This repository gives the codes for numerical solver independent seismic wave simulation using Task-decomposed Physics-informed Neural Networks.
☆29Sep 22, 2023Updated 2 years ago
Alternatives and similar repositories for Time-domain-seismic-wave-modeling-using-PINN
Users that are interested in Time-domain-seismic-wave-modeling-using-PINN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This repository gives the codes for multicomponent wavefield simulation using Physics-informed Neural Networks.☆15Sep 8, 2024Updated last year
- This repository gives the codes for "Physics-constrained deep-learning source-independent full-waveform inversion".☆19Mar 5, 2026Updated 4 months ago
- A wave propagation module for PyTorch, designed for applications such as Ground Penetrating Radar (GPR) imaging and inversion☆17Jul 21, 2026Updated last week
- ☆31Jan 7, 2026Updated 6 months ago
- ☆28Mar 30, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- We develop a weighted envelope-correlation-based waveform inversion using automatic differentiation.☆16Jan 26, 2026Updated 6 months ago
- ☆17Jun 25, 2025Updated last year
- this is a case of seismic wave forward and inversion using PINN(physical-informed neural network)☆17Aug 25, 2022Updated 3 years ago
- This repository gives the codes for "Fast ground penetrating radar dual parameters full waveform inversion method accelerated by hybrid c…☆35Jan 8, 2026Updated 6 months ago
- MD Diffusion: Diffusion Models for Multidimensional Seismic Noise Attenuation and Super-Resolution☆16Sep 24, 2024Updated last year
- Self-Supervised Multitask 3-D Partial Convolutional Neural Network for Random Noise Attenuation and Reconstruction in 3-D Seismic Data☆13Mar 10, 2023Updated 3 years ago
- this is the code implementation of “Seismic Data Reconstruction Based On Conditional Constraint Diffusion Model”☆28Mar 19, 2024Updated 2 years ago
- Multi-task learning for low-frequency extrapolation and elastic model building☆31Jun 27, 2022Updated 4 years ago
- Reproducible material for Meta learning for improved neural network wavefield solutions☆15Mar 3, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆13Nov 29, 2021Updated 4 years ago
- PGNN-FWI: performing physics-guided neural network for FWI☆83Nov 8, 2024Updated last year
- PINN for solving wave equation☆25Dec 17, 2022Updated 3 years ago
- python tools for seismic ground-roll (surface wave) simulation☆26Sep 11, 2024Updated last year
- 2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch☆37Aug 2, 2022Updated 3 years ago
- This is the codes for Iterative Gradient Corrected Semi-Supervised Seismic Impedance Inversion via Swin Transformer☆18Jul 9, 2025Updated last year
- Set of seismic modeling and inversion examples using Devito for different wave equations.☆41Jun 23, 2026Updated last month
- A tutorial for seismic processing of a 2D line☆19May 3, 2024Updated 2 years ago
- Open-source Matlab package for 2D/3D local slope estimation and structural filtering☆19Mar 20, 2023Updated 3 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Physics-Informed Neural Networks designed to solve the Two-Dimensional Wave Equation in both TensorFlow and PyTorch. Code is designed to …☆16Nov 3, 2022Updated 3 years ago
- SeismicNet: Physics-informed neural networks for seismic wave modeling in semi-infinite domain☆22May 5, 2024Updated 2 years ago
- An unsupervised learning framework for 2D/3D seismic random noise attenuation☆18Sep 4, 2024Updated last year
- SEAM I open sourced 2D line for creating synthetic prestack seismic☆12Dec 22, 2018Updated 7 years ago
- Neural style transfer applied to elastic subsurface models [SEG19]. Visualized and explained.☆15Mar 10, 2020Updated 6 years ago
- Porosity estimation from RW-PINNs☆17May 6, 2023Updated 3 years ago
- Elastic Full Waveform Inversion using GAN and FNO as Wave Solver☆16Jun 18, 2026Updated last month
- Program for Seismic Wave Simulation☆40Jan 27, 2021Updated 5 years ago
- Seismic inversion using a neural network regulariser implemented as an ExternalOperator in Firedrake☆12Feb 3, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- A tutorial on Reverse Time Migration☆53Nov 16, 2017Updated 8 years ago
- Study AVO analysis☆16Apr 24, 2021Updated 5 years ago
- Repository for the paper "Adapting the residual dense network for seismic data denoising and upscaling"☆17Jul 26, 2023Updated 3 years ago
- Code to run 3D simulations of the elastic wave equation and predict outputs with 3D neural operators☆44Jun 20, 2025Updated last year
- An implementation of Physics-Informed Neural Networks (PINNs) to solve various forward and inverse problems for the 1 dimensional wave eq…☆50Sep 21, 2022Updated 3 years ago
- Seismic wave modeling and reverse time migration - gpu implementation☆23May 28, 2016Updated 10 years ago
- An application of generative adversarial networks to seismic data processing (resolution ehancement and denoising).☆60Jun 16, 2024Updated 2 years ago