chip heat simulation (#808)

* add bubble datafile test=develop

* add bubble code test=develop

* add bubble code test=develop

* add bubble code test=develop

* add bubble code

* add bubble data

* add bubble code

* delete mat file

* delete mat file

* bubble code

* delete mat file

* add some modify

* add some modifications

* add some modifications

* add some modifications

* add some modifications

* add some modification

* add some modification

* add some modification

* add some modification

* add some modification

* add some modification(test=document_fix)

* add some modification

* add some modification

* add some modification

* add some modification

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code test=develop

* add some code for chip heat simulation

* add some code for chip heat simulation

* add some code for DGMR

* add some code for chip

* add some code for chip

* deleted dgmr code

* add some code for chip heat

* add some code for chip heat

* add some code for chip heat

* add some code for chip heat

* add some code for chip heat

* add some code for chip heat

* add some code for chip heat

* Update examples/chip_heat/conf/chip_heat.yaml

---------

Co-authored-by: HydrogenSulfate <490868991@qq.com>

Author: liaoxin2

README.md

@@ -71,6 +71,7 @@ PaddleScience 是一个基于深度学习框架 PaddlePaddle 开发的科学计
 | 拓扑优化 | [2D 拓扑优化](https://paddlescience-docs.readthedocs.io/zh/latest/zh/examples/topopt) | 数据驱动 | TopOptNN | 监督学习 | [Data](https://paddle-org.bj.bcebos.com/paddlescience/datasets/topopt/top_dataset.h5) | [Paper](https://arxiv.org/pdf/1709.09578) |
 | 热仿真 | [1D 换热器热仿真](https://paddlescience-docs.readthedocs.io/zh/latest/zh/examples/heat_exchanger) | 机理驱动 | PI-DeepONet | 无监督学习 | - | - |
 | 热仿真 | [2D 热仿真](https://paddlescience-docs.readthedocs.io/zh/latest/zh/examples/heat_pinn) | 机理驱动 | PINN | 无监督学习 | - | [Paper](https://arxiv.org/abs/1711.10561)|
+| 热仿真 | [2D 芯片热仿真](https://paddlescience-docs.readthedocs.io/zh/latest/zh/examples/chip_heat) | 机理驱动 | PI-DeepONet | 无监督学习 | - | [Paper](https://doi.org/10.1063/5.0194245)|
 
 <br>
 <p align="center"><b>材料科学(AI for Material)</b></p>

docs/index.md

@@ -115,7 +115,8 @@
 | 受力分析和逆问题 | [3D 汽车控制臂变形](./zh/examples/control_arm.md) | 机理驱动 | MLP | 无监督学习 | - | - |
 | 拓扑优化 | [2D 拓扑优化](./zh/examples/topopt.md) | 数据驱动 | TopOptNN | 监督学习 | [Data](https://paddle-org.bj.bcebos.com/paddlescience/datasets/topopt/top_dataset.h5) | [Paper](https://arxiv.org/pdf/1709.09578) |
 | 热仿真 | [1D 换热器热仿真](./zh/examples/heat_exchanger.md) | 机理驱动 | PI-DeepONet | 无监督学习 | - | - |
-| 热仿真 | [2D 热仿真](./zh/examples/heat_pinn.md) | 机理驱动 | PINN | - | [Paper](https://arxiv.org/abs/1711.10561)|
+| 热仿真 | [2D 热仿真](./zh/examples/heat_pinn.md) | 机理驱动 | PINN | 无监督学习 | - | [Paper](https://arxiv.org/abs/1711.10561)|
+| 热仿真 | [2D 芯片热仿真](./zh/examples/chip_heat.md) | 机理驱动 | PI-DeepONet | 无监督学习 | - | [Paper](https://doi.org/10.1063/5.0194245)|
 
 <br>
 <p align="center"><b>材料科学(AI for Material)</b></p>

docs/zh/api/arch.md

@@ -24,6 +24,7 @@
         - USCNN
         - NowcastNet
         - HEDeepONets
+        - ChipDeepONets
         - AutoEncoder
       show_root_heading: true
       heading_level: 3

docs/zh/api/data/dataset.md

@@ -6,6 +6,7 @@
       members:
         - IterableNamedArrayDataset
         - NamedArrayDataset
+        - ChipHeatDataset
         - CSVDataset
         - IterableCSVDataset
         - ERA5Dataset