{"id":"https://openalex.org/W4405374704","doi":"https://doi.org/10.1017/s0890060424000295","title":"Fault diagnosis of proton exchange membrane fuel cells based on improved YOLOv5","display_name":"Fault diagnosis of proton exchange membrane fuel cells based on improved YOLOv5","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405374704","doi":"https://doi.org/10.1017/s0890060424000295"},"language":"en","primary_location":{"id":"doi:10.1017/s0890060424000295","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060424000295","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","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/A5100578822","display_name":"Xiangshuai Deng","orcid":"https://orcid.org/0009-0004-3466-4486"},"institutions":[{"id":"https://openalex.org/I4210153869","display_name":"Huaiyin Institute of Technology","ror":"https://ror.org/0555ezg60","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangshuai Deng","raw_affiliation_strings":["Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China"],"raw_orcid":"https://orcid.org/0009-0004-3466-4486","affiliations":[{"raw_affiliation_string":"Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China","institution_ids":["https://openalex.org/I4210153869"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031511396","display_name":"Debin Du","orcid":"https://orcid.org/0000-0003-1903-0608"},"institutions":[{"id":"https://openalex.org/I4210153869","display_name":"Huaiyin Institute of Technology","ror":"https://ror.org/0555ezg60","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153869"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dongshen Du","raw_affiliation_strings":["Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China","institution_ids":["https://openalex.org/I4210153869"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Huaisong Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153869","display_name":"Huaiyin Institute of Technology","ror":"https://ror.org/0555ezg60","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaisong Fang","raw_affiliation_strings":["Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China","institution_ids":["https://openalex.org/I4210153869"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101665862","display_name":"Yiming Ren","orcid":"https://orcid.org/0000-0001-9475-8581"},"institutions":[{"id":"https://openalex.org/I4210153869","display_name":"Huaiyin Institute of Technology","ror":"https://ror.org/0555ezg60","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210153869"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Ren","raw_affiliation_strings":["Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Automation, Huaiyin Institute of Technology, Huaian, Jiangsu, China","institution_ids":["https://openalex.org/I4210153869"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5031511396"],"corresponding_institution_ids":["https://openalex.org/I4210153869"],"apc_list":null,"apc_paid":null,"fwci":0.2003,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.54405884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"38","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10409","display_name":"Fuel Cells and Related Materials","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10409","display_name":"Fuel Cells and Related Materials","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10876","display_name":"Fault Detection and Control Systems","score":0.9847999811172485,"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/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9293000102043152,"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/proton-exchange-membrane-fuel-cell","display_name":"Proton exchange membrane fuel cell","score":0.7592058777809143},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5448611974716187},{"id":"https://openalex.org/keywords/membrane","display_name":"Membrane","score":0.48654523491859436},{"id":"https://openalex.org/keywords/fuel-cells","display_name":"Fuel cells","score":0.48536550998687744},{"id":"https://openalex.org/keywords/proton","display_name":"Proton","score":0.45600685477256775},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.3766583204269409},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3694468140602112},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.35199904441833496},{"id":"https://openalex.org/keywords/chemical-engineering","display_name":"Chemical engineering","score":0.2814457416534424},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1881103515625},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1604267656803131},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14597368240356445},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.11352184414863586},{"id":"https://openalex.org/keywords/nuclear-physics","display_name":"Nuclear physics","score":0.09107273817062378},{"id":"https://openalex.org/keywords/biochemistry","display_name":"Biochemistry","score":0.08528068661689758}],"concepts":[{"id":"https://openalex.org/C132319479","wikidata":"https://www.wikidata.org/wiki/Q899619","display_name":"Proton exchange membrane fuel