{"id":"https://openalex.org/W4415974680","doi":"https://doi.org/10.1016/j.procs.2025.09.300","title":"Multi-Objective Feature Selection for Prognostics and Health Management Applications","display_name":"Multi-Objective Feature Selection for Prognostics and Health Management Applications","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415974680","doi":"https://doi.org/10.1016/j.procs.2025.09.300"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2025.09.300","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.300","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2025.09.300","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041657497","display_name":"Fabian Wagner","orcid":"https://orcid.org/0000-0002-5964-6485"},"institutions":[{"id":"https://openalex.org/I4210136950","display_name":"Hochschule Aalen","ror":"https://ror.org/04gg60e72","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210136950"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Fabian Wagner","raw_affiliation_strings":["Aalen University of Applied Sciences, Faculty of Electronics and Computer Science, 73430 Aalen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalen University of Applied Sciences, Faculty of Electronics and Computer Science, 73430 Aalen, Germany","institution_ids":["https://openalex.org/I4210136950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054848067","display_name":"Akash Mangaluru Ramananda","orcid":"https://orcid.org/0000-0002-1443-9343"},"institutions":[{"id":"https://openalex.org/I4210136950","display_name":"Hochschule Aalen","ror":"https://ror.org/04gg60e72","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210136950"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Akash Mangaluru Ramananda","raw_affiliation_strings":["Aalen University of Applied Sciences, Institute for Drive Technology, 73430 Aalen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalen University of Applied Sciences, Institute for Drive Technology, 73430 Aalen, Germany","institution_ids":["https://openalex.org/I4210136950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077752598","display_name":"Markus Kley","orcid":"https://orcid.org/0000-0003-4061-0797"},"institutions":[{"id":"https://openalex.org/I4210136950","display_name":"Hochschule Aalen","ror":"https://ror.org/04gg60e72","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210136950"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Kley","raw_affiliation_strings":["Aalen University of Applied Sciences, Institute for Drive Technology, 73430 Aalen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalen University of Applied Sciences, Institute for Drive Technology, 73430 Aalen, Germany","institution_ids":["https://openalex.org/I4210136950"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053445565","display_name":"Marcus Liebschner","orcid":"https://orcid.org/0000-0002-1387-1214"},"institutions":[{"id":"https://openalex.org/I4210136950","display_name":"Hochschule Aalen","ror":"https://ror.org/04gg60e72","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210136950"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marcus Liebschner","raw_affiliation_strings":["Aalen University of Applied Sciences, Faculty of Electronics and Computer Science, 73430 Aalen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aalen University of Applied Sciences, Faculty of Electronics and Computer Science, 73430 Aalen, Germany","institution_ids":["https://openalex.org/I4210136950"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041657497"],"corresponding_institution_ids":["https://openalex.org/I4210136950"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"270","issue":null,"first_page":"1796","last_page":"1805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.32670000195503235,"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":0.32670000195503235,"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":0.24699999392032623,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.03909999877214432,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.9538999795913696},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6444000005722046},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5164999961853027},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47609999775886536},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.4672999978065491},{"id":"https://openalex.org/keywords/health-management-system","display_name":"Health management system","score":0.40880000591278076},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.38690000772476196},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.3693000078201294}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.9538999795913696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8319000005722046},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6444000005722046},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5164999961853027},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48910000920295715},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4851999878883362},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47609999775886536},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.4672999978065491},{"id":"https://openalex.org/C171265473","wikidata":"https://www.wikidata.org/wiki/Q5691117","display_name":"Health management system","level":3,"score":0.40880000591278076},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.38690000772476196},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3840999901294708},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.3467000126838684},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34619998931884766},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.30720001459121704},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.2992999851703644},{"id":"https://openalex.org/C187819001","wikidata":"https://www.wikidata.org/wiki/Q187665","display_name":"Thermostat","level":2,"score":0.29179999232292175},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.25029999017715454}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.procs.2025.09.300","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.300","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:opus-htw-aalen.bsz-bw.de:8924","is_oa":true,"landing_page_url":"https://opus-htw-aalen.bsz-bw.de/frontdoor/index/index/docId/8924","pdf_url":null,"source":{"id":"https://openalex.org/S4306401044","display_name":"OPUS (Aalen University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2025.09.300","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.09.300","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2846101052","display_name":null,"funder_award_id":"305deWsB3/0nd B1 a1_305W3/02","funder_id":"https://openalex.org/F4303701741","funder_display_name":"Bundesministerium f\u00fcr Wirtschaft und Klimaschutz"},{"id":"https://openalex.org/G8453152371","display_name":null,"funder_award_id":"16KN115031 / 16KN115032","funder_id":"https://openalex.org/F4303701741","funder_display_name":"Bundesministerium f\u00fcr Wirtschaft und Klimaschutz"}],"funders":[{"id":"https://openalex.org/F4303701741","display_name":"Bundesministerium f\u00fcr Wirtschaft und Klimaschutz","ror":"https://ror.org/02vgg2808"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2017337590","https://openalex.org/W2056168656","https://openalex.org/W2135046866","https://openalex.org/W2146096861","https://openalex.org/W2478708596","https://openalex.org/W2593370983","https://openalex.org/W2923860144","https://openalex.org/W2971364334","https://openalex.org/W3200063094","https://openalex.org/W4283593236","https://openalex.org/W4392882189","https://openalex.org/W4404837929"],"related_works":[],"abstract_inverted_index":{"Prognostics":[0],"and":[1,17,104,153],"Health":[2],"Management":[3],"(PHM)":[4],"systems":[5],"are":[6],"evaluated":[7],"based":[8,69],"on":[9,24,39,158],"different":[10,65],"performance":[11,16,63],"criteria,":[12],"such":[13],"as":[14],"result":[15],"cost":[18,89,105],"efficiency,":[19],"which":[20,74],"may":[21],"vary":[22],"depending":[23],"the":[25,31,40,80,83,124,130,151,156],"application.":[26],"The":[27,87],"selected":[28],"features":[29,81,140],"for":[30,51,55,79,100,121,141],"PHM":[32,42,61,98],"application":[33,114],"can":[34,133,145,154],"have":[35],"a":[36,97,112,116],"significant":[37],"influence":[38],"overall":[41,60],"system":[43,62,99],"performance.":[44],"Therefore,":[45],"this":[46],"work":[47],"discusses":[48],"an":[49],"approach":[50,71,132],"multi-objective":[52,142],"feature":[53,92],"selection":[54],"PHM,":[56],"aiming":[57],"to":[58,95,135],"optimize":[59,96],"regarding":[64],"criteria.":[66],"A":[67,107],"regularization":[68],"embedded":[70],"is":[72,93,119,127],"tested,":[73],"incorporates":[75],"external":[76],"evaluation":[77,122],"factors":[78],"in":[82,147,150],"loss":[84],"function":[85],"calculation.":[86],"monetary":[88],"of":[90,115,123,139],"each":[91],"used":[94,120],"two":[101],"criteria:":[102],"Accuracy":[103],"efficiency.":[106],"real":[108],"test":[109],"dataset":[110,152],"from":[111],"monitoring":[113],"process":[117],"thermostat":[118],"approach.":[125],"It":[126,144],"shown":[128],"that":[129],"presented":[131],"aid":[134],"select":[136],"suitable":[137],"subsets":[138],"problems.":[143],"assist":[146],"identifying":[148],"relationships":[149],"reduce":[155],"dependency":[157],"domain":[159],"knowledge.":[160]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-06T00:00:00"}