Projects Using NVIDIA PhysicsNeMo
3 projects
Learn more about NVIDIA PhysicsNeMo → Combine with other filters →Domains using NVIDIA PhysicsNeMo
Solve Burgers Equation with PhysicsNeMo
Train a neural network to satisfy a PDE — no simulation mesh required.
Use NVIDIA PhysicsNeMo to build a Physics-Informed Neural Network (PINN) that solves the 1D viscous Burgers equation, a canonical nonlinear PDE capturing shock formation. You will set up collocation training, enforce boundary and initial conditions as soft constraints, and compare PINN solutions against a finite-difference reference.
Start Project → AI/MLFourier Neural Operator for Airfoil Flows
Train a neural operator that predicts full CFD flow fields in milliseconds
Train a Fourier Neural Operator (FNO) in NVIDIA PhysicsNeMo to learn the solution operator for 2D incompressible flow around arbitrary airfoil shapes. The trained FNO predicts complete pressure and velocity fields 1000× faster than OpenFOAM while maintaining engineering accuracy.
Start Project → AI/MLSimulate a Heat Shield with PhysicsNeMo
Use AI to predict how heat flows through a spacecraft's thermal protection
Use NVIDIA PhysicsNeMo to train a physics-informed neural network that predicts temperature distribution in a simple heat shield geometry. Learn how AI can solve physics problems without running expensive simulations.
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