cell","level":3,"score":0.7592058777809143},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5448611974716187},{"id":"https://openalex.org/C41625074","wikidata":"https://www.wikidata.org/wiki/Q176088","display_name":"Membrane","level":2,"score":0.48654523491859436},{"id":"https://openalex.org/C2987658370","wikidata":"https://www.wikidata.org/wiki/Q180253","display_name":"Fuel cells","level":2,"score":0.48536550998687744},{"id":"https://openalex.org/C54516573","wikidata":"https://www.wikidata.org/wiki/Q2294","display_name":"Proton","level":2,"score":0.45600685477256775},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.3766583204269409},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3694468140602112},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.35199904441833496},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.2814457416534424},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1881103515625},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1604267656803131},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14597368240356445},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.11352184414863586},{"id":"https://openalex.org/C185544564","wikidata":"https://www.wikidata.org/wiki/Q81197","display_name":"Nuclear physics","level":1,"score":0.09107273817062378},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.08528068661689758}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s0890060424000295","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s0890060424000295","pdf_url":null,"source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1364913743","display_name":null,"funder_award_id":"61873107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1633613031","https://openalex.org/W1971369189","https://openalex.org/W1992003894","https://openalex.org/W2000875706","https://openalex.org/W2559974428","https://openalex.org/W2790364400","https://openalex.org/W3005872846","https://openalex.org/W3124539583","https://openalex.org/W3162538279","https://openalex.org/W3191438561","https://openalex.org/W3212838393","https://openalex.org/W4200016808","https://openalex.org/W4211055445","https://openalex.org/W4211115551","https://openalex.org/W4220681577","https://openalex.org/W4285121936","https://openalex.org/W4285237054","https://openalex.org/W4311017339","https://openalex.org/W4362631162","https://openalex.org/W4381985047","https://openalex.org/W4386076539","https://openalex.org/W4388016429","https://openalex.org/W4390298955","https://openalex.org/W4394585844","https://openalex.org/W6636875811","https://openalex.org/W6795300671"],"related_works":["https://openalex.org/W2942800108","https://openalex.org/W4233683207","https://openalex.org/W4376506374","https://openalex.org/W2744116649","https://openalex.org/W3163182738","https://openalex.org/W2060932451","https://openalex.org/W2566120354","https://openalex.org/W2359594532","https://openalex.org/W2237020462","https://openalex.org/W1988177323"],"abstract_inverted_index":{"Abstract":[0],"With":[1],"the":[2,13,19,33,58,89,93,99,133,138,147,155,175,187],"widespread":[3],"application":[4],"of":[5,18,29,35,126,130,142,154,179],"proton":[6],"exchange":[7],"membrane":[8,65],"fuel":[9],"cells":[10],"(PEMFCs),":[11],"ensuring":[12],"safe":[14],"and":[15,24,32,57,73,120,140,145,177,182],"reliable":[16],"operation":[17],"PEMFCs":[20],"is":[21,51,60,85],"becoming":[22],"more":[23,25],"important.":[26],"Timely":[27],"diagnosis":[28,119,125,172],"fault":[30,112,118,171],"types":[31],"implementation":[34],"targeted":[36],"interventions":[37],"are":[38],"crucial":[39],"for":[40,116,169],"addressing":[41],"these":[42],"challenges.":[43],"In":[44],"this":[45],"study,":[46],"a":[47,77],"simulated":[48],"PEMFC":[49,180],"model":[50,157],"firstly":[52],"introduced":[53],"by":[54],"using":[55],"Fluent,":[56],"effectiveness":[59,141],"validated":[61,137],"through":[62,98],"experiments":[63],"involving":[64],"dry":[66],"faults,":[67,70],"water":[68],"flooding":[69],"normal":[71],"states,":[72],"unknown":[74],"states.":[75],"Then,":[76],"data-driven":[78],"deep":[79],"learning":[80],"convolutional":[81],"neural":[82],"network,":[83],"YOLOv5-CG-AS,":[84],"developed,":[86],"which":[87],"employs":[88],"EfficientViT":[90],"network":[91],"as":[92],"backbone,":[94],"incorporating":[95],"lightweight":[96],"improvements":[97],"proposed":[100,143],"CG-AS":[101],"attention":[102],"layer.":[103],"The":[104],"results":[105,135],"demonstrate":[106],"that":[107],"YOLOv5-CG-AS":[108],"can":[109,121],"automatically":[110],"extract":[111],"features":[113],"from":[114],"images":[115],"offline":[117],"perform":[122],"real-time":[123],"online":[124],"multiple":[127],"parameter":[128],"curves":[129],"PEMFCs.":[131],"Moreover,":[132],"experimental":[134],"have":[136],"feasibility":[139],"method":[144],"shown":[146],"average":[148],"precision":[149],"mean":[150],"Average":[151],"Precision":[152],"(mAP)":[153],"trained":[156],"reaches":[158],"99.50%,":[159],"superior":[160],"than":[161],"other":[162],"conventional":[163],"strategies.":[164],"This":[165],"has":[166],"significant":[167],"implications":[168],"advancing":[170],"methods,":[173],"enhancing":[174],"reliability":[176],"durability":[178],"systems,":[181],"promoting":[183],"further":[184],"development":[185],"in":[186],"field.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
