{"id":"https://openalex.org/W3212188983","doi":"https://doi.org/10.1007/s00521-021-06652-w","title":"Detection of invisible cracks in ceramic materials using by pre-trained deep convolutional neural network","display_name":"Detection of invisible cracks in ceramic materials using by pre-trained deep convolutional neural network","publication_year":2021,"publication_date":"2021-11-08","ids":{"openalex":"https://openalex.org/W3212188983","doi":"https://doi.org/10.1007/s00521-021-06652-w","mag":"3212188983"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-021-06652-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-021-06652-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-021-06652-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-021-06652-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079034626","display_name":"H. Sel\u00e7uk No\u011fay","orcid":"https://orcid.org/0000-0001-9105-508X"},"institutions":[{"id":"https://openalex.org/I4210127232","display_name":"Kayseri E\u011fitim ve Ara\u015ft\u0131rma Hastanesi","ror":"https://ror.org/02ysppy04","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210127232"]},{"id":"https://openalex.org/I4387154747","display_name":"Kayseri \u00dcniversitesi","ror":"https://ror.org/005zfy155","country_code":"TR","type":"education","lineage":["https://openalex.org/I4387154747"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Hidir Selcuk Nogay","raw_affiliation_strings":["Department of Electrical and Energy, Kayseri University, Kayseri, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Energy, Kayseri University, Kayseri, Turkey","institution_ids":["https://openalex.org/I4210127232","https://openalex.org/I4387154747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023211480","display_name":"Tahir \u00c7etin Ak\u0131nc\u0131","orcid":"https://orcid.org/0000-0002-4657-6617"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]},{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR","US"],"is_corresponding":true,"raw_author_name":"Tahir Cetin Akinci","raw_affiliation_strings":["Faculty of Electrical Engineering, Istanbul Technical University, Istanbul, Turkey","WCGEC, University of California Riverside, Riverside, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4657-6617","affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]},{"raw_affiliation_string":"WCGEC, University of California Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058600834","display_name":"Musa Y\u0131lmaz","orcid":"https://orcid.org/0000-0002-2306-6008"},"institutions":[{"id":"https://openalex.org/I32481161","display_name":"Batman University","ror":"https://ror.org/051tsqh55","country_code":"TR","type":"education","lineage":["https://openalex.org/I32481161"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Musa Yilmaz","raw_affiliation_strings":["Faculty of Engineering and Architecture, Department of Electrical and Electronics Engineering, Batman University, Batman, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Architecture, Department of Electrical and Electronics Engineering, Batman University, Batman, Turkey","institution_ids":["https://openalex.org/I32481161"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5023211480"],"corresponding_institution_ids":["https://openalex.org/I103635307","https://openalex.org/I48912391"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":3.3194,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.92548543,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"34","issue":"2","first_page":"1423","last_page":"1432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9997000098228455,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9997000098228455,"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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9944000244140625,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/ceramic","display_name":"Ceramic","score":0.8393824100494385},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7237831354141235},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6274938583374023},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.517082691192627},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.5009655952453613},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4925311505794525},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46139928698539734},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40966862440109253},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.34734535217285156},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.31027930974960327},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1142975389957428}],"concepts":[{"id":"https://openalex.org/C134132462","wikidata":"https://www.wikidata.org/wiki/Q45621","display_name":"Ceramic","level":2,"score":0.8393824100494385},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7237831354141235},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6274938583374023},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.517082691192627},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