[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-31217":3,"doc-seo-31217":27},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"file_id":15,"file_url":16,"file_type":17,"file_size":18,"view_count":4,"is_deleted":4,"is_public":19,"is_downloadable":19,"audit_status":19,"page_count":20,"language":21,"language_code":22,"table_of_contents":23,"faqs":24,"seo_title":13,"seo_description":14,"update_tm":25,"read_time":26},31217,1099513958762,"Logic","https://ap-avatar.wpscdn.com/avatar/1000023916a998db790?_k=1776737595927829259",8,"Research & Report","Engineering Applications of Artificial Intelligence CFRP Non-Destructive Evaluation Ultrasonic Phased Arrays Robotics","Focuses on engineering applications of artificial intelligence within non-destructive evaluation of carbon fibre reinforced polymers (CFRP), widely used in aerospace and other engineering sectors due to high strength-to-weight advantages. Details how CFRP manufacturing layering and anisotropy enable tailored structures while also creating defects that threaten structural integrity. Reviews NDE methods and emphasizes ultrasonic testing, phased arrays for beamforming and B-/C-scan imaging, and robotic scanning, highlighting the need for automated data interpretation to reduce labor and human error.","cbCaibWaJPjvSRe9","https://ap.wps.com/l/cbCaibWaJPjvSRe9","pdf",6268699,1,13,"English","en","# Introduction\n# Non-Destructive Evaluation Methods\n# Ultrasonic Testing and Phased Arrays\n# Robotic Scanning and the Need for Automated Interpretation","[{\"question\":\"Why is defect detection critical for CFRP components in engineering applications?\",\"answer\":\"CFRP manufacturing can introduce defects such as delaminations, cracks, inclusions, ply stacking errors, fibre distortions, and porosity, which compromise structural integrity and performance—especially in safety-critical components.\"},{\"question\":\"What are the main non-destructive evaluation methods mentioned?\",\"answer\":\"Non-destructive evaluation includes radiography, thermography, electromagnetic approaches, and ultrasonic techniques.\"},{\"question\":\"How do ultrasonic phased arrays improve inspection compared with simpler setups?\",\"answer\":\"Phased arrays offer operational flexibility, beamforming, larger coverage, and reduced inspection time using independently controllable transducers, enabling electronic scanning and imaging such as B-scans and stacked 3D volumetric data.\"}]",1779224427,33,{"code":4,"msg":28,"data":29},"ok",{"site_id":30,"language":22,"slug":31,"title":13,"keywords":32,"description":14,"schema_data":33,"social_meta":84,"head_meta":86,"extra_data":88,"updated_unix":25},105,"engineering-applications-of-artificial-intelligence-cfrp-non-destructive-evaluation-ultrasonic-phased-arrays-robotics","",{"@graph":34,"@context":83},[35,52,66],{"@type":36,"itemListElement":37},"BreadcrumbList",[38,42,46,49],{"item":39,"name":40,"@type":41,"position":19},"https://docshare.wps.com","Home","ListItem",{"item":43,"name":44,"@type":41,"position":45},"https://docshare.wps.com/document/","Document",2,{"item":47,"name":12,"@type":41,"position":48},"https://docshare.wps.com/document/research-report/",3,{"item":50,"name":13,"@type":41,"position":51},"https://docshare.wps.com/document/engineering-applications-of-artificial-intelligence-cfrp-non-destructive-evaluation-ultrasonic-phased-arrays-robotics/31217/",4,{"url":50,"name":13,"@type":53,"author":54,"headline":13,"publisher":56,"fileFormat":59,"description":14,"dateModified":60,"datePublished":60,"encodingFormat":59,"isAccessibleForFree":61,"interactionStatistic":62},"DigitalDocument",{"name":9,"@type":55},"Person",{"url":39,"name":57,"@type":58},"DocShare","Organization","application/pdf","2026-05-19",true,{"@type":63,"interactionType":64,"userInteractionCount":4},"InteractionCounter",{"@type":65},"ViewAction",{"@type":67,"mainEntity":68},"FAQPage",[69,75,79],{"name":70,"@type":71,"acceptedAnswer":72},"Why is defect detection critical for CFRP components in engineering applications?","Question",{"text":73,"@type":74},"CFRP manufacturing can introduce defects such as delaminations, cracks, inclusions, ply stacking errors, fibre distortions, and porosity, which compromise structural integrity and performance—especially in safety-critical components.","Answer",{"name":76,"@type":71,"acceptedAnswer":77},"What are the main non-destructive evaluation methods mentioned?",{"text":78,"@type":74},"Non-destructive evaluation includes radiography, thermography, electromagnetic approaches, and ultrasonic techniques.",{"name":80,"@type":71,"acceptedAnswer":81},"How do ultrasonic phased arrays improve inspection compared with simpler setups?",{"text":82,"@type":74},"Phased arrays offer operational flexibility, beamforming, larger coverage, and reduced inspection time using independently controllable transducers, enabling electronic scanning and imaging such as B-scans and stacked 3D volumetric data.","https://schema.org",{"og:url":50,"og:type":85,"og:title":13,"og:site_name":57,"og:description":14},"article",{"robots":87,"canonical":50},"index,follow",{"doc_id":7,"site_id":30}]