Leveraging Stochastic Predictions of Bayesian Neural Networks for Fluid Simulations
Published in NeurIPS, 2022
Recommended citation: Maximilian Mueller, Robin Greif, Frank Jenko, Nils Thuerey (2022) "Leveraging Stochastic Predictions of Bayesian Neural Networks for Fluid Simulations” NeurIPS 2022 workshop: Machine Learning and the Physical Sciences https://arxiv.org/abs/2205.01222
We investigate uncertainty estimation and multimodality via the non-deterministic predictions of Bayesian neural networks (BNNs) in fluid simulations. To this end, we deploy BNNs in three challenging experimental test-cases of increasing complexity.
Recommended citation: Maximilian Mueller, Robin Greif, Frank Jenko, Nils Thuerey (2022) “Leveraging Stochastic Predictions of Bayesian Neural Networks for Fluid Simulations” NeurIPS 2022 workshop: Machine Learning and the Physical Sciences