{"id":"https://openalex.org/W4288445090","doi":"https://doi.org/10.1093/jcde/qwac070","title":"A Siamese hybrid neural network framework for few-shot fault diagnosis of fixed-wing unmanned aerial vehicles","display_name":"A Siamese hybrid neural network framework for few-shot fault diagnosis of fixed-wing unmanned aerial vehicles","publication_year":2022,"publication_date":"2022-07-28","ids":{"openalex":"https://openalex.org/W4288445090","doi":"https://doi.org/10.1093/jcde/qwac070"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwac070","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac070","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/4/1511/45683959/qwac070.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/article-pdf/9/4/1511/45683959/qwac070.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101759314","display_name":"Chuanjiang Li","orcid":"https://orcid.org/0000-0002-9595-6341"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]},{"id":"https://openalex.org/I4210116480","display_name":"Flanders Make (Belgium)","ror":"https://ror.org/02ndjfz59","country_code":"BE","type":"company","lineage":["https://openalex.org/I4210116480"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","CN"],"is_corresponding":true,"raw_author_name":"Chuanjiang Li","raw_affiliation_strings":["Department of Mechanical Engineering, KU Leuven , Leuven 3001, Belgium","Dynamics of Mechanical and Mechatronic Systems , Flanders Make, Leuven 3001, Belgium","School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China"],"raw_orcid":"https://orcid.org/0000-0002-9595-6341","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, KU Leuven , Leuven 3001, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Dynamics of Mechanical and Mechatronic Systems , Flanders Make, Leuven 3001, Belgium","institution_ids":["https://openalex.org/I4210116480"]},{"raw_affiliation_string":"School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100354322","display_name":"Shaobo Li","orcid":"https://orcid.org/0000-0003-4759-6000"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shaobo Li","raw_affiliation_strings":["School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","State Key Laboratory of Public Big Data, Guizhou University , Guiyang, Guizhou 550025, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]},{"raw_affiliation_string":"State Key Laboratory of Public Big Data, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059914660","display_name":"Ansi Zhang","orcid":"https://orcid.org/0000-0002-5888-1184"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ansi Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","State Key Laboratory of Public Big Data, Guizhou University , Guiyang, Guizhou 550025, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]},{"raw_affiliation_string":"State Key Laboratory of Public Big Data, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101698418","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0001-8053-4341"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Guizhou University , Guiyang, Guizhou 550025, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012431211","display_name":"Enrico Zio","orcid":"https://orcid.org/0000-0002-7108-637X"},"institutions":[{"id":"https://openalex.org/I190752583","display_name":"ParisTech","ror":"https://ror.org/05c2qg481","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583"]},{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["FR","IT"],"is_corresponding":false,"raw_author_name":"Enrico Zio","raw_affiliation_strings":["Department of Energy, Politecnico di Milano , Milano 20133, Italy","MINES ParisTech, PSL Research University, CRC , Sophia Antipolis 06904, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Energy, Politecnico di Milano , Milano 20133, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"MINES ParisTech, PSL Research University, CRC , Sophia Antipolis 06904, France","institution_ids":["https://openalex.org/I2746051580","https://openalex.org/I190752583"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013287421","display_name":"Michael Pecht","orcid":"https://orcid.org/0000-0003-1126-8662"},"institutions":[{"id":"https://openalex.org/I4210156197","display_name":"Life Cycle Engineering (United States)","ror":"https://ror.org/056hm0802","country_code":"US","type":"company","lineage":["https://openalex.org/I4210156197"]},{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Pecht","raw_affiliation_strings":["Center for Advanced Life Cycle Engineering, University of Maryland , College Park, MD 20742, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Advanced Life Cycle Engineering, University of Maryland , College Park, MD 