{"id":"https://openalex.org/W4310985708","doi":"https://doi.org/10.1155/2022/2675875","title":"A Data-Driven Fault Prediction Method for Nuclear Power Systems Based on End-to-End Deep Learning Framework","display_name":"A Data-Driven Fault Prediction Method for Nuclear Power Systems Based on End-to-End Deep Learning Framework","publication_year":2022,"publication_date":"2022-11-29","ids":{"openalex":"https://openalex.org/W4310985708","doi":"https://doi.org/10.1155/2022/2675875"},"language":"en","primary_location":{"id":"doi:10.1155/2022/2675875","doi":"https://doi.org/10.1155/2022/2675875","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2675875","pdf_url":"https://downloads.hindawi.com/journals/stni/2022/2675875.pdf","source":{"id":"https://openalex.org/S17146316","display_name":"Science and Technology of Nuclear Installations","issn_l":"1687-6075","issn":["1687-6075","1687-6083"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science and Technology of Nuclear Installations","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/stni/2022/2675875.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100460390","display_name":"Chao L\u00fc","orcid":"https://orcid.org/0000-0002-9469-6672","observed_orcids":["https://orcid.org/0000-0002-9469-6672"]},"institutions":[{"id":"https://openalex.org/I4210097777","display_name":"China General Nuclear Power Corporation (China)","ror":"https://ror.org/00fpj7t66","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097777"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Chao","raw_affiliation_strings":["State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China","institution_ids":["https://openalex.org/I4210097777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087571655","display_name":"Chunbing Wang","orcid":"https://orcid.org/0009-0000-6117-6112","observed_orcids":["https://orcid.org/0009-0000-6117-6112","https://orcid.org/0009-0006-7643-7403"]},"institutions":[{"id":"https://openalex.org/I4210097777","display_name":"China General Nuclear Power Corporation (China)","ror":"https://ror.org/00fpj7t66","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097777"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunbing Wang","raw_affiliation_strings":["State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China","institution_ids":["https://openalex.org/I4210097777"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045891545","display_name":"Shuai Chen","orcid":"https://orcid.org/0000-0003-3311-9262","observed_orcids":["https://orcid.org/0000-0003-3311-9262"]},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I2802624667","display_name":"Hefei Institutes of Physical Science","ror":"https://ror.org/046n57345","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Chen","raw_affiliation_strings":["Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, Anhui 230031, China"],"raw_orcid":"https://orcid.org/0000-0003-3311-9262","affiliations":[{"raw_affiliation_string":"Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, Anhui 230031, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I2802624667"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069807978","display_name":"Qizhi Duan","orcid":"https://orcid.org/0000-0001-8381-3944","observed_orcids":["https://orcid.org/0000-0001-8381-3944"]},"institutions":[{"id":"https://openalex.org/I4210097777","display_name":"China General Nuclear Power Corporation (China)","ror":"https://ror.org/00fpj7t66","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097777"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qizhi Duan","raw_affiliation_strings":["State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China"],"raw_orcid":"https://orcid.org/0000-0001-8381-3944","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China","institution_ids":["https://openalex.org/I4210097777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048638436","display_name":"Hongyun Xie","orcid":"https://orcid.org/0000-0003-3493-2001","observed_orcids":["https://orcid.org/0000-0003-3493-2001"]},"institutions":[{"id":"https://openalex.org/I4210097777","display_name":"China General Nuclear Power Corporation (China)","ror":"https://ror.org/00fpj7t66","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097777"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyun Xie","raw_affiliation_strings":["State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China"],"raw_orcid":"https://orcid.org/0000-0003-3493-2001","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, China Nuclear Power Engineering Co., Ltd., Shenzhen 518172, China","institution_ids":["https://openalex.org/I4210097777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069807978"],"corresponding_institution_ids":["https://openalex.org/I4210097777"],"apc_list":{"value":1630,"currency":"USD","value_usd":1630},"apc_paid":{"value":1630,"currency":"USD","value_usd":1630},"fwci":0.2563,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.3988897,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.8974999785423279,"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":0.8974999785423279,"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":0.09690000116825104,"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/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.000699999975040555,"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/end-to-end-deep-learning","display_name":"end-to-end deep learning","score":0.8489999771118164},{"id":"https://openalex.org/keywords/receptive-fields","display_name":"receptive fields","score":0.5479999780654907},{"id":"https://openalex.org/keywords/automatic-feature-extraction","display_name":"automatic feature extraction","score":0.578000009059906},{"id":"https://openalex.org/keywords/nuclear-power-plant-safety","display_name":"nuclear power plant safety","score":0.48399999737739563},{"id":"https://openalex.org/keywords/intelligent-fault-diagnosis","display_name":"intelligent fault diagnosis","score":0.7070000171661377}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6655663847923279},{"id":"https://openalex.org/C513653683","wikidata":"https://www.wikidata.org/wiki/Q12739","display_name":"Nuclear