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camera_forecasting

conformal_spatiotemporal

fno_multi_blobs

Fourier Neural Operator Modelling for Multi-Blob Diffusion within a Reduced MHD case built using JOREK

fourier_nn_csd3

Experiments with FNO and its variants over MHD and Navier-Stokes Modelling

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.

loss_landscape_pinns

This repository contains the code for reproducing the results in the paper "Loss Landscape Engineering via Data Regulation on PINNs"

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-ecosystem-day

Notebooks documenting PINNs showcased for PyTorch Ecosystem Day

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

siamds2020

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

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

tf-pde

Autodiff based PDE solver implemented on the Tensorflow 2.x API. Package distribution is under the MIT License.