EM

Robust progressive learning For GPR full waveform inversion
Self-regularized training scheme and use augmented training dataset to improve the stability of the DNN model
Robust progressive learning For GPR full waveform inversion
Deep learning enhanced joint imaging
Model-to-model deep learning joint imaging framework using U-Net
Deep learning enhanced joint imaging
RNN-based wave propagation simulation
Equivalent implementation of recurrent neural network (RNN) for simulating wave propagation using FDTD
RNN-based wave propagation simulation
Physics-driven deep-learning inverse solver for subsurface imaging
Incorporating the forward modeling as the regularization to train the network
Physics-driven deep-learning inverse solver for subsurface imaging
PINN for EM simulations
A Maxwell’s equations based deep learning method for time domain electromagnetic simulations
PINN for EM simulations
Supervised decent learning for LWD inverse problems
Learning the descent directions offline during the training process
Supervised decent learning for LWD inverse problems