London
United Kingdom
Imperial College London - Department of Aeronautics
Physics informed neural network, Solid mechanics, Complex structure, Partial differential equations
DeepOnet, Nonlinear parametric PDEs, Neural Operators, Physic-informed neural networks
Physics informed neural network, Metamaterials, Hyperelasticity, Homogenisation, Multiscale analysis
inverse finite element method, Structural deformation, Strain extrapolation, Composite material, Distributed fibre optic sensing
Lithium-ion batteryUltrasonic guided wavesDominant frequencyState-of-chargeState-of-healthTemperature correction
Ultrasonic sensing, State of Charge estimation, Deep neural networks, Directional signal analysis, Ultrasonic sensor placement
Structural health monitoring, Semi-analytical Finite Element, Tuning Curve, temperature compensation, Composite Structures, Damage Localisation.
Structural Health Monitoring, Impact localisation, Flexural wave propagation, Group velocity profile, Bayesian Inference
FFT-based solver, Homogenisation, Thin plate models, Multiscale analysis, Microstructures
Shallow Shell Structure, Equivalent Initial Flaw Size (EIFS), Dual Boundary Element Method(DBEM), Bayesian inference, Surrogate modelling
Load Monitoring, digitial twins, ultra-high-density fiber-optic sensor networks, Distributed Fiber Optic Sensors, strain-load reconstruction
Virtual Element Method, Mindlin Plate, Shear locking, Polygonal meshes