power","level":2,"score":0.6164732575416565},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5962692499160767},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5846151113510132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5729514360427856},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5368325114250183},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.531389594078064},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4254192113876343},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42302268743515015},{"id":"https://openalex.org/C179254644","wikidata":"https://www.wikidata.org/wiki/Q13222844","display_name":"Moment (physics)","level":2,"score":0.4229852259159088},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.42241621017456055},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4176933467388153},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38557663559913635},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.33823081851005554},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3116432726383209},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12225085496902466},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2022/2675875","doi":"https://doi.org/10.1155/2022/2675875","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2675875","pdf_url":"https://downloads.hindawi.com/journals/stni/2022/2675875.pdf","source":{"id":"https://openalex.org/S17146316","display_name":"Science and Technology of Nuclear Installations","issn_l":"1687-6075","issn":["1687-6075","1687-6083"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science and Technology of Nuclear Installations","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:378e06d3c3374732b47f138b840f0d0f","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/378e06d3c3374732b47f138b840f0d0f","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,"listed_in":[],"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":"Science and Technology of Nuclear Installations, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/2675875","doi":"https://doi.org/10.1155/2022/2675875","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/2675875","pdf_url":"https://downloads.hindawi.com/journals/stni/2022/2675875.pdf","source":{"id":"https://openalex.org/S17146316","display_name":"Science and Technology of Nuclear Installations","issn_l":"1687-6075","issn":["1687-6075","1687-6083"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Science and Technology of Nuclear Installations","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5690000057220459,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G7652548534","display_name":null,"funder_award_id":"2019B1515120060","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4310985708.pdf","grobid_xml":"https://content.openalex.org/works/W4310985708.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1853291804","https://openalex.org/W1999645011","https://openalex.org/W2014828896","https://openalex.org/W2060304859","https://openalex.org/W2082825670","https://openalex.org/W2112595162","https://openalex.org/W2132029223","https://openalex.org/W2391797881","https://openalex.org/W2582337578","https://openalex.org/W2896651106","https://openalex.org/W2899283552","https://openalex.org/W2953429998","https://openalex.org/W2962727772","https://openalex.org/W2975701526","https://openalex.org/W2997353220","https://openalex.org/W3033168690","https://openalex.org/W3096646366","https://openalex.org/W3112997074","https://openalex.org/W3140171363","https://openalex.org/W3161373808","https://openalex.org/W3163993681","https://openalex.org/W4200354342"],"related_works":["https://openalex.org/W4309287855","https://openalex.org/W2953429998","https://openalex.org/W7203467890","https://openalex.org/W4414816781","https://openalex.org/W4386026866","https://openalex.org/W4386007183","https://openalex.org/W7117531016","https://openalex.org/W4392936067","https://openalex.org/W2877193671","https://openalex.org/W3213780878"],"abstract_inverted_index":{"With":[0],"the":[1,16,52,57,73,81,88,135,143,146,156,162,167,170,183,204,220],"increase":[2,155],"in":[3,15,93,142,169,192],"system":[4,128,223],"complexity":[5],"and":[6,20,36,96,108,159,202,208,218],"operational":[7],"performance":[8],"requirements,":[9],"nuclear":[10,43,77,126,221],"energy":[11,222],"systems":[12],"are":[13],"developing":[14],"direction":[17,70],"of":[18,60,76,83,106,138,166,182,186],"intelligence":[19],"unmanned,":[21],"which":[22,101,131],"also":[23],"requires":[24,98],"a":[25,40,67,104,173],"higher":[26],"demand":[27],"for":[28,125],"its":[29],"safety":[30],"so":[31],"that":[32,42,153],"intelligent":[33],"fault":[34,74,94,224],"diagnosis":[35,95],"prediction":[37,97,129,216,225],"have":[38],"become":[39,66],"technology":[41],"power":[44,78,127],"plants":[45,79],"need":[46],"to":[47,56,71,112],"develop":[48],"at":[49,145],"present.":[50],"At":[51],"same":[53],"time,":[54],"due":[55],"rapid":[58],"development":[59,69],"deep":[61,85,123,175],"learning":[62],"technology,":[63],"it":[64,110],"has":[65],"meaningful":[68],"predict":[72,161],"state":[75,185,206],"within":[80],"framework":[82],"supervised":[84],"learning.":[86],"Usually,":[87],"network":[89,124],"structure":[90],"model":[91],"used":[92],"professional":[99],"design,":[100],"may":[102],"cost":[103],"lot":[105],"time":[107],"make":[109],"difficult":[111],"achieve":[113],"optimal":[114],"results.":[115],"For":[116],"this":[117,193],"purpose,":[118],"we":[119,195],"present":[120],"an":[121,180],"end-to-end":[122],"(EDN-NPSP),":[130],"can":[132,154,196],"automatically":[133],"mine":[134],"transient":[136],"features":[137],"various":[139],"detection":[140],"data":[141],"NPS":[144,168],"current":[147],"moment":[148],"through":[149,172],"heterogeneous":[150],"convolution":[151],"kernels":[152],"receptive":[157],"field":[158],"then":[160],"feature":[163,200],"evolution":[164],"results":[165,178],"future":[171,184],"special":[174],"CNN.":[176],"The":[177],"provide":[179,203,212],"assessment":[181],"NPS.":[187],"Based":[188],"on":[189],"EDN-NPSP":[190],"presented":[191],"work,":[194],"avoid":[197],"complicated":[198],"manual":[199],"extraction":[201],"predicted":[205],"directly":[207],"rapidly.":[209],"It":[210],"will":[211],"operators":[213],"with":[214],"useful":[215],"information":[217],"enhance":[219],"capabilities.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-09-24T07:57:37.273135","created_date":"2022-12-22T00:00:00"}