Vignesh Gopakumar's repositories
Fourier_NN_CSD3
Experiments with FNO and its variants over MHD and Navier-Stokes Modelling
Loss_Landscape_PINNs
This repository contains the code for reproducing the results in the paper "Loss Landscape Engineering via Data Regulation on PINNs"
Pytorch-Ecosystem-Day
Notebooks documenting PINNs showcased for PyTorch Ecosystem Day
simvue_testing
Testing out the logging, model building and inference features of simvue
Social_Distancing_ABM
Agent Based Modelling using the Mesa Framework to study the dynamics of the virus spread and the impacts of various social distancing policies.
Spatio-Temporal-CP
Exploring various UQ methods for spatio-temporal data
GAN-Tutorial
Simple Implementation of many GAN models with PyTorch.
LGM-Plots
Storage and Viewing space for plots showcasing the Latent Gradient Model for Neural PDE surrogates.
multiple_physics_pretraining
Code for paper "Multiple Physics Pretraining for Physical Surrogate Models
neural-lam-CP
Neural Weather Prediction for Limited Area Modeling
NPDE_TF1
AutoDiff based PDE solver built on TensorFlow 1.x framework
PlasmaPINNs
Extending the PlasmaPINNs work done by Abhilash Mathews to PyTorch
Pytorch-NPDE-Benchmarking
Benchmarking several configurations and hyper-parameters for deploying Neural PDE solvers using Pytorch. Fully integrated with wandb.
Regression-Test
Testing our Regression Fits with Reconstruction Error using Different Approaches
simvue-api-demo
Notebook demonstrating the data retrieval capabilities of simvue using the client API
simvue_optimisation
Surrogate based optimisation tools to be deployed for Simvue