{"id":"https://openalex.org/W3198202653","doi":"https://doi.org/10.1155/2021/2668761","title":"LstFcFedLear: A LSTM\u2010FC with Vertical Federated Learning Network for Fault Prediction","display_name":"LstFcFedLear: A LSTM\u2010FC with Vertical Federated Learning Network for Fault Prediction","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3198202653","doi":"https://doi.org/10.1155/2021/2668761","mag":"3198202653"},"language":"en","primary_location":{"id":"doi:10.1155/2021/2668761","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/2668761","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/2668761.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["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":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/wcmc/2021/2668761.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046661735","display_name":"Xiangquan Zhang","orcid":"https://orcid.org/0000-0001-7559-6150"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xiangquan Zhang","raw_affiliation_strings":["State Grid Gansu Electric Power Company, Lanzhou 730030, China"],"affiliations":[{"raw_affiliation_string":"State Grid Gansu Electric Power Company, Lanzhou 730030, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083128066","display_name":"Zhili Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhili Ma","raw_affiliation_strings":["State Grid Gansu Electric Power Company, Lanzhou 730030, China"],"affiliations":[{"raw_affiliation_string":"State Grid Gansu Electric Power Company, Lanzhou 730030, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013144780","display_name":"An Min Wang","orcid":"https://orcid.org/0000-0002-9587-0935"},"institutions":[{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anmin Wang","raw_affiliation_strings":["State Grid Baiyin Power Supply Company, Baiyin 730900, China"],"affiliations":[{"raw_affiliation_string":"State Grid Baiyin Power Supply Company, Baiyin 730900, China","institution_ids":["https://openalex.org/I98301712"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019420932","display_name":"Haifeng Mi","orcid":"https://orcid.org/0000-0003-4896-4856"},"institutions":[{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Mi","raw_affiliation_strings":["State Grid Baiyin Power Supply Company, Baiyin 730900, China"],"affiliations":[{"raw_affiliation_string":"State Grid Baiyin Power Supply Company, Baiyin 730900, China","institution_ids":["https://openalex.org/I98301712"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013095204","display_name":"Jiangnan Hang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135980","display_name":"Huainan Normal University","ror":"https://ror.org/03n7a5z57","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210135980"]},{"id":"https://openalex.org/I98301712","display_name":"Baidu (China)","ror":"https://ror.org/03vs3wt56","country_code":"CN","type":"company","lineage":["https://openalex.org/I98301712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjun Hang","raw_affiliation_strings":["Huainan Normal University, Huainan 232001, China","State Grid Baiyin Power Supply Company, Baiyin 730900, China"],"affiliations":[{"raw_affiliation_string":"Huainan Normal University, Huainan 232001, China","institution_ids":["https://openalex.org/I4210135980"]},{"raw_affiliation_string":"State Grid Baiyin Power Supply Company, Baiyin 730900, China","institution_ids":["https://openalex.org/I98301712"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5046661735"],"corresponding_institution_ids":[],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.5439,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.72809418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9970999956130981,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9970999956130981,"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"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/firefighting","display_name":"Firefighting","score":0.9091641902923584},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8592722415924072},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5140055418014526},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5109483599662781},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4679162800312042},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.39751648902893066},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3935573101043701},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.38067466020584106},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11996147036552429}],"concepts":[{"id":"https://openalex.org/C557531904","wikidata":"https://www.wikidata.org/wiki/Q897825","display_name":"Firefighting","level":2,"score":0.9091641902923584},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8592722415924072},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5140055418014526},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5109483599662781},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4679162800312042},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39751648902893066},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3935573101043701},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.38067466020584106},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11996147036552429},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/2668761","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/2668761","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/2668761.