{"id":"https://openalex.org/W2991620669","doi":"https://doi.org/10.1109/tim.2019.2956300","title":"Application of Machine Learning to Evaluate Insulator Surface Erosion","display_name":"Application of Machine Learning to Evaluate Insulator Surface Erosion","publication_year":2019,"publication_date":"2019-11-27","ids":{"openalex":"https://openalex.org/W2991620669","doi":"https://doi.org/10.1109/tim.2019.2956300","mag":"2991620669"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2019.2956300","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2019.2956300","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054895839","display_name":"A. N A Ibrahim","orcid":"https://orcid.org/0000-0001-9981-6891"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Amr Ibrahim","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0001-9981-6891","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074433766","display_name":"Ahmad Dalbah","orcid":"https://orcid.org/0000-0002-9195-3549"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ahmad Dalbah","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-9195-3549","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001775931","display_name":"Ayaat Abualsaud","orcid":"https://orcid.org/0000-0002-4685-0268"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ayaat Abualsaud","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-4685-0268","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102737812","display_name":"Usman Tariq","orcid":"https://orcid.org/0000-0002-8244-2165"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Usman Tariq","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-8244-2165","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, American University of Sharjah, Sharjah, United Arab Emirates","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078618705","display_name":"Ayman El\u2010Hag","orcid":"https://orcid.org/0000-0003-3270-5358"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ayman El-Hag","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3270-5358","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.4373,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.96789719,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"69","issue":"2","first_page":"314","last_page":"316"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9991999864578247,"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":0.9991999864578247,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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":0.9908999800682068,"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/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7396582961082458},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6831712126731873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.645484209060669},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6448440551757812},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6222230792045593},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5953965187072754},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5267588496208191},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.45861294865608215},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44440558552742004},{"id":"https://openalex.org/keywords/erosion","display_name":"Erosion","score":0.41740137338638306},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40709930658340454},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10237091779708862}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7396582961082458},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6831712126731873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.645484209060669},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6448440551757812},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6222230792045593},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5953965187072754},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5267588496208191},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.45861294865608215},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44440558552742004},{"id":"https://openalex.org/C123157820","wikidata":"https://www.wikidata.org/wiki/Q80026","display_name":"Erosion","level":2,"score":0.41740137338638306},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40709930658340454},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10237091779708862},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2019.2956300","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2019.2956300","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321430","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2034451141","https://openalex.org/W2062439364","https://openalex.org/W2595750449","https://openalex.org/W2742694207","https://openalex.org/W2894675256","https://openalex.org/W2899242765","https://openalex.org/W2899280016","https://openalex.org/W2912990735","https://openalex.org/W4230855778"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W2066827917","https://openalex.org/W2095030957","https://openalex.org/W2884201223"],"abstract_inverted_index":{"This":[0,102],"article":[1],"proposes":[2],"a":[3,18,98,106],"new":[4],"automated":[5],"inspection":[6],"system":[7],"that":[8,29,91],"can":[9,111],"estimate":[10],"erosion":[11,54],"in":[12,59],"silicone":[13],"rubber":[14],"(SIR)":[15],"samples":[16,28,43],"using":[17,73,97],"computer":[19],"vision-based":[20],"method.":[21],"In":[22],"this":[23],"work,":[24],"we":[25],"used":[26],"SIR":[27,42],"were":[30,95],"damaged":[31],"under":[32],"laboratory":[33],"conditions.":[34],"The":[35],"proposed":[36],"work":[37,103],"is":[38],"expected":[39],"to":[40,115],"classify":[41,72],"into":[44],"one":[45],"of":[46,53,108],"three":[47],"classes":[48],"based":[49],"on":[50],"the":[51,56,74,92],"degree":[52],"following":[55],"IEC-60587":[57],"standard":[58],"defining":[60],"failed":[61],"samples.":[62],"We":[63,85],"use":[64],"various":[65],"preprocessing":[66],"and":[67,71,79,89,110],"feature":[68],"extraction":[69],"methods":[70],"artificial":[75],"neural":[76,82],"network":[77,83],"(ANN)":[78],"deep":[80,99],"convolutional":[81],"(CNN).":[84],"compare":[86],"their":[87],"performance":[88],"find":[90],"best":[93],"results":[94],"achieved":[96],"CNN":[100],"architecture.":[101],"serves":[104],"as":[105],"proof":[107],"concept":[109],"be":[112],"further":[113],"extended":[114],"outdoor":[116],"on-field":[117],"test":[118],"cases.":[119]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
