{"id":"https://openalex.org/W4412722080","doi":"https://doi.org/10.1109/tii.2025.3586053","title":"A 1D-AE-PINN Crack Quantification Network Inspired by a Novel Physical Feature of ACFM","display_name":"A 1D-AE-PINN Crack Quantification Network Inspired by a Novel Physical Feature of ACFM","publication_year":2025,"publication_date":"2025-07-29","ids":{"openalex":"https://openalex.org/W4412722080","doi":"https://doi.org/10.1109/tii.2025.3586053"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3586053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3586053","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5025345488","display_name":"Jianxi Ding","orcid":"https://orcid.org/0000-0003-3113-5728"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianxi Ding","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067340014","display_name":"Xin\u2019an Yuan","orcid":"https://orcid.org/0000-0003-4849-441X"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin\u2019an Yuan","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100318178","display_name":"Wei Li","orcid":"https://orcid.org/0000-0002-4121-0456"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Li","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069590205","display_name":"Baoping Cai","orcid":"https://orcid.org/0000-0002-4499-492X"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoping Cai","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086080678","display_name":"Xiaokang Yin","orcid":"https://orcid.org/0000-0003-3247-8730"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaokang Yin","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100375289","display_name":"Xiao Li","orcid":"https://orcid.org/0000-0002-5508-8594"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Li","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073122716","display_name":"Jianchao Zhao","orcid":"https://orcid.org/0000-0003-1045-6928"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchao Zhao","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","College of Electromechanical Engineering, Qingdao University of Science &amp; Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"College of Electromechanical Engineering, Qingdao University of Science &amp; Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065124518","display_name":"Qinyu Chen","orcid":"https://orcid.org/0000-0003-1879-0461"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinyu Chen","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100755828","display_name":"Xiangyang Wang","orcid":"https://orcid.org/0000-0003-3435-2277"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyang Wang","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109312677","display_name":"Zhi Nie","orcid":"https://orcid.org/0009-0007-0630-5963"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zichen Nie","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083652259","display_name":"Qiyue Yin","orcid":"https://orcid.org/0000-0002-3442-6275"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyue Yin","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064849105","display_name":"Jianming Zhao","orcid":"https://orcid.org/0000-0002-2759-5273"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianming Zhao","raw_affiliation_strings":["Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","College of Electromechanical Engineering, Qingdao University of Science &amp; Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"Center for Offshore Engineering and Safety Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"College of Electromechanical Engineering, Qingdao University of Science &amp; Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5025345488"],"corresponding_institution_ids":["https://openalex.org/I4210162190"],"apc_list":null,"apc_paid":null,"fwci":2.6568,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.89900071,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"21","issue":"11","first_page":"8694","last_page":"8705"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9976000189781189,"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"}},"topics":[{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9976000189781189,"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"}},{"id":"https://openalex.org/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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":0.9897000193595886,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5555086731910706},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4990687370300293},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3513104319572449}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5555086731910706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4990687370300293},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3513104319572449},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3586053","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3586053","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1630015037","https://openalex.org/W2065671419","https://openalex.org/W2283879601","https://openalex.org/W2999516673","https://openalex.org/W3027616288","https://openalex.org/W3047001618","https://openalex.org/W3127351938","https://openalex.org/W3131458750","https://openalex.org/W3158605889","https://openalex.org/W3168099128","https://openalex.org/W3178766814","https://openalex.org/W3179929610","https://openalex.org/W3206722531","https://openalex.org/W3211926898","https://openalex.org/W3214066484","https://openalex.org/W4200316972","https://openalex.org/W4211146832","https://openalex.org/W4221008668","https://openalex.org/W4293173869","https://openalex.org/W4312782760","https://openalex.org/W4313186340","https://openalex.org/W4323913974","https://openalex.org/W4366817825","https://openalex.org/W4380635128","https://openalex.org/W4390659902","https://openalex.org/W4390754651","https://openalex.org/W4392095493","https://openalex.org/W4392202541","https://openalex.org/W4393305393","https://openalex.org/W4395078541","https://openalex.org/W4401210452","https://openalex.org/W4404563022"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4404995717","https://openalex.org/W2016187641","https://openalex.org/W4404725684","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W4409278740","https://openalex.org/W2898370298"],"abstract_inverted_index":{"Alternating":[0],"current":[1],"field":[2],"measurement":[3,20,27],"(ACFM)":[4],"is":[5,47,77,95],"widely":[6],"used":[7,111],"in":[8,122],"the":[9,25,41,71,74,92,103,115,133,138],"quantitative":[10],"detection":[11],"of":[12,18,44,83,102,120,137,153],"crack":[13,72,93,139],"due":[14],"to":[15,40,49,68,114],"its":[16],"advantages":[17,119],"noncontact":[19,26],"and":[21,33,55,97,135,155,159],"high":[22],"accuracy.":[23],"However,":[24],"introduces":[28],"signal":[29,87],"interference":[30,76],"including":[31],"constant":[32],"random":[34],"lift-off.":[35],"Both":[36],"lift-offs":[37],"bring":[38],"challenges":[39],"accurate":[42],"quantification":[43],"cracks.":[45],"It":[46],"difficult":[48],"obtain":[50],"both":[51],"<italic":[52,56,84,145],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[53,57,85,146,162],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Bx</i>":[54,86,147],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Bz</i>":[58],"signals":[59],"effectively.":[60],"In":[61],"this":[62],"article,":[63],"a":[64],"new":[65],"1D-AE-PINN":[66,109,121],"framework":[67],"accurately":[69],"quantify":[70],"under":[73],"lift-off":[75],"proposed.":[78],"A":[79],"novel":[80],"insight":[81],"feature":[82],"with":[88],"physical":[89],"information":[90],"about":[91],"size":[94],"studied":[96],"integrated":[98],"into":[99],"loss":[100],"functions":[101],"1D-AE-PINN.":[104],"The":[105,118,129,149],"features":[106],"encoded":[107],"by":[108,126,143],"are":[110,124,157],"as":[112],"input":[113],"quantization":[116],"network.":[117],"accuracy":[123],"proved":[125],"comparative":[127],"experiments.":[128],"results":[130],"show":[131],"that":[132],"length":[134,154],"depth":[136,156],"can":[140],"be":[141],"measured":[142],"only":[144],"signal.":[148],"mean":[150],"squared":[151],"errors":[152],"0.66":[158],"0.39":[160],"mm<sup":[161],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}