8
8
[ ![ Doc] ( https://img.shields.io/readthedocs/paddlescience-docs/release-1.2 )] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/ )
9
9
[ ![ Code Style] ( https://img.shields.io/badge/code_style-black-black )] ( https://github.com/psf/black )
10
10
[ ![ Hydra] ( https://img.shields.io/badge/config-hydra-89b8cd )] ( https://hydra.cc/ )
11
- [ ![ License] ( https://img.shields.io/github/license/PaddlePaddle/PaddleScience )] ( https://github.com/PaddlePaddle/PaddleScience/blob/develop /LICENSE )
11
+ [ ![ License] ( https://img.shields.io/github/license/PaddlePaddle/PaddleScience )] ( https://github.com/PaddlePaddle/PaddleScience/blob/release/1.2 /LICENSE )
12
12
<!-- --8<-- [end:status] -->
13
13
14
14
[ ** PaddleScience使用文档** ] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/ )
@@ -51,7 +51,7 @@ PaddleScience 是一个基于深度学习框架 PaddlePaddle 开发的科学计
51
51
| 飞行器设计 | [ MeshGraphNets] ( https://aistudio.baidu.com/projectdetail/5322713 ) | 数据驱动 | GNN | 监督学习 | [ Data] ( https://aistudio.baidu.com/datasetdetail/184320 ) | [ Paper] ( https://arxiv.org/abs/2010.03409 ) |
52
52
| 飞行器设计 | [ 火箭发动机真空羽流] ( https://aistudio.baidu.com/projectdetail/4486133 ) | 数据驱动 | CNN | 监督学习 | [ Data] ( https://aistudio.baidu.com/datasetdetail/167250 ) | - |
53
53
| 飞行器设计 | [ Deep-Flow-Prediction] ( https://aistudio.baidu.com/projectdetail/5671596 ) | 数据驱动 | TurbNetG | 监督学习 | [ Data] ( https://aistudio.baidu.com/datasetdetail/197778 ) | [ Paper] ( https://arxiv.org/abs/1810.08217 ) |
54
- | 流固耦合 | [ 涡激振动] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/viv ) | 机理驱动 | MLP | 半监督学习 | [ Data] ( https://github.com/PaddlePaddle/PaddleScience/blob/develop /examples/fsi/VIV_Training_Neta100.mat ) | [ Paper] ( https://arxiv.org/abs/2206.03864 ) |
54
+ | 流固耦合 | [ 涡激振动] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/viv ) | 机理驱动 | MLP | 半监督学习 | [ Data] ( https://github.com/PaddlePaddle/PaddleScience/blob/release/1.2 /examples/fsi/VIV_Training_Neta100.mat ) | [ Paper] ( https://arxiv.org/abs/2206.03864 ) |
55
55
| 多相流 | [ 气液两相流] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/bubble ) | 机理驱动 | BubbleNet | 半监督学习 | [ Data] ( https://paddle-org.bj.bcebos.com/paddlescience/datasets/BubbleNet/bubble.mat ) | [ Paper] ( https://pubs.aip.org/aip/adv/article/12/3/035153/2819394/Predicting-micro-bubble-dynamics-with-semi-physics ) |
56
56
| 多相流 | [ twophasePINN] ( https://aistudio.baidu.com/projectdetail/5379212 ) | 机理驱动 | MLP | 无监督学习 | - | [ Paper] ( https://doi.org/10.1016/j.mlwa.2021.100029 ) |
57
57
| 多相流 | 非高斯渗透率场估计<sup >coming soon</sup > | 机理驱动 | cINN | 监督学习 | - | [ Paper] ( https://pubs.aip.org/aip/adv/article/12/3/035153/2819394/Predicting-micro-bubble-dynamics-with-semi-physics ) |
@@ -60,7 +60,7 @@ PaddleScience 是一个基于深度学习框架 PaddlePaddle 开发的科学计
60
60
| 流场高分辨率重构 | [ 基于Voronoi嵌入辅助深度学习的稀疏传感器全局场重建] ( https://aistudio.baidu.com/projectdetail/5807904 ) | 数据驱动 | CNN | 监督学习 | [ Data1] ( https://drive.google.com/drive/folders/1K7upSyHAIVtsyNAqe6P8TY1nS5WpxJ2c ) <br >[ Data2] ( https://drive.google.com/drive/folders/1pVW4epkeHkT2WHZB7Dym5IURcfOP4cXu ) <br >[ Data3] ( https://drive.google.com/drive/folders/1xIY_jIu-hNcRY-TTf4oYX1Xg4_fx8ZvD ) | [ Paper] ( https://arxiv.org/pdf/2202.11214.pdf ) |
61
61
| 流场高分辨率重构 | 基于扩散的流体超分重构<sup >coming soon</sup > | 数理融合 | DDPM | 监督学习 | - | [ Paper] ( https://www.sciencedirect.com/science/article/pii/S0021999123000670 ) |
62
62
| 求解器耦合 | [ CFD-GCN] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/cfdgcn ) | 数据驱动 | GCN | 监督学习 | [ Data] ( https://aistudio.baidu.com/aistudio/datasetdetail/184778 ) <br >[ Mesh] ( https://paddle-org.bj.bcebos.com/paddlescience/datasets/CFDGCN/meshes.tar ) | [ Paper] ( https://arxiv.org/abs/2007.04439 ) |
63
- | 受力分析 | [ 1D 欧拉梁变形] ( https://github.com/PaddlePaddle/PaddleScience/blob/develop /examples/euler_beam/euler_beam.py ) | 机理驱动 | MLP | 无监督学习 | - | - |
63
+ | 受力分析 | [ 1D 欧拉梁变形] ( https://github.com/PaddlePaddle/PaddleScience/blob/release/1.2 /examples/euler_beam/euler_beam.py ) | 机理驱动 | MLP | 无监督学习 | - | - |
64
64
| 受力分析 | [ 2D 平板变形] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/biharmonic2d ) | 机理驱动 | MLP | 无监督学习 | - | [ Paper] ( https://arxiv.org/abs/2108.07243 ) |
