CFDBench: A Large-Scale Benchmark for Machine Learning Methods in Fluid Dynamics

Code | Paper | Paper (preprints.org) | 知乎 I did this work with my girlfriend, whose research direction is computational fluid dynamics (CFD). We observed that there are numerous research works in applying deep learning (DL) to solve CFD problems. E.g., Pangu-Weather have shown that DL methods can not only be more accurate than the best numerical methods, but can also be multiple magnitudes faster. However, there is no standard benchmark for evaluating the performance of different DL methods. Therefore, we constructed CFDBench. ...