# 06 · 参考文献与工具索引

## 1. 神经算子与物理机器学习

| 文献 | 内容 | 链接 |
| --- | --- | --- |
| Li et al., *Fourier Neural Operator for Parametric PDEs* (ICLR 2021) | FNO 原始论文 | arXiv:2010.08895 |
| Lu et al., *DeepONet: Learning nonlinear operators* (2021) | DeepONet 算子网络 | arXiv:1910.03193 |
| Raissi et al., *Physics-Informed Neural Networks* (JCP 2019) | PINN 物理约束 | arXiv:1711.10561 |
| Pfaff et al., *Learning Mesh-Based Simulation with Graph Networks* (ICLR 2021) | MeshGraphNet | arXiv:2010.03409 |
| Hao et al., *GNOT: A General Neural Operator Transformer* (ICML 2023) | Transformer 算子 | arXiv:2302.14376 |
| Kovachki et al., *Neural Operator: Learning Maps Between Function Spaces* (2021) | 神经算子综述 | arXiv:2108.08481 |
| Kochkov et al., *Machine learning accelerated computational fluid dynamics* (PNAS 2021) | ML 加速 CFD | arXiv:2102.01010 |
| Li et al., *Learned Turbulence Closure for LES* | 学习型湍流闭合 | — |

## 2. 数据集与基准

| 名称 | 内容 | 链接 |
| --- | --- | --- |
| PDEBench | 多 PDE 基准数据集 | https://github.com/pdebench/PDEBench |
| PDEArena | 神经算子基准 | https://github.com/microsoft/PDEArena |
| The Well | 大规模物理场数据集 | https://github.com/PolymathicAI/the_well |
| FlowBench | 流场预测基准 | — |
| AirfRANS | 翼型 RANS 数据集 | https://github.com/Extrality/AirfRANS |
| DeepMind Cylinder Flow | 圆柱绕流高分辨率数据 | — |

## 3. 开源工具

| 工具 | 用途 | 链接 |
| --- | --- | --- |
| PyFluent | Python 驱动 Ansys Fluent | https://github.com/ansys/pyfluent |
| NeuralOperator | FNO/DeepONet 官方实现 | https://github.com/neuraloperator/neuraloperator |
| NVIDIA Modulus | 物理 AI 训练框架 | https://github.com/NVIDIA/modulus |
| PhiFlow | 可微流体求解器 | https://github.com/tum-pbs/PhiFlow |
| JAX-CFD | JAX 可微 CFD | https://github.com/google/jax-cfd |
| OpenFOAM | 开源 CFD（替代/对照） | https://openfoam.org |
| VTK.js | 浏览器端科学可视化 | https://kitware.github.io/vtk-js |
| three.js | WebGL/WebGPU 渲染 | https://threejs.org |
| ONNX Runtime | 跨平台推理 | https://onnxruntime.ai |
| TensorRT | NVIDIA 推理加速 | https://developer.nvidia.com/tensorrt |
| DVC | 数据/模型版本管理 | https://dvc.org |
| MLflow | 实验追踪 | https://mlflow.org |
| Hydra | 配置管理 | https://hydra.cc |

## 4. 洁净室 / FFU 相关

| 资料 | 内容 |
| --- | --- |
| ISO 14644-1 | 洁净室分级（ISO Class 1-9） |
| ISO 14644-4 | 洁净室设计与施工（单向流风速 0.45 m/s ±20%） |
| IEST-RP-CC002 | FFU 性能测试推荐规程 |
| ASHRAE Handbook | 洁净空间气流组织设计 |

## 5. 经典 CFD 参考

- Versteeg & Malalasekera, *An Introduction to Computational Fluid Dynamics*
- Pope, *Turbulent Flows*
- Krüger et al., *The Lattice Boltzmann Method: Principles and Practice*（本项目 LBM Demo 的理论依据）
- Succi, *The Lattice Boltzmann Equation for Fluid Dynamics and Beyond*