Structural Health Monitoring, floating offshore wind turbines, Bayesian Variational Autoencoders, Uncertainty Quantification in Assessment, Gaussian Mixture probability density function
Offshore Wind Turbines, Vibration Control, Negative Stiffness, Sensitivity and Robust Analysis, Multi-objective Optimization, Nonlinear FEM
Physics-encoded deep learning, deep state-space model, Differential Equations, Neural ODE, inductive bias, structured representation, Nonlinear dynamics
iron-based shape memory alloy, Fe-based shape memory couplers, mandrel pre-straining, contact pressure, Activation temperature, Axial strength
Iron-based shape memory alloy, Fe-based shape memory couplers, mandrel pre-straining, contact pressure, activation temperature
3D printing, Analytical model, High-cycle fatigue, Metal additive manufacturing, Numerical model, Stress concentration
Digital Twinning, Reduced Order Models (ROMs), Bayesian Model Updating, Bayesian Inference, uncertainty quantification
Reinforced concrete, Strut-and-tie models, Stress fields, Graph grammars, Generative design, Design exploration
Structural Dynamics, nonlinear systems, Machine learning
Input estimation, imitation learning, partially observable Markov decision process, system invertibility, reinforcement learning, dynamics modeling
iron-based shape memory alloy, Fe-based shape memory joints, multiaxial pre-straining, contact pressure
operational modal analysis, short-term estimates, non-stationary system identification, structural dynamics, time series models, Uncertainty
population-based SHM, robotic mobile sensing, modal identification, uncertainty analysis, Vibration measurement, GNSS timing and positioning
parametric dynamical systems, hypernetworks, Forecasting, neural networks, Nonlinear systems
population-based SHM, modal decomposition, modal identification, physics-informed neural networks, Graph Neural Networks, transformers
Structural Health Monitoring, Base-Isolated Buildings, Friction Pendulum Systems, Dynamic Parameter Identification, Genetic Algorithms, parametric sensitivity analysis, Seismic Monitoring
iron-based shape memory coupler, Mandrel prestraining, Self-locking joint, contact mechanics, non-linear finite element analysis
Analytical Solution, Bond capacity, Bond-Slip Behavior, FRP, Fe-SMA
Model predictive control, Real-time hybrid testing, Multibody dynamics, Hardware-in-the-loop simulation, Delay compensation, Shake-table testing