Tag: Differentiable Physics

3 entries

JAX-Fluids

Differentiable CFD Solver
Fully auto-differentiable CFD solver on JAX (CPU/GPU/TPU) for end-to-end differentiable fluid simulation, coupling seamlessly with neural networks.
GNU General Public License v3.0 JAXDifferentiable CFDDifferentiable Physics

Physics-Based Deep Learning (Online Book)

Textbook / Systematic Course
A free online textbook from TU Munich covering physics + deep learning: differentiable physics, PINNs, neural operators and turbulence modeling, with runnable code.
CC BY-NC-SA 4.0 TextbookDifferentiable PhysicsPINN

JAX-CFD

Differentiable Fluid Solver
Google Research's differentiable JAX-based fluid solver enabling end-to-end gradients for embedding neural networks into CFD time stepping.
Apache-2.0 JAXDifferentiable PhysicsCFD

← All Tags