NumPy
maaz7409Scientific ComputingUsed in 4 notebooks
N-dimensional arrays and fast numerical routines.
Used in
- CFD with Python
A fluid-flow solver written from scratch that shows Von Kármán vortex shedding.
karman_vortex_cfd.ipynb · notebook: NumPy
- Hamiltonian Neural Networks for a Spring-Mass System
A network that learns the Hamiltonian, compared with a baseline NN on accuracy and energy conservation.
hnn_spring_mass.ipynb · notebook: NumPy
- DeepONet Surrogate for 1D Diffusion
Learning the operator that maps a diffusion coefficient D(x) to the full solution u(x, t).
deeponet_diffusion.ipynb · notebook: NumPy
- SINDy vs. ISINDy on the Lorenz System
Recovering the Lorenz equations from data with sparse regression, and making it robust to noise.
lorenz_sindy.ipynb · notebook: NumPy
