为了加速气固两相流的模拟计算,使用卷积长短时记忆网络对物理量进行预测,并基于LibTorch实现深度学习模型预测与OpenFOAM的耦合。通过与单纯OpenFOAM模拟结果对比,发现深度学习模型预测存在颗粒体积分数不守恒、极小数值预测不准确的问题,先后通过体积分数校正和网格数据过滤消除了前述影响。选取不同的三个物理量组合进行深度...
4. LibTorch | 使用神经网络求解一维稳态对流扩散方程(1903) 5. OpenFOAM 编程 | One-Dimensional Transient Heat Conduction(1779) 推荐排行榜 1. OpenFOAM 编程 | 求解捕食者与被捕食者模型(predator-prey model)问题(ODEs)(5) 2. LibTorch | 使用神经网络求解一维稳态对流扩散方程(2) 3. OpenFOAM ...
[OpenFOAM.org]Compiling OpenFOAM (V7) with libtorch kont87 June 30, 202401:46 bysharonyue 1527 [OpenFOAM.com]paraFoam can't connect to display Oden June 25, 202423:50 byOden 0370 [OpenFOAM.org]OpenFOAMv11 installation (Sourcing bashrc file) ...
OpenFOAM is not compiled from scratch but installed via the package manager (read more). Also for PyTorch, only the pre-compiled C++ part of the library, namedlibtorch, is contained on the image. How to build the images Docker image ...
curl https://download.pytorch.org/libtorch/cpu/libtorch-cxx11-abi-shared-with-deps-1.4.0%2Bcpu.zip > libtorch.zip && \ unzip libtorch.zip -d opt/ && \ For a brief description of the classes and methods, you can check the official ITHACA-FV doxygen documentation. 3. Docker Image Docke...
Also for PyTorch, only the pre-compiled C++ part of the library, named libtorch, is contained on the image. How to build the images Docker image To build the image yourself, copy this repository and navigate into the top-level folder: git clone https://github.com/AndreWeiner/of_pytorch_...