TUM Physics-based Simulation

Results 16 repositories owned by TUM Physics-based Simulation

Physics-Based-Deep-Learning

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Links to works on deep learning algorithms for physics problems, TUM-I15 and beyond

autoreg-pde-diffusion

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Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

coord-trans-encoding

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This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"

Diffusion-based-Flow-Prediction

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Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models"

half-inverse-gradients

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Source code for the ICLR'22 paper on "Half-Inverse Gradients"

PhiML

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Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy