{"id":"https://openalex.org/W7125920862","doi":"https://doi.org/10.1007/s44443-026-00505-z","title":"Research on deformation detection method of three-dimensional weaving guide rods for composite preforms based on deep learning","display_name":"Research on deformation detection method of three-dimensional weaving guide rods for composite preforms based on deep learning","publication_year":2026,"publication_date":"2026-01-28","ids":{"openalex":"https://openalex.org/W7125920862","doi":"https://doi.org/10.1007/s44443-026-00505-z"},"language":"en","primary_location":{"id":"doi:10.1007/s44443-026-00505-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00505-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44443-026-00505-z","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124103571","display_name":"Yuzhe Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuzhe Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124098749","display_name":"Xinning Li","orcid":null},"institutions":[{"id":"https://openalex.org/I1305126327","display_name":"Zibo Vocational Institute","ror":"https://ror.org/04mzr3655","country_code":"CN","type":"education","lineage":["https://openalex.org/I1305126327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinning Li","raw_affiliation_strings":["School of Intelligent Manufacturing, Zibo Polytechnic University, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Intelligent Manufacturing, Zibo Polytechnic University, Zibo, China","institution_ids":["https://openalex.org/I1305126327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124108606","display_name":"Hu Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hu Wu","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085547133","display_name":"X. Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyu Wang","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055271563","display_name":"Shilong Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shilong Xie","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124102358","display_name":"Teng Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Yang","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114176345","display_name":"Liwen Zhang","orcid":"https://orcid.org/0009-0008-8257-5639"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwen Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Shandong University of Technology, Zibo, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5124108606"],"corresponding_institution_ids":["https://openalex.org/I119203015"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22253059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"38","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10653","display_name":"Robot Manipulation and Learning","score":0.20309999585151672,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10653","display_name":"Robot Manipulation and Learning","score":0.20309999585151672,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10219","display_name":"Mechanical Behavior of Composites","score":0.08429999649524689,"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/T11394","display_name":"Dynamics and Control of Mechanical Systems","score":0.06430000066757202,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/weaving","display_name":"Weaving","score":0.8783000111579895},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5784000158309937},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47929999232292175},{"id":"https://openalex.org/keywords/bending","display_name":"Bending","score":0.4641000032424927},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.46389999985694885},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.44589999318122864},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4099999964237213},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.39320001006126404},{"id":"https://openalex.org/keywords/composite-number","display_name":"Composite number","score":0.3783000111579895},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.3686999976634979}],"concepts":[{"id":"https://openalex.org/C54525549","wikidata":"https://www.wikidata.org/wiki/Q2553445","display_name":"Weaving","level":2,"score":0.8783000111579895},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5784000158309937},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5539000034332275},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47929999232292175},{"id":"https://openalex.org/C87210426","wikidata":"https://www.wikidata.org/wiki/Q1072476","display_name":"Bending","level":2,"score":0.4641000032424927},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.44589999318122864},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4163999855518341},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4099999964237213},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.39800000190734863},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.39320001006126404},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.3783000111579895},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.3686999976634979},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.3474000096321106},{"id":"https://openalex.org/C7218915","wikidata":"https://www.wikidata.org/wiki/Q1054475","display_name":"Gaussian function","level":3,"score":0.34619998931884766},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.34529998898506165},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.34040001034736633},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.33469998836517334},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.3343999981880188},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3215000033378601},{"id":"https://openalex.org/C162184086","wikidata":"https://www.wikidata.org/wiki/Q505544","display_name":"Rod","level":3,"score":0.30320000648498535},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30079999566078186},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.299699991941452},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.29919999837875366},{"id":"https://openalex.org/C519885992","wikidata":"https://www.wikidata.org/wiki/Q161","display_name":"Fiber","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C2781031896","wikidata":"https://www.wikidata.org/wiki/Q1068711","display_name":"Deep