Research
Estimation of Spatially Variable Frictional Properties with Physics-Informed Neural Networks featured image

Estimation of Spatially Variable Frictional Properties with Physics-Informed Neural Networks

Applied Physics-Informed Neural Networks (PINNs) to the simulation of a slow slip event with the Boundary Integral Element Method in a 2D planar fault plane. Abstract Slow Slip …

Application of Physics-Informed Neural Networks for Spring Slider featured image

Application of Physics-Informed Neural Networks for Spring Slider

Developed the PINN-based method to simulate fault slip with rate and state friction law and estimate the frictional parameters in a spring-slider system. Abstract Slow slip events …