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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.

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

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"

topopt-fwi icon topopt-fwi

Full Waveform Inversion (FWI) appoach based on Topology Optimizatin (TO) for the salt reconstruction problem.

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