof Lalik","orcid":"https://orcid.org/0000-0003-4277-9801","observed_orcids":["https://orcid.org/0000-0003-4277-9801"]},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krzysztof Lalik","raw_affiliation_strings":["AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AGH University of Krakow,Faculty of Mechanical Engineering and Robotics,Krakow,Poland","institution_ids":["https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I686019"],"apc_list":null,"apc_paid":null,"fwci":2.5878,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.90721285,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"05"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9976000189781189,"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":0.9976000189781189,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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":9.999999747378752e-05,"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/remaining-useful-life-prediction","display_name":"remaining useful life prediction","score":1.0},{"id":"https://openalex.org/keywords/prognostics-and-health-management","display_name":"prognostics and health management","score":0.921999990940094},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.7900000214576721},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"dimensionality reduction","score":0.949999988079071},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.9990000128746033},{"id":"https://openalex.org/keywords/bearing-degradation","display_name":"bearing degradation","score":0.6539999842643738},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"condition monitoring","score":0.6489999890327454},{"id":"https://openalex.org/keywords/maintenance-optimization","display_name":"maintenance optimization","score":0.6790000200271606},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"curse of dimensionality","score":0.6579999923706055}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6392782926559448},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.5840768218040466},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5550435781478882},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.407680869102478},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3997812271118164},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.08290863037109375},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccc62069.2024.10569235","doi":"https://doi.org/10.1109/iccc62069.2024.10569235","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccc62069.2024.10569235","pdf_url":null,"source":{"id":"https://openalex.org/S4306418969","display_name":"International Carpathian Control Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Carpathian Control Conference (ICCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1519307815","https://openalex.org/W1587559447","https://openalex.org/W2101234009","https://openalex.org/W2333921739","https://openalex.org/W2396076036","https://openalex.org/W2586733088","https://openalex.org/W2603225712","https://openalex.org/W2999905431","https://openalex.org/W3007383173","https://openalex.org/W3038588235","https://openalex.org/W3123450419","https://openalex.org/W3184753900","https://openalex.org/W4285122149","https://openalex.org/W4362512845","https://openalex.org/W6679697903"],"related_works":["https://openalex.org/W4312641439","https://openalex.org/W2510860466","https://openalex.org/W4288784952","https://openalex.org/W2998243119","https://openalex.org/W4399916522","https://openalex.org/W7154417293","https://openalex.org/W4408811747","https://openalex.org/W4391381959","https://openalex.org/W7106853775","https://openalex.org/W2017659646"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"techniques":[2,150],"have":[3,141],"recently":[4],"brought":[5],"many":[6],"improvements":[7],"in":[8,194],"the":[9,55,100,108,121,136,145,179],"field":[10],"of":[11,23,57,72,103,118,123,138,144,164],"machine's":[12],"Prognostics":[13],"and":[14,38,91],"Health":[15],"Management":[16],"(PHM).":[17],"The":[18,70],"main":[19],"objectives":[20],"include":[21],"identification":[22],"degradation":[24],"patterns":[25],"indicating":[26],"potential":[27],"issues,":[28],"forecasting":[29],"Remaining":[30],"Useful":[31],"Life":[32],"(RUL),":[33],"optimizing":[34],"under-taking":[35],"maintenance":[36],"actions,":[37],"minimizing":[39],"downtime.":[40],"In":[41],"this":[42,199],"paper,":[43],"we":[44],"focused":[45],"on":[46,82],"creating":[47],"a":[48,60,83,161],"successful":[49],"RUL":[50,169],"model,":[51],"which":[52,105,134,156],"allows":[53],"predicting":[54],"amount":[56],"time":[58],"when":[59,110],"machine,":[61],"or":[62],"its":[63],"element,":[64],"will":[65],"function":[66],"effectively":[67],"before":[68],"failure.":[69],"success":[71],"such":[73],"an":[74,195],"intelligent":[75],"health":[76],"assessment":[77],"model":[78],"depends":[79],"not":[80],"only":[81],"chosen":[84,142],"algorithm":[85],"but":[86],"also":[87],"thorough":[88],"data":[89,158,167],"preprocessing":[90],"feature":[92],"selection.":[93],"Dimensionality":[94],"reduction":[95,149],"algorithms":[96],"can":[97],"help":[98],"prevent":[99],"so-called":[101],"\u2018curse":[102],"dimensionality,\u2019":[104],"refers":[106],"to":[107,160,181,188],"challenges":[109],"working":[111],"with":[112],"high-dimensional":[113],"data.":[114],"A":[115],"large":[116],"number":[117,163],"features":[119],"create":[120],"risk":[122],"being":[124],"very":[125],"sparse,":[126],"instances":[127],"are":[128],"far":[129],"away":[130],"from":[131],"each":[132],"other,":[133],"affects":[135],"reliability":[137],"predictions.":[139],"We":[140],"one":[143],"most":[146],"popular":[147],"dimensionality":[148],"-":[151],"Principal":[152],"Component":[153],"Analysis":[154],"(PCA),":[155],"projects":[157],"down":[159],"determined":[162],"dimensions.":[165],"Gathering":[166],"for":[168,198],"is":[170],"quite":[171],"challenging":[172],"because":[173],"it":[174,184],"requires":[175],"measurements":[176],"while":[177],"running":[178],"machine":[180],"failure;":[182],"therefore,":[183],"has":[185],"been":[186],"decided":[187],"use":[189],"bearing":[190],"open-source":[191],"dataset":[192],"prepared":[193],"environment":[196],"well-adjusted":[197],"demanding":[200],"task.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-07-02T00:00:00"}