{"id":"https://openalex.org/W3111977680","doi":"https://doi.org/10.1155/2020/9645817","title":"Metal Roof Fault Diagnosis Method Based on RBF-SVM","display_name":"Metal Roof Fault Diagnosis Method Based on RBF-SVM","publication_year":2020,"publication_date":"2020-12-03","ids":{"openalex":"https://openalex.org/W3111977680","doi":"https://doi.org/10.1155/2020/9645817","mag":"3111977680"},"language":"en","primary_location":{"id":"doi:10.1155/2020/9645817","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9645817","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/9645817.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2020/9645817.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102729258","display_name":"Liman Yang","orcid":"https://orcid.org/0000-0002-0692-1498"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liman Yang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070667801","display_name":"Lianming Su","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianming Su","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100408478","display_name":"Yixuan Wang","orcid":"https://orcid.org/0000-0003-3079-5572"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yixuan Wang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":"https://orcid.org/0000-0003-3079-5572","affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112317901","display_name":"Haifeng Jiang","orcid":"https://orcid.org/0000-0002-2768-9325"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haifeng Jiang","raw_affiliation_strings":["Center Internatinal Group Co, Ltd., Beijing 100176, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center Internatinal Group Co, Ltd., Beijing 100176, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100909522","display_name":"Xueyao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyao Yang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027420958","display_name":"Yunhua Li","orcid":"https://orcid.org/0000-0001-6573-1267"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunhua Li","raw_affiliation_strings":["Beijing University of Aeronautics & Astronautics, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6573-1267","affiliations":[{"raw_affiliation_string":"Beijing University of Aeronautics & Astronautics, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101028647","display_name":"Dongkai Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongkai Shen","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100461393","display_name":"Na Wang","orcid":"https://orcid.org/0000-0002-3703-3661"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Na Wang","raw_affiliation_strings":["School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China"],"raw_orcid":"https://orcid.org/0000-0002-3703-3661","affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100408478","https://openalex.org/A5100461393"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":1.0037,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.74814656,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9715999960899353,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.949999988079071,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T12682","display_name":"Smart Materials for Construction","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/roof","display_name":"Roof","score":0.6809165477752686},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6256016492843628},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6013711094856262},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5322052836418152},{"id":"https://openalex.org/keywords/ranging","display_name":"Ranging","score":0.46817392110824585},{"id":"https://openalex.org/keywords/strain-gauge","display_name":"Strain gauge","score":0.42476218938827515},{"id":"https://openalex.org/keywords/structural-health-monitoring","display_name":"Structural health monitoring","score":0.42024242877960205},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35929587483406067},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3222982883453369},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2884197533130646},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.2744501233100891},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1122053861618042},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08207720518112183}],"concepts":[{"id":"https://openalex.org/C2776748203","wikidata":"https://www.wikidata.org/wiki/Q83180","display_name":"Roof","level":2,"score":0.6809165477752686},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6256016492843628},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6013711094856262},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5322052836418152},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.46817392110824585},{"id":"https://openalex.org/C60584519","wikidata":"https://www.wikidata.org/wiki/Q610723","display_name":"Strain gauge","level":2,"score":0.42476218938827515},{"id":"https://openalex.org/C2776247918","wikidata":"https://www.wikidata.org/wiki/Q1423713","display_name":"Structural health monitoring","level":2,"score":0.42024242877960205},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35929587483406067},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3222982883453369},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2884197533130646},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.2744501233100891},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1122053861618042},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08207720518112183},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/9645817","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9645817","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/9645817.