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tianwen220's Projects

bayesian-neural-networks icon bayesian-neural-networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

co2net icon co2net

Deep learning for characterizing CO2 migration in time-lapse seismic images

diffefwi icon diffefwi

Official repository for the "Learned regularizations for multi-parameter elastic full waveform inversion using diffusion models" paper.

elasticisolib_3d icon elasticisolib_3d

GPU-based elastic isotropic wave-equation modeling and inversion library

fdtd_cpml_2d_iso icon fdtd_cpml_2d_iso

Finite-difference time-domain solver for isotropic elastic wave equation with convolutional perfectly matched layer.

gerjoii icon gerjoii

Radar and DC resistivity 2.5D multi-physics inversion suite. Forward modeling, separate inversions, joint inversions.

greenlandas icon greenlandas

Codes for analyzing distributed acoustic sensing data from Store Glacier, Greenland

hemew3d icon hemew3d

Code to run 3D simulations of the elastic wave equation and predict outputs with 3D neural operators

langevin_gji_2020 icon langevin_gji_2020

Bayesian seismic inversion: Fast sampling Langevin dynamics Markov chain Monte Carlo

latentpinn icon latentpinn

Official repository for the "Multiple wavefield solutions in physics-informed neural networks using latent representation" paper.

libemmi_mgfd icon libemmi_mgfd

3D CSEM modelling and inversion using multigrid frequency-domain solver

mtan icon mtan

The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].

openswpc icon openswpc

A Seismic Wave Propagation Code by Parallel Finite Difference Method

pytorch-bayesiancnn icon pytorch-bayesiancnn

Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.

rtm_gpu icon rtm_gpu

Acoustic reverse-time migration using GPU card and POSIX thread based on the adaptive optimal finite-difference scheme and the hybrid absorbing boundary condition.

seisflows icon seisflows

An automated workflow tool for full waveform inversion and adjoint tomography

smaat-unet icon smaat-unet

PyTorch-Code for the Paper "SmaAt-UNet: Precipitation Nowcasting using a Small, Attentive UNet-Architecture"

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