{"id":"https://openalex.org/W4409014258","doi":"https://doi.org/10.1109/access.2025.3556251","title":"Cross-Method Overview of Fleet-Based Machine Health Estimation and Prediction: A Practical Guide for Industrial Applications","display_name":"Cross-Method Overview of Fleet-Based Machine Health Estimation and Prediction: A Practical Guide for Industrial Applications","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409014258","doi":"https://doi.org/10.1109/access.2025.3556251"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3556251","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3556251","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3556251","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027047762","display_name":"Xuqian Yan","orcid":"https://orcid.org/0000-0002-0578-4225"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Xuqian Yan","raw_affiliation_strings":["Siemens Energy Global GmbH &#x0026; Co., KG, Munich, Germany","Siemens Energy Global GmbH Co. KG, Otto-Hahn-Ring 6, M&#x00FC;nchen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-0578-4225","affiliations":[{"raw_affiliation_string":"Siemens Energy Global GmbH &#x0026; Co., KG, Munich, Germany","institution_ids":["https://openalex.org/I1325886976"]},{"raw_affiliation_string":"Siemens Energy Global GmbH Co. KG, Otto-Hahn-Ring 6, M&#x00FC;nchen, Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094035351","display_name":"Janis Woelke","orcid":"https://orcid.org/0009-0009-6374-2531"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Janis Woelke","raw_affiliation_strings":["Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany"],"raw_orcid":"https://orcid.org/0009-0009-6374-2531","affiliations":[{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079428360","display_name":"Boris Bensmann","orcid":"https://orcid.org/0000-0001-8685-7192"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Boris Bensmann","raw_affiliation_strings":["Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8685-7192","affiliations":[{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050673365","display_name":"Christoph Eckert","orcid":"https://orcid.org/0000-0002-1266-8660"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Eckert","raw_affiliation_strings":["Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1266-8660","affiliations":[{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058357556","display_name":"Richard Hanke\u2010Rauschenbach","orcid":"https://orcid.org/0000-0002-1958-307X"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Richard Hanke-Rauschenbach","raw_affiliation_strings":["Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1958-307X","affiliations":[{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Hanover, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Institute of Electric Power Systems, Leibniz University Hannover, Appelstr. 9A, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058290481","display_name":"Astrid Nie\u00dfe","orcid":"https://orcid.org/0000-0003-1881-9172"},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Astrid Nie\u00dfe","raw_affiliation_strings":["Department of Computing Science, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany","Carl von Ossietzky University of Oldenburg, Ammerl&#x00E4;nder Heerstr. 114-118, Oldenburg, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1881-9172","affiliations":[{"raw_affiliation_string":"Department of Computing Science, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]},{"raw_affiliation_string":"Carl von Ossietzky University of Oldenburg, Ammerl&#x00E4;nder Heerstr. 114-118, Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027047762"],"corresponding_institution_ids":["https://openalex.org/I1325886976"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05929014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"60131","last_page":"60147"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9395999908447266,"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":0.9395999908447266,"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/computer-science","display_name":"Computer science","score":0.7128593921661377},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.504787802696228},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3601301312446594},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34565380215644836},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.2706904709339142},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18240106105804443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7128593921661377},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.504787802696228},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3601301312446594},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34565380215644836},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2706904709339142},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18240106105804443}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3556251","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3556251","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d8895cb9c2ba4d07a350ff9a6722b66d","is_oa":true,"landing_page_url":"https://doaj.org/article/d8895cb9c2ba4d07a350ff9a6722b66d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 60131-60147 