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:9645817","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2020/9645817.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:674d819d30194c8a8f8720ed4a18fc0f","is_oa":true,"landing_page_url":"https://doaj.org/article/674d819d30194c8a8f8720ed4a18fc0f","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,"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":"Complexity, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/9645817","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/9645817","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/9645817.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3111977680.pdf","grobid_xml":"https://content.openalex.org/works/W3111977680.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W757362101","https://openalex.org/W1964665495","https://openalex.org/W2000618191","https://openalex.org/W2015671430","https://openalex.org/W2049389686","https://openalex.org/W2083915015","https://openalex.org/W2098842507","https://openalex.org/W2108943618","https://openalex.org/W2117560972","https://openalex.org/W2130988436","https://openalex.org/W2134970926","https://openalex.org/W2141151191","https://openalex.org/W2289499874","https://openalex.org/W2339366328","https://openalex.org/W2509388533","https://openalex.org/W2541166463","https://openalex.org/W2570256512","https://openalex.org/W2610606883"],"related_works":["https://openalex.org/W4384112194","https://openalex.org/W2783354812","https://openalex.org/W2103009189","https://openalex.org/W4312958259","https://openalex.org/W4390813131","https://openalex.org/W2349383066","https://openalex.org/W4308259661","https://openalex.org/W4328132048","https://openalex.org/W1969901537","https://openalex.org/W2892849672"],"abstract_inverted_index":{"Metal":[0],"roof":[1,72,97,117,207],"enclosure":[2],"system":[3,122],"is":[4,81,145,200],"an":[5,190],"important":[6],"part":[7],"of":[8,40,55,64,70,90,95,100,108],"steel":[9],"structure":[10],"construction.":[11],"In":[12],"recent":[13],"years,":[14],"it":[15,80],"has":[16,73],"been":[17],"widely":[18],"used":[19],"in":[20,111],"large-scale":[21],"public":[22],"or":[23],"industrial":[24],"buildings":[25],"such":[26,172],"as":[27,173],"stadiums,":[28],"airport":[29],"terminals,":[30],"and":[31,51,61,79,98,113,119,128,141,157,162,168,176,187,202],"convention":[32],"centers.":[33],"Affected":[34],"by":[35],"bad":[36],"weather,":[37],"various":[38],"types":[39,107],"accidents":[41],"on":[42,196],"metal":[43,65,71,96,109,116,206],"roofs":[44,110],"frequently":[45],"occurred,":[46],"causing":[47],"huge":[48],"property":[49],"losses":[50],"adverse":[52],"effects.":[53],"Because":[54],"wide":[56],"span,":[57],"long":[58],"service":[59],"life":[60],"hidden":[62,85,182],"fault":[63,106,120,192],"roof,":[66],"the":[67,88,92,105,153,181,214],"manual":[68],"inspection":[69],"low":[74],"efficiency,":[75],"poor":[76],"real-time":[77],"performance,":[78],"difficult":[82],"to":[83,164,180,204],"find":[84,169],"faults.":[86,208],"On":[87],"basis":[89],"summarizing":[91],"working":[93],"principle":[94],"cause":[99],"accidents,":[101],"this":[102],"paper":[103],"classifies":[104],"detail":[112],"establishes":[114],"a":[115],"monitoring":[118],"diagnosis":[121,193],"using":[123],"distributed":[124],"multisource":[125],"heterogeneous":[126],"sensors":[127],"Zigbee":[129],"wireless":[130],"sensor":[131,144,174],"networks.":[132],"Monitoring":[133],"data":[134,154,167],"from":[135],"strain":[136],"gauge,":[137],"laser":[138],"ranging":[139,143],"sensor,":[140],"ultrasonic":[142],"utilized":[146],"comprehensively.":[147],"By":[148],"extracting":[149],"time":[150],"domain":[151],"feature,":[152],"trend":[155],"characteristics":[156,159],"correlation":[158],"are":[160],"analyzed":[161],"fused":[163],"eliminate":[165],"erroneous":[166],"superficial":[170],"faults":[171,183],"drift":[175],"network":[177],"interruption.":[178],"Aiming":[179],"including":[184],"plastic":[185],"deformation":[186],"bolt":[188],"looseness,":[189],"SVM":[191],"algorithm":[194,216],"based":[195],"RBF":[197],"kernel":[198],"function":[199],"designed":[201],"applied":[203],"diagnose":[205],"The":[209],"experimental":[210],"results":[211],"show":[212],"that":[213],"RBF-SVM":[215],"can":[217],"achieve":[218],"high":[219],"classification":[220],"accuracy.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