20742, USA","institution_ids":["https://openalex.org/I4210156197","https://openalex.org/I66946132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064722162","display_name":"Konstantinos Gryllias","orcid":"https://orcid.org/0000-0002-8703-8938"},"institutions":[{"id":"https://openalex.org/I4210116480","display_name":"Flanders Make (Belgium)","ror":"https://ror.org/02ndjfz59","country_code":"BE","type":"company","lineage":["https://openalex.org/I4210116480"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Konstantinos Gryllias","raw_affiliation_strings":["Department of Mechanical Engineering, KU Leuven , Leuven 3001, Belgium","Dynamics of Mechanical and Mechatronic Systems , Flanders Make, Leuven 3001, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, KU Leuven , Leuven 3001, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Dynamics of Mechanical and Mechatronic Systems , Flanders Make, Leuven 3001, Belgium","institution_ids":["https://openalex.org/I4210116480"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5100354322","https://openalex.org/A5101759314"],"corresponding_institution_ids":["https://openalex.org/I178232147","https://openalex.org/I4210116480","https://openalex.org/I99464096"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":3.799,"has_fulltext":true,"cited_by_count":45,"citation_normalized_percentile":{"value":0.94202802,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"9","issue":"4","first_page":"1511","last_page":"1524"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.9743000268936157,"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/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.9743000268936157,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9577999711036682,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10711","display_name":"Target Tracking and Data Fusion in Sensor Networks","score":0.9506000280380249,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6164349317550659},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5390490889549255},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4759000241756439},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.46373286843299866},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44143715500831604},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.43932002782821655},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3946267068386078},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.377225399017334},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3552544116973877},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3448678255081177}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6164349317550659},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5390490889549255},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4759000241756439},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.46373286843299866},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44143715500831604},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.43932002782821655},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3946267068386078},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.377225399017334},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3552544116973877},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3448678255081177},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1093/jcde/qwac070","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac070","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/4/1511/45683959/qwac070.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/711334","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/711334","pdf_url":null,"source":{"id":"https://openalex.org/S7407055369","display_name":"Lirias","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","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Journal of Computational Design and Engineering, vol. 9 (4), (1511-1524)","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:re.public.polimi.it:11311/1260235","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1260235","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwac070","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwac070","pdf_url":"https://academic.oup.com/jcde/article-pdf/9/4/1511/45683959/qwac070.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5941201075","display_name":null,"funder_award_id":"KY [2020]005","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6426443712","display_name":null,"funder_award_id":"2020YFB1713300","funder_id":"https://openalex.org/F4320321927","funder_display_name":"Guizhou University"},{"id":"https://openalex.org/G6611962472","display_name":null,"funder_award_id":"202106670003","funder_id":"https://openalex.org/F4320322725","funder_display_name":"China Scholarship Council"},{"id":"https://openalex.org/G8689087753","display_name":null,"funder_award_id":"2020YFB1713300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321927","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916"},{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288445090.pdf","grobid_xml":"https://content.openalex.org/works/W4288445090.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1872319967","https://openalex.org/W2039872854","https://openalex.org/W2064975748","https://openalex.org/W2115733720","https://openalex.org/W2145336162","https://openalex.org/W2247630581","https://openalex.org/W2559655401","https://openalex.org/W2774266279","https://openalex.org/W2789959441","https://openalex.org/W2874953367","https://openalex.org/W2889395339","https://openalex.org/W2891790303","https://openalex.org/W2907202852","https://openalex.org/W2955170523","https://openalex.org/W2968405839","https://openalex.org/W2973059983","https://openalex.org/W2986317669","https://openalex.org/W3006159091","https://openalex.org/W3043752659","https://openalex.org/W3045731307","https://openalex.org/W3047484594","https://openalex.org/W3049451428","https://openalex.org/W3100590405","https://openalex.org/W3115710758","https://openalex.org/W3120311362","https://openalex.org/W3126446664","https://openalex.org/W3134162419","https://openalex.org/W3154633245","https://openalex.org/W3162764303","https://openalex.org/W3192551699","https://openalex.org/W3198818149","https://openalex.org/W3202832719","https://openalex.org/W3216224295","https://openalex.org/W4205905582","https://openalex.org/W4210779359","https://openalex.org/W4211255018","https://openalex.org/W4212774754","https://openalex.org/W4226148515","https://openalex.org/W4229441375","https://openalex.org/W4254751698","https://openalex.org/W6717697761","https://openalex.org/W6783596713","https://openalex.org/W6796159650","https://openalex.org/W6802245203","https://openalex.org/W6804417864","https://openalex.org/W6810749769"],"related_works":["https://openalex.org/W3147584709","https://openalex.org/W2391251536","https://openalex.org/W2977677679","https://openalex.org/W2362198218","https://openalex.org/W1992327129","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2381986121","https://openalex.org/W1982750869","https://openalex.org/W2372829958"],"abstract_inverted_index":{"Abstract":[0],"As":[1],"fixed-wing":[2],"unmanned":[3,36],"aerial":[4,37],"vehicles":[5],"(FW-UAVs)":[6],"are":[7,17,57],"used":[8,157],"for":[9,32],"diverse":[10],"civil":[11],"and":[12,69,111,132,144,200],"scientific":[13],"missions,":[14],"failure":[15],"incidents":[16],"on":[18,50,176],"the":[19,63,66,160,170,184],"rise.":[20],"Recent":[21],"rapid":[22],"developments":[23],"in":[24,94,169,197],"deep":[25],"learning":[26],"(DL)":[27],"techniques":[28],"offer":[29],"advanced":[30],"solutions":[31],"fault":[33,90,203],"diagnosis":[34,91],"of":[35,53,65,92,122,162,181],"vehicles.":[38],"However,":[39],"most":[40],"existing":[41],"DL-based":[42],"diagnostic":[43],"models":[44],"only":[45],"perform":[46],"well":[47],"when":[48],"trained":[49],"massive":[51],"amounts":[52],"labeled":[54],"data,":[55],"which":[56],"challenging":[58],"to":[59,62,87,104,158,191],"collect":[60],"due":[61],"complexity":[64],"FW-UAVs":[67,93],"systems":[68],"service":[70],"environments.":[71],"To":[72],"address":[73],"these":[74],"issues,":[75],"this":[76],"paper":[77],"presents":[78],"a":[79,138,166,177],"novel":[80],"framework,":[81],"Siamese":[82],"hybrid":[83,139],"neural":[84,142],"network":[85,143],"(SHNN),":[86],"achieve":[88],"few-shot":[89,202],"an":[95,182],"intelligent":[96],"manner.":[97],"\u201cState":[98],"map\u201d":[99],"strategy":[100],"is":[101,135,156],"firstly":[102],"proposed":[103,118],"transform":[105],"raw":[106],"flight":[107,179],"data":[108],"into":[109],"similar":[110],"dissimilar":[112],"sample":[113],"pairs":[114,164],"as":[115,149],"input.":[116],"The":[117],"SHNN":[119,185],"framework":[120,186],"consists":[121],"two":[123],"identical":[124],"networks":[125],"that":[126],"share":[127],"weights":[128],"with":[129,137],"each":[130,133],"other,":[131],"subnetwork":[134],"designed":[136],"one-dimensional":[140],"conventional":[141],"long":[145],"short-term":[146],"memory":[147],"model":[148],"feature":[150,154],"encoder,":[151],"whose":[152],"generated":[153],"embedding":[155],"measure":[159],"similarity":[161],"input":[163],"via":[165],"distance":[167],"function":[168],"metric":[171],"space.":[172],"In":[173],"comprehensive":[174],"experiments":[175],"real":[178],"dataset":[180],"FW-UAV,":[183],"achieves":[187],"competitive":[188],"results":[189],"compared":[190],"other":[192],"models,":[193],"demonstrating":[194],"its":[195],"effectiveness":[196],"both":[198],"binary":[199],"multi-class":[201],"diagnosis.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