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["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":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0c109f23a6ca4b51be2a5997c72f6178","is_oa":true,"landing_page_url":"https://doaj.org/article/0c109f23a6ca4b51be2a5997c72f6178","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Wireless Communications and Mobile Computing, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/2668761","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/2668761","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/2668761.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["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":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3198202653.pdf","grobid_xml":"https://content.openalex.org/works/W3198202653.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1527575280","https://openalex.org/W1573040851","https://openalex.org/W2038147967","https://openalex.org/W2115091888","https://openalex.org/W2202226326","https://openalex.org/W2213717825","https://openalex.org/W2216674905","https://openalex.org/W2221507685","https://openalex.org/W2313077179","https://openalex.org/W2806161436","https://openalex.org/W2907492528","https://openalex.org/W2972601819","https://openalex.org/W2981222105","https://openalex.org/W2992059036","https://openalex.org/W2998977406","https://openalex.org/W3015144506","https://openalex.org/W3018368639","https://openalex.org/W3034614954","https://openalex.org/W3035996038","https://openalex.org/W3081358461","https://openalex.org/W3093328302","https://openalex.org/W3098379913","https://openalex.org/W3101885140","https://openalex.org/W3126033163","https://openalex.org/W3130746002","https://openalex.org/W3133449792","https://openalex.org/W3154099435","https://openalex.org/W4210257598"],"related_works":["https://openalex.org/W2128936008","https://openalex.org/W2078594467","https://openalex.org/W4378834463","https://openalex.org/W4383700753","https://openalex.org/W4400561296","https://openalex.org/W2060834565","https://openalex.org/W2010387553","https://openalex.org/W3199116275","https://openalex.org/W4200325526","https://openalex.org/W2381569903"],"abstract_inverted_index":{"The":[0,8,57,108,167,187],"firefighting":[1,6,28,68,125],"IoT":[2,29,43,69,126,172],"platform":[3,127],"links":[4],"multiple":[5],"subsystems.":[7],"data":[9,17,121,136,159],"of":[10,18,41,59,67,77,85,110,160],"each":[11,140,161],"subsystem":[12],"belongs":[13],"to":[14,62,90,128,207],"the":[15,19,39,65,75,120,123,134,142,151,158,177,192,208],"sensitive":[16],"profession.":[20],"Failure":[21],"prediction":[22,47],"is":[23,113,137,164],"a":[24,96,130],"crucial":[25],"topic":[26],"for":[27,199],"platforms,":[30],"because":[31],"failures":[32],"may":[33],"cause":[34],"equipment":[35,50,70,173],"injuries.":[36],"Currently,":[37],"in":[38,176],"maintenance":[40,79],"fire":[42],"terminal":[44],"equipment,":[45],"fault":[46,104,200],"based":[48,101],"on":[49,102,122],"time":[51],"series":[52],"has":[53],"not":[54,72,165],"been":[55],"included.":[56],"use":[58],"intelligent":[60],"technology":[61],"continuously":[63],"predict":[64,170],"failure":[66],"can":[71,116,146,155,169],"only":[73],"eliminate":[74],"intervention":[76],"regular":[78],"but":[80],"also":[81],"provide":[82,181],"early":[83],"warning":[84],"upcoming":[86],"failures.":[87],"In":[88],"order":[89],"solve":[91],"this":[92,111],"problem,":[93],"we":[94],"propose":[95],"vertical":[97],"federated":[98],"learning":[99],"framework":[100,112,168],"LSTM":[103],"classification":[105],"network":[106],"(LstFcFedLear).":[107],"advantage":[109],"that":[114,157,191],"it":[115,154],"encrypt":[117],"and":[118,179,202],"integrate":[119],"entire":[124],"form":[129],"new":[131],"dataset.":[132],"After":[133],"synthesized":[135],"trained":[138],"through":[139],"model,":[141],"optimal":[143],"model":[144,194],"parameters":[145],"be":[147,185],"finally":[148],"updated.":[149],"At":[150],"same":[152],"time,":[153],"ensure":[156],"business":[162],"system":[163],"leaked.":[166],"when":[171],"will":[174],"fail":[175],"future":[178],"then":[180],"what":[182],"measures":[183],"should":[184],"used.":[186],"experimental":[188],"results":[189,204],"show":[190],"LstFcFedLear":[193],"provides":[195],"an":[196],"effective":[197],"method":[198],"prediction,":[201],"its":[203],"are":[205],"comparable":[206],"baseline.":[209]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}