drawing","level":2,"score":0.2904999852180481},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.287200003862381},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C2775960376","wikidata":"https://www.wikidata.org/wiki/Q1435859","display_name":"Grippers","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C2780387288","wikidata":"https://www.wikidata.org/wiki/Q13693","display_name":"Windshield","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s44443-026-00505-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00505-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s44443-026-00505-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00505-z","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5105413198471069,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2168356304","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2209302377","https://openalex.org/W2337083997","https://openalex.org/W2964241181","https://openalex.org/W3013211776","https://openalex.org/W3016094611","https://openalex.org/W3034566037","https://openalex.org/W3047712267","https://openalex.org/W3095621258","https://openalex.org/W3096609285","https://openalex.org/W3122799380","https://openalex.org/W3136810328","https://openalex.org/W3194558402","https://openalex.org/W3208154594","https://openalex.org/W3216889554","https://openalex.org/W4213120744","https://openalex.org/W4214507171","https://openalex.org/W4223955093","https://openalex.org/W4285173099","https://openalex.org/W4319226720","https://openalex.org/W4321596265","https://openalex.org/W4327652243","https://openalex.org/W4362575754","https://openalex.org/W4367665525","https://openalex.org/W4367853066","https://openalex.org/W4379929705","https://openalex.org/W4386076325","https://openalex.org/W4386083115","https://openalex.org/W4388823657","https://openalex.org/W4390826350","https://openalex.org/W4391093457","https://openalex.org/W4391482712","https://openalex.org/W4391655897","https://openalex.org/W4391841967","https://openalex.org/W4393241391","https://openalex.org/W4400305040","https://openalex.org/W4400464571","https://openalex.org/W4401203280","https://openalex.org/W4401406595","https://openalex.org/W4401529154","https://openalex.org/W4402704579","https://openalex.org/W4405433405","https://openalex.org/W4405491630","https://openalex.org/W4406324582","https://openalex.org/W4410259472","https://openalex.org/W4410616160","https://openalex.org/W4411155916","https://openalex.org/W4411310919","https://openalex.org/W4412075293","https://openalex.org/W4412538468","https://openalex.org/W4416066352"],"related_works":[],"abstract_inverted_index":{"In":[0],"the":[1,9,27,34,96,111,124,134,141,158,171,178,208,213],"flexible":[2,41],"three-dimensional":[3],"weaving":[4,55],"process":[5],"for":[6,16,82],"composite":[7],"preforms,":[8],"guide":[10,37,84],"rod":[11,85],"is":[12],"a":[13,78,90,101,195],"crucial":[14],"element":[15],"fiber":[17],"orientation":[18],"and":[19,30,40,51,69,116,130,163,167,176,185,191,216],"path":[20],"regulation.":[21],"Minor":[22],"deformations":[23],"can":[24],"substantially":[25],"impact":[26],"forming":[28],"quality":[29],"mechanical":[31],"properties":[32],"of":[33,67,113,127,152,198],"preform.":[35],"The":[36,87,119,183],"rod\u2019s":[38],"narrow":[39],"shape":[42],"renders":[43],"it":[44],"susceptible":[45],"to":[46,94,109,145],"intricate":[47],"deformations,":[48],"including":[49],"bending":[50],"misalignment,":[52],"during":[53],"high-speed":[54],"or":[56],"uneven":[57],"loading":[58],"conditions.":[59],"Conventional":[60],"detection":[61,103,196],"methods":[62],"are":[63],"inadequate":[64],"in":[65,218],"terms":[66],"reliability":[68],"precision,":[70],"hence":[71],"complicating":[72],"real-time":[73,202],"monitoring.":[74],"This":[75],"research":[76],"offers":[77],"deep":[79],"learning-based":[80],"approach":[81],"detecting":[83],"deformation\u2014YOLOv12-ASHN.":[86],"method":[88],"employs":[89],"Space-to-Depth":[91],"Convolution":[92,108],"module":[93,139],"reconstruct":[95],"convolutional":[97],"architecture.":[98],"It":[99],"integrates":[100],"lightweight":[102],"head":[104],"along":[105],"with":[106,194],"Dynamic":[107],"improve":[110,188],"visualization":[112],"tiny":[114],"targets":[115],"multi-scale":[117],"characteristics.":[118],"A2C2f-ACmix":[120],"attention":[121],"mechanism":[122],"facilitates":[123],"collaborative":[125],"modeling":[126],"both":[128],"local":[129],"global":[131],"features,":[132],"whereas":[133],"Normalized":[135],"Gaussian":[136],"Wasserstein":[137],"Distance":[138],"substitutes":[140],"conventional":[142],"loss":[143],"function":[144],"enhance":[146],"resilience":[147],"against":[148],"minor":[149],"positional":[150],"shifts":[151],"objects.":[153],"Experimental":[154],"findings":[155],"indicate":[156],"that":[157],"proposed":[159],"strategy":[160],"enhances":[161],"precision":[162],"recall":[164],"by":[165,174,181,189],"15.2%":[166],"20.0%,":[168],"respectively,":[169,193],"reduces":[170,177],"parameter":[172],"count":[173],"17.8%,":[175],"computing":[179],"burden":[180],"31.1%.":[182],"mAP50":[184],"mAP50-95":[186],"metrics":[187],"10.4%":[190],"13.1%,":[192],"speed":[197],"588":[199],"FPS,":[200],"satisfying":[201],"criteria.":[203],"An":[204],"experimental":[205],"platform":[206],"using":[207],"AUBO-i5":[209],"robot":[210],"further":[211],"substantiates":[212],"method\u2019s":[214],"efficacy":[215],"applicability":[217],"complex":[219],"industrial":[220],"settings.":[221]},"counts_by_year":[],"updated_date":"2026-04-04T06:10:10.580331","created_date":"2026-01-29T00:00:00"}
