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TerraWind: A deep learning-based near-surface winds downscaling model for complex terrain region
A modern, unified framework for running and managing numerical models.
Create WPS intermediate files from WRF outputs.
WRF 4.7.1 GPU port via NVHPC OpenACC — 6x speedup on RTX 5090. Verified at 250m real-data resolution.
Super-Resolution for WRF Wind Fields using ESRGAN + Attention
Adding hard constraints to Transformer architectures to ensuse constant global vorticity predicitons in N-S flow
Numerically solve a Vorticity PDE with periodic boundary conditions using a Stream function
WingFlowLES: LES simulation of turbulent flow over a Clark Y airfoil at -20° angle, using a 600x400 grid, 60,000 steps, Smagorinsky model, and IB method, visualizing lift and vorticity in a 4K, 240…
python code for dynamic tropopause calculations
A simple, stochastic, a-posteriori, turbulence closure model based on a reduced subgrid scale term.
GPU-accelerated Vortex Particle Flow Map (VPFM) fluid simulations in Taichi — hybrid Eulerian–Lagrangian method with near-zero numerical dissipation.
This repository provides examples to show how lidar measurement and physics-informed neural network can be combined for wind field reconstruction.
Productive, portable, and performant GPU programming in Python.
Advanced Physics Engines 2020: A Hands-on Tutorial
A 3D sparse LBM solver implemented using Taichi
Fortran90 Computational Fluid Dynamics (CFD) code designed to solve the 3D Navier-Stokes equations for incompressible flow using a high-order finite difference method
Simulate satellite images from WRF and MPAS model output
A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting (WRF-ARW) Model.
The official repository for the Weather Research and Forecasting (WRF) model
We reconstructed the Fortran-version mesoscale numerical weather prediction model WRF in Python & Pytorch, enabling its seamless integration into various artificial intelligence (AI) frameworks. Th…
HYPER: A PINN approach to reconstruct 3D wind fields from meteor measurements
Various methods for solving PDEs using artificial intelligence