65
65
| 受力分析 | [ 3D 连接件变形] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/bracket ) | 机理驱动 | MLP | 无监督学习 | [ Data] ( https://paddle-org.bj.bcebos.com/paddlescience/datasets/bracket/bracket_dataset.tar ) | [ Tutorial] ( https://docs.nvidia.com/deeplearning/modulus/modulus-v2209/user_guide/foundational/linear_elasticity.html ) |
66
66
| 受力分析 | [ 结构震动模拟] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/phylstm ) | 机理驱动 | PhyLSTM | 监督学习 | [ Data] ( https://paddle-org.bj.bcebos.com/paddlescience/datasets/PhyLSTM/data_boucwen.mat ) | [ Paper] ( https://arxiv.org/abs/2002.10253 ) |
@@ -87,7 +87,7 @@ PaddleScience 是一个基于深度学习框架 PaddlePaddle 开发的科学计
87
87
<!-- --8<-- [start:update] -->
88
88
## 🕘最近更新
89
89
90
- - 添加二维血管案例([ LabelFree-DNN-Surrogate] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/labelfree_DNN_surrogate/#4 ) )、空气激波案例([ ShockWave] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/shock_wave/ ) )、去噪网络模型([ DUCNN] ( https://github.com/PaddlePaddle/PaddleScience/tree/develop/ jointContribution/DU_CNN ) )、风电预测模型([ Deep Spatial Temporal] ( https://github.com/PaddlePaddle/PaddleScience/tree/develop/ jointContribution/Deep-Spatio-Temporal ) )、域分解模型([ XPINNs] ( https://github.com/PaddlePaddle/PaddleScience/tree/develop/ jointContribution/XPINNs ) )、积分方程求解案例([ Volterra Equation] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/volterra_ide/ ) )、分数阶方程求解案例([ Fractional Poisson 2D] ( https://github.com/PaddlePaddle/PaddleScience/blob/develop /examples/fpde/fractional_poisson_2d.py ) )。
90
+ - 添加二维血管案例([ LabelFree-DNN-Surrogate] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/labelfree_DNN_surrogate/#4 ) )、空气激波案例([ ShockWave] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/shock_wave/ ) )、去噪网络模型([ DUCNN] ( https://github.com/PaddlePaddle/PaddleScience/tree/release/1.2/ jointContribution/DU_CNN ) )、风电预测模型([ Deep Spatial Temporal] ( https://github.com/PaddlePaddle/PaddleScience/tree/release/1.2/ jointContribution/Deep-Spatio-Temporal ) )、域分解模型([ XPINNs] ( https://github.com/PaddlePaddle/PaddleScience/tree/release/1.2/ jointContribution/XPINNs ) )、积分方程求解案例([ Volterra Equation] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/examples/volterra_ide/ ) )、分数阶方程求解案例([ Fractional Poisson 2D] ( https://github.com/PaddlePaddle/PaddleScience/blob/release/1.2 /examples/fpde/fractional_poisson_2d.py ) )。
91
91
- 针对串联方程和复杂方程场景,` Equation ` 模块支持基于 [ sympy] ( https://docs.sympy.org/dev/tutorials/intro-tutorial/intro.html ) 的符号计算,并支持和 python 函数混合使用([ #507 ] ( https://github.com/PaddlePaddle/PaddleScience/pull/507 ) 、[ #505 ] ( https://github.com/PaddlePaddle/PaddleScience/pull/505 ) )。
92
92
- ` Geometry ` 模块和 ` InteriorConstraint ` 、` InitialConstraint ` 支持计算 SDF 微分功能([ #539 ] ( https://github.com/PaddlePaddle/PaddleScience/pull/539 ) )。
93
93
- 添加 ** M** ulti** T** ask** L** earning(` ppsci.loss.mtl ` ) 多任务学习模块,针对多任务优化(如 PINN 方法)进一步提升性能,使用方式:[ 多任务学习指南] ( https://paddlescience-docs.readthedocs.io/zh/release-1.2/zh/user_guide/#24 ) ([ #493 ] ( https://github.com/PaddlePaddle/PaddleScience/pull/505 ) 、[ #492 ] ( https://github.com/PaddlePaddle/PaddleScience/pull/505 ) )。
@@ -127,9 +127,9 @@ python -c "import paddle; paddle.utils.run_check()"
127
127
128
128
<!-- --8<-- [start:git_install] -->
129
129
``` shell
130
- git clone -b develop https://github.com/PaddlePaddle/PaddleScience.git
130
+ git clone -b release/1.2 https://github.com/PaddlePaddle/PaddleScience.git
131
131
# 若 github clone 速度比较慢,可以使用 gitee clone
132
- # git clone -b develop https://gitee.com/paddlepaddle/PaddleScience.git
132
+ # git clone -b release/1.2 https://gitee.com/paddlepaddle/PaddleScience.git
133
133
134
134
cd PaddleScience
135
135
@@ -225,5 +225,5 @@ PaddleScience 作为一个开源项目,欢迎来各行各业的伙伴携手共
225
225
< ! -- --8< -- [start:license] -->
226
226
# # 📜证书
227
227
228
- [Apache License 2.0](https://github.com/PaddlePaddle/PaddleScience/blob/develop /LICENSE)
228
+ [Apache License 2.0](https://github.com/PaddlePaddle/PaddleScience/blob/release/1.2 /LICENSE)
229
229
< ! -- --8< -- [end:license] -->
0 commit comments