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Deep Learning-based delamination assessment of complex composite structures from...
Deep Learning-based delamination assessment of complex composite structures from UGW responses under varying environment The present research proposal aims towards developing a Deep Learning (DL)-based inverse delamination damage assessment approach in complex industrial composite structures from Ultrasonic Guided Wave (UGW) responses under extreme... The present research proposal aims towards developing a Deep Learning (DL)-based inverse delamination damage assessment approach in complex industrial composite structures from Ultrasonic Guided Wave (UGW) responses under extreme and varying operating and environmental conditions (temperature, humidity, pressure). The proposal consists of a number of important innovative components, such as a) Developing an efficient model for easy incorporation of single and multiple interface delamination b) Utilizing a mesh-free method to overcome the drawbacks of finite element method c) Modelling accurate wave-damage interaction under extreme and varying environments d) Constructing a DL-based robust inverse approach to perform effectively under varying structural complexity and operating environments e) Validating the approach for real-life/ laboratory samples. Meshfree models will provide sufficient flexibility to model geometric complexity and damages besides significant reduction in computational cost. DL's capability of handling large data sets and predicting optimum output from raw response will provide a superior approach to predict damages from raw UGW responses. Therefore, this proposal will pave pathways to develop the next generation of ‘online’, fast and robust delamination assessment tools for industrial complex composite structures under varying operating environments. This will further enhance European industrial competitiveness and leadership through reducing the inspection cost by assessing the structural integrity of a complex structure without stopping its normal operations. The Fellow's expertise in delamination modelling and assessment and the Supervisor's expertise in modelling UGW propagation in complex structures will create two-way knowledge transfer between them, which will create major scientific, social and economic advancement in European aviation, energy and civil industries by providing online and accurate diagnostic and prognostic technologies. ver más
31/01/2026
176K€
Duración del proyecto: 31 meses Fecha Inicio: 2023-06-30
Fecha Fin: 2026-01-31

Línea de financiación: concedida

El organismo HORIZON EUROPE notifico la concesión del proyecto el día 2023-06-30
Línea de financiación objetivo El proyecto se financió a través de la siguiente ayuda:
Presupuesto El presupuesto total del proyecto asciende a 176K€
Líder del proyecto
KATHOLIEKE UNIVERSITEIT LEUVEN No se ha especificado una descripción o un objeto social para esta compañía.
Perfil tecnológico TRL 4-5