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3556251","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3556251","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5}],"awards":[{"id":"https://openalex.org/G5642237293","display_name":null,"funder_award_id":"03HY121A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7534252376","display_name":null,"funder_award_id":"03HY121G","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":122,"referenced_works":["https://openalex.org/W1989037929","https://openalex.org/W2087251900","https://openalex.org/W2165698076","https://openalex.org/W2249699048","https://openalex.org/W2490662969","https://openalex.org/W2728819519","https://openalex.org/W2734256217","https://openalex.org/W2752282632","https://openalex.org/W2783721168","https://openalex.org/W2896911404","https://openalex.org/W2898735569","https://openalex.org/W2900529838","https://openalex.org/W2907541186","https://openalex.org/W2908875359","https://openalex.org/W2912213068","https://openalex.org/W2912454129","https://openalex.org/W2924382816","https://openalex.org/W2935033494","https://openalex.org/W2943919793","https://openalex.org/W2944676531","https://openalex.org/W2945413072","https://openalex.org/W2947725347","https://openalex.org/W2961631180","https://openalex.org/W2961928979","https://openalex.org/W2962772482","https://openalex.org/W2971654674","https://openalex.org/W2971858126","https://openalex.org/W2976517502","https://openalex.org/W2977472002","https://openalex.org/W2979509742","https://openalex.org/W2980420373","https://openalex.org/W2981982720","https://openalex.org/W2986585482","https://openalex.org/W2991146470","https://openalex.org/W2993751684","https://openalex.org/W2996610370","https://openalex.org/W2996843091","https://openalex.org/W2997788524","https://openalex.org/W2998506103","https://openalex.org/W2999342951","https://openalex.org/W3007143503","https://openalex.org/W3007685460","https://openalex.org/W3011803685","https://openalex.org/W3012167088","https://openalex.org/W3013404803","https://openalex.org/W3014570380","https://openalex.org/W3016665419","https://openalex.org/W3017364354","https://openalex.org/W3020673571","https://openalex.org/W3022408701","https://openalex.org/W3025337842","https://openalex.org/W3025981493","https://openalex.org/W3035020384","https://openalex.org/W3035047300","https://openalex.org/W3035177386","https://openalex.org/W3035633425","https://openalex.org/W3036311024","https://openalex.org/W3037659411","https://openalex.org/W3041133507","https://openalex.org/W3042309388","https://openalex.org/W3046123253","https://openalex.org/W3046686579","https://openalex.org/W3048982974","https://openalex.org/W3065337412","https://openalex.org/W3083853483","https://openalex.org/W3086809868","https://openalex.org/W3092267918","https://openalex.org/W3092609815","https://openalex.org/W3093031202","https://openalex.org/W3097170108","https://openalex.org/W3101145469","https://openalex.org/W3101590847","https://openalex.org/W3103695154","https://openalex.org/W3104943784","https://openalex.org/W3118534614","https://openalex.org/W3119025527","https://openalex.org/W3123459983","https://openalex.org/W3126014626","https://openalex.org/W3126545117","https://openalex.org/W3128067518","https://openalex.org/W3132028723","https://openalex.org/W3132280229","https://openalex.org/W3134412914","https://openalex.org/W3135858263","https://openalex.org/W3138116568","https://openalex.org/W3152570798","https://openalex.org/W3171884590","https://openalex.org/W3176529279","https://openalex.org/W3179012756","https://openalex.org/W3179726623","https://openalex.org/W3187798812","https://openalex.org/W3192953632","https://openalex.org/W3198750909","https://openalex.org/W3201753566","https://openalex.org/W3209651137","https://openalex.org/W3215656739","https://openalex.org/W4205522416","https://openalex.org/W4206136923","https://openalex.org/W4206481364","https://openalex.org/W4210592941","https://openalex.org/W4210655663","https://openalex.org/W4214863898","https://openalex.org/W4220826802","https://openalex.org/W4223983006","https://openalex.org/W4282840795","https://openalex.org/W4284896512","https://openalex.org/W4311766317","https://openalex.org/W4313270755","https://openalex.org/W4313362273","https://openalex.org/W4319988655","https://openalex.org/W4323363550","https://openalex.org/W4323820865","https://openalex.org/W4324142429","https://openalex.org/W4362719027","https://openalex.org/W4367043673","https://openalex.org/W4376612800","https://openalex.org/W4377000595","https://openalex.org/W4377115457","https://openalex.org/W4383751003","https://openalex.org/W4387219752","https://openalex.org/W6791921528","https://openalex.org/W6800132622"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"A":[0],"reliable":[1],"assessment":[2],"of":[3,36,43,139],"industrial":[4,133,154],"machine":[5,30],"health":[6,61],"is":[7],"crucial":[8],"for":[9,113],"economical":[10],"and":[11,29,63,103,124],"safe":[12],"operation.":[13],"To":[14,51],"this":[15,57,82],"end,":[16],"data-driven":[17],"approaches":[18,38,141],"have":[19],"gained":[20],"prominence":[21],"owing":[22],"to":[23,47,116,142,149,153],"the":[24,41,53,137,147],"advancements":[25],"in":[26],"data":[27,44,54,99],"acquisition":[28],"learning":[31],"techniques.":[32],"However,":[33],"practical":[34],"applications":[35],"these":[37],"often":[39],"confront":[40],"challenge":[42],"scarcity,":[45],"due":[46],"heterogeneity":[48],"among":[49],"machines.":[50],"address":[52],"scarcity":[55],"problem,":[56],"study":[58],"delves":[59],"into":[60,92],"estimation":[62],"prediction":[64],"methods":[65,89,152],"that":[66,74],"utilize":[67,143],"fleet":[68,118,144],"data.":[69],"Unlike":[70],"existing":[71],"review":[72],"papers":[73],"mainly":[75],"focus":[76],"on":[77],"one":[78],"specific":[79],"fleet-based":[80],"method,":[81],"work":[83,107],"offers":[84],"a":[85,110],"cross-method":[86],"overview.":[87],"The":[88],"are":[90],"classified":[91],"six":[93],"categories.":[94],"All":[95],"share":[96],"three":[97],"steps:":[98],"selection,":[100],"model":[101,104],"development,":[102],"adjustment.":[105],"This":[106],"also":[108],"provides":[109],"step-by-step":[111],"guide":[112],"industry":[114],"practitioners":[115,134],"incorporate":[117],"knowledge,":[119,145],"which":[120],"emphasizes":[121],"business":[122],"requirements":[123],"highlights":[125],"an":[126],"iterative":[127],"method":[128],"development":[129],"process.":[130],"It":[131],"helps":[132],"navigate":[135],"through":[136],"complexities":[138],"various":[140],"paving":[146],"way":[148],"bring":[150],"advanced":[151],"implementations.":[155]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
