| license: apache-2.0 | |
| library_name: pytorch | |
| pipeline_tag: other | |
| tags: | |
| - cfd | |
| - computational-fluid-dynamics | |
| - self-supervised | |
| - masked-modeling | |
| - foundation-model | |
| - physics | |
| # CFD2VEC | |
| A self-supervised pretraining architecture for 3-D steady and time-averaged flows, built as a general foundation | |
| model: one encoder is pretrained by **masked field modelling** on solved cases; the learned representation then | |
| serves field prediction at arbitrary query points, solver warm start (super-fidelity), frozen-embedding probes and | |
| case retrieval. The core is independent of any solver or dataset: solvers and data sources are plug-ins. | |
| - Source code: https://github.com/Sensifai-BV/cfd2vec |