{"id":"https://openalex.org/W4412030850","doi":"https://doi.org/10.1109/icphm65385.2025.11062049","title":"Generating Troubleshooting Trees With FMEA Using Large Language Models (LLM)","display_name":"Generating Troubleshooting Trees With FMEA Using Large Language Models (LLM)","publication_year":2025,"publication_date":"2025-06-09","ids":{"openalex":"https://openalex.org/W4412030850","doi":"https://doi.org/10.1109/icphm65385.2025.11062049"},"language":"en","primary_location":{"id":"doi:10.1109/icphm65385.2025.11062049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm65385.2025.11062049","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-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/A5080203059","display_name":"Lasitha Vidyaratne","orcid":"https://orcid.org/0000-0003-4053-7948"},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lasitha Vidyaratne","raw_affiliation_strings":["Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California"],"affiliations":[{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080214050","display_name":"Huijuan Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huijuan Shao","raw_affiliation_strings":["Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California"],"affiliations":[{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113331925","display_name":"Tsubasa Watanabe","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tsubasa Watanabe","raw_affiliation_strings":["JR Automation Collaboration Project,Holland,Michigan"],"affiliations":[{"raw_affiliation_string":"JR Automation Collaboration Project,Holland,Michigan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013166935","display_name":"Ahmed Farahat","orcid":"https://orcid.org/0000-0002-9828-8051"},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Farahat","raw_affiliation_strings":["Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California"],"affiliations":[{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103731588","display_name":"Chetan Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chetan Gupta","raw_affiliation_strings":["Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California"],"affiliations":[{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Ltd., R&amp;D,Santa Clara,California","institution_ids":["https://openalex.org/I86725329"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5080203059"],"corresponding_institution_ids":["https://openalex.org/I86725329"],"apc_list":null,"apc_paid":null,"fwci":5.7199,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.9576766,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.5569999814033508,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.5569999814033508,"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/troubleshooting","display_name":"Troubleshooting","score":0.9306249618530273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6952301263809204},{"id":"https://openalex.org/keywords/failure-mode-and-effects-analysis","display_name":"Failure mode and effects analysis","score":0.44050922989845276},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4327508211135864},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3683651089668274},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.35828644037246704},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3375617265701294},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18035674095153809},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07087975740432739}],"concepts":[{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.9306249618530273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6952301263809204},{"id":"https://openalex.org/C66283442","wikidata":"https://www.wikidata.org/wiki/Q1389268","display_name":"Failure mode and effects analysis","level":2,"score":0.44050922989845276},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4327508211135864},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3683651089668274},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.35828644037246704},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3375617265701294},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18035674095153809},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07087975740432739}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icphm65385.2025.11062049","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm65385.2025.11062049","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2496413842","https://openalex.org/W2509440319","https://openalex.org/W2895051891","https://openalex.org/W3206142154","https://openalex.org/W4385245566","https://openalex.org/W4389544380","https://openalex.org/W4401537862"],"related_works":["https://openalex.org/W3013479934","https://openalex.org/W4210597238","https://openalex.org/W4318325534","https://openalex.org/W4206476896","https://openalex.org/W4240398146","https://openalex.org/W2950310564","https://openalex.org/W4238338086","https://openalex.org/W2467308209","https://openalex.org/W2045854775","https://openalex.org/W4321345507"],"abstract_inverted_index":{"Troubleshooting":[0],"trees":[1,54,95],"are":[2],"essential":[3],"tools":[4],"for":[5,12],"industrial":[6],"diagnostics,":[7],"providing":[8],"a":[9,22,27,36,56,65,141,188,210],"structured":[10,127,206],"framework":[11,114,132,173],"fault":[13,207],"detection":[14],"and":[15,44,73,99,117,157,187,212],"resolution":[16],"in":[17,193,204],"complex":[18],"systems.":[19],"Construction":[20],"of":[21,39,52,68,136,179,201],"new":[23],"troubleshooting":[24,53,94,128,182,218],"tree":[25,219],"requires":[26],"systematic":[28],"approach":[29,85],"that":[30,59,86,171],"integrates":[31],"domain":[32,138],"expertise,":[33],"beginning":[34],"with":[35,181],"comprehensive":[37],"analysis":[38],"system":[40],"architecture,":[41],"operational":[42],"parameters,":[43],"documented":[45],"failure":[46],"modes.":[47],"However,":[48],"the":[49,105,131,134,172,199],"traditional":[50,216],"development":[51],"is":[55],"labor-intensive":[57],"process":[58],"relies":[60],"heavily":[61],"on":[62,166],"expert":[63,161],"knowledge,":[64],"large":[66],"number":[67],"highly":[69],"technical":[70],"design":[71],"documents,":[72],"iterative":[74],"refinement.":[75],"To":[76],"address":[77],"these":[78],"challenges,":[79],"this":[80],"paper":[81],"proposes":[82],"an":[83,112,175],"automated":[84],"leverages":[87],"Large":[88],"Language":[89],"Models":[90],"(LLMs)":[91],"to":[92,115,154,215],"generate":[93],"using":[96,140],"Failure":[97],"Mode":[98],"Effects":[100],"Analysis":[101],"(FMEA)":[102],"documentation":[103],"as":[104],"primary":[106],"input.":[107],"The":[108],"proposed":[109],"method":[110],"employs":[111],"LLM-based":[113,202],"extract":[116],"organize":[118],"failure-related":[119],"information":[120],"from":[121],"FMEA":[122,168],"records,":[123],"translating":[124],"it":[125],"into":[126],"logic.":[129],"Additionally,":[130],"introduces":[133],"possibility":[135],"including":[137],"knowledge":[139],"human-in-the-loop":[142],"verification":[143],"process,":[144],"which":[145],"also":[146],"ensures":[147],"traceability":[148],"by":[149],"linking":[150],"each":[151],"generated":[152],"node":[153,183],"its":[155],"source":[156],"enhances":[158],"explainability":[159],"through":[160],"feedback":[162],"consolidation.":[163],"Experiments":[164],"conducted":[165],"multiple":[167],"documents":[169],"demonstrate":[170,198],"achieves":[174],"average":[176],"coverage":[177],"rate":[178,190],"96.9%,":[180],"precision":[184],"exceeding":[185],"96%":[186],"hallucination":[189],"below":[191],"4%":[192],"most":[194],"cases.":[195],"These":[196],"results":[197],"effectiveness":[200],"pipelines":[203],"automating":[205],"analysis,":[208],"offering":[209],"scalable":[211],"efficient":[213],"alternative":[214],"manual":[217],"development.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