5009655952453613},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4925311505794525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46139928698539734},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40966862440109253},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.34734535217285156},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.31027930974960327},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1142975389957428},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s00521-021-06652-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-021-06652-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-021-06652-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:e8deabe6-8a44-4207-b9bf-7956d2d7de88","is_oa":false,"landing_page_url":"https://avesis.uludag.edu.tr/publication/details/e8deabe6-8a44-4207-b9bf-7956d2d7de88/oai","pdf_url":null,"source":{"id":"https://openalex.org/S7407055210","display_name":"Bursa Uludag University - AVESIS","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:escholarship.org/ark:/13030/qt4x42w70c","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/4x42w70c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/37327","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/37327","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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"}],"best_oa_location":{"id":"doi:10.1007/s00521-021-06652-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-021-06652-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-021-06652-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5299999713897705,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3212188983.pdf","grobid_xml":"https://content.openalex.org/works/W3212188983.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W627326487","https://openalex.org/W649532893","https://openalex.org/W1595116748","https://openalex.org/W1663973292","https://openalex.org/W1723619723","https://openalex.org/W1982221365","https://openalex.org/W1986207251","https://openalex.org/W2090101644","https://openalex.org/W2147031506","https://openalex.org/W2160813563","https://openalex.org/W2325435835","https://openalex.org/W2493066678","https://openalex.org/W2554997217","https://openalex.org/W2760710953","https://openalex.org/W2775988252","https://openalex.org/W2871166210","https://openalex.org/W2888449021","https://openalex.org/W2889717020","https://openalex.org/W2889789706","https://openalex.org/W2893154092","https://openalex.org/W2899917309","https://openalex.org/W2905163589","https://openalex.org/W2905502273","https://openalex.org/W2910600885","https://openalex.org/W2919841204","https://openalex.org/W2939880928","https://openalex.org/W2944356707","https://openalex.org/W2948948310","https://openalex.org/W2975470098","https://openalex.org/W3093658069","https://openalex.org/W3120400505","https://openalex.org/W3132099151","https://openalex.org/W3150815575","https://openalex.org/W3191504080","https://openalex.org/W4240886351","https://openalex.org/W4245540145"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4313906399","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Abstract":[0],"Ceramic":[1],"materials":[2,12],"are":[3,13],"an":[4],"indispensable":[5],"part":[6],"of":[7,41,46,58,64],"our":[8],"lives.":[9],"Today,":[10],"ceramic":[11,35,103,124,133,142,158],"mainly":[14],"used":[15],"in":[16,33,43,48,55,61,102,157],"construction":[17],"and":[18,60,93,139,152],"kitchenware":[19],"production.":[20],"The":[21,146],"fact":[22],"that":[23,52],"some":[24],"deformations":[25,47,59],"cannot":[26],"be":[27,74],"seen":[28],"with":[29,71,135,176],"the":[30,34,44,49,56,62,65,69,79,118,123,161,166,177],"naked":[31],"eye":[32],"industry":[36],"leads":[37],"to":[38,73,99,107,122],"a":[39,84,109,170],"loss":[40],"time":[42],"detection":[45,156],"products.":[50],"Delays":[51],"may":[53],"occur":[54],"elimination":[57],"planning":[63],"production":[66],"process":[67],"cause":[68],"products":[70],"deformation":[72],"excessive,":[75],"which":[76],"adversely":[77],"affects":[78],"quality.":[80],"In":[81,105],"this":[82],"study,":[83],"deep":[85,147,178],"learning":[86,95,148,179],"model":[87,149,180],"based":[88,181],"on":[89,182],"acoustic":[90,183],"noise":[91,112,167],"data":[92,110,162],"transfer":[94],"techniques":[96],"was":[97,150,174],"designed":[98],"detect":[100],"cracks":[101,138],"plates.":[104],"order":[106],"create":[108],"set,":[111],"curves":[113],"were":[114,144],"obtained":[115,164],"by":[116,127,160],"applying":[117],"same":[119],"magnitude":[120],"impact":[121,128],"experiment":[125],"plates":[126,134,159],"pendulum.":[129],"For":[130],"experimental":[131],"application,":[132],"three":[136],"invisible":[137],"one":[140],"undamaged":[141],"plate":[143],"used.":[145],"trained":[151],"tested":[153],"for":[154],"crack":[155],"set":[163],"from":[165],"graphs.":[168],"As":[169],"result,":[171],"99.50%":[172],"accuracy":[173],"achieved":[175],"noise.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":8}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}