# 网络模型库 [](https://gitee.com/mindspore/docs/blob/master/docs/sciai/docs/source_zh_cn/model_library.md) SciAI基础模型库提供了丰富的科学计算高频模型，下表中汇总了当前已实现的网络模型及其对应领域。 | 领域 | 模型 | MindSpore实现与网络参数 | Ascend | GPU | |-------|--------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------:|:---:| | 通用物理 | [auq_pinns](https://www.sciencedirect.com/science/article/pii/S0021999119303584) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/auq_pinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [cpinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782520302127) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/cpinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [deep_hpms](https://www.jmlr.org/papers/volume19/18-046/18-046.pdf) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deep_hpms/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [deep_ritz](https://arxiv.org/abs/1710.00211) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deep_ritz/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [deepbsde](https://www.pnas.org/doi/10.1073/pnas.1718942115) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deepbsde/README.md#script-parameters) | | ✅ | | 通用物理 | [deeponet](https://www.nature.com/articles/s42256-021-00302-5) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/deeponet/README_CN.md#脚本参数) | | ✅ | | 通用物理 | [dgm](https://arxiv.org/abs/1708.07469) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/dgm/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [fbsnns](https://arxiv.org/abs/1804.07010) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/fbsnns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [fpinns](https://arxiv.org/abs/1811.08967) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/fpinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [gradient_pathologies_pinns](https://arxiv.org/abs/2001.04536) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/gradient_pathologies_pinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [hp_vpinns](https://arxiv.org/abs/2003.05385) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/hp_vpinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [laaf](https://doi.org/10.1016/j.jcp.2019.109136) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/laaf/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [mgnet](https://link.springer.com/article/10.1007/s11425-019-9547-2) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/mgnet/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [multiscale_pinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782521002759) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/multiscale_pinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [pfnn](https://www.sciencedirect.com/science/article/abs/pii/S0021999120308597) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pfnn/README_CN.md#脚本说明) | | ✅ | | 通用物理 | [phygeonet](https://www.sciencedirect.com/science/article/abs/pii/S0021999120308536) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/phygeonet/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [pi_deeponet](https://www.sciencedirect.com/science/article/abs/pii/S0021999122009184) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pi_deeponet/README_CN.md#脚本参数) | | ✅ | | 通用物理 | [pinns](https://www.sciencedirect.com/science/article/abs/pii/S0021999118307125) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns/README_CN.md#脚本参数) | | ✅ | | 通用物理 | [pinns_ntk](https://www.sciencedirect.com/science/article/pii/S002199912100663X) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns_ntk/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [ppinns](https://www.sciencedirect.com/science/article/abs/pii/S0045782520304357) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/ppinns/README_CN.md#脚本参数) | ✅ | ✅ | | 通用物理 | [xpinns](https://doi.org/10.4208/cicp.OA-2020-0164) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/xpinns/README_CN.md#脚本参数) | ✅ | ✅ | | 哈密顿系统 | [sympnets](https://www.sciencedirect.com/science/article/pii/S0893608020303063) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/sympnets/README_CN.md#脚本参数) | ✅ | ✅ | | 流体力学 | [hfm](https://www.science.org/doi/abs/10.1126/science.aaw4741) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/hfm/README_CN.md#脚本参数) | ✅ | ✅ | | 流体力学 | [label_free_dnn_surrogate](https://www.sciencedirect.com/science/article/pii/S004578251930622X) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/label_free_dnn_surrogate/README_CN.md#脚本参数) | ✅ | ✅ | | 流体力学 | [nsf_nets](https://www.sciencedirect.com/science/article/pii/S0021999120307257) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/nsf_nets/README_CN.md#脚本参数) | ✅ | ✅ | | 流体力学 | [*burgers_fno](https://arxiv.org/abs/2010.08895) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/fno1d/FNO1D_CN.ipynb) | ✅ | ✅ | | 流体力学 | [*burgers_kno](https://arxiv.org/abs/2301.10022) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/burgers/kno1d/KNO1D_CN.ipynb) | ✅ | ✅ | | 流体力学 | [*navier_stokes_fno](https://arxiv.org/abs/2010.08895) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno2d/FNO2D_CN.ipynb) | ✅ | ✅ | | 流体力学 | [*navier_stokes_kno](https://arxiv.org/abs/2301.10022) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/kno2d/KNO2D_CN.ipynb) | ✅ | ✅ | | 流体力学 | [*navier_stokes_3d_fno](https://arxiv.org/abs/2010.08895) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_driven/navier_stokes/fno3d/FNO3D_CN.ipynb) | ✅ | ✅ | | 流体力学 | [*pde_net](https://arxiv.org/abs/1710.09668) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_mechanism_fusion/pde_net/README_CN.md) | ✅ | ✅ | | 流体力学 | [*percnn](https://www.nature.com/articles/s42256-023-00685-7) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindFlow/applications/data_mechanism_fusion/percnn/README_CN.md) | ✅ | ✅ | | 弹性动力学 | [pinn_elastodynamics](https://arxiv.org/abs/2006.08472) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_elastodynamics/README_CN.md#脚本参数) | ✅ | ✅ | | 热力学 | [pinn_heattransfer](https://arxiv.org/abs/1711.10561) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_heattransfer/README_CN.md#脚本参数) | ✅ | ✅ | | 气象学 | [enso](https://doi.org/10.1038/s41586-019-1559-7) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/enso/README_CN.md#脚本参数) | ✅ | ✅ | | 地质学 | [inversion_net](https://ieeexplore.ieee.org/abstract/document/8918045/) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/inversion_net/README_CN.md#脚本参数) | ✅ | ✅ | | 地质学 | [pinn_helmholtz](https://academic.oup.com/gji/article-abstract/228/3/1750/6409132) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinn_helmholtz/README_CN.md#脚本参数) | ✅ | ✅ | | 海洋物理 | [ocean_model](https://gmd.copernicus.org/articles/12/4729/2019/) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/ocean_model/README_CN.md#模型说明) | | ✅ | | 海洋物理 | [pinns_swe](https://arxiv.org/abs/2104.00615) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/pinns_swe/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [maxwell_net](https://arxiv.org/abs/2107.06164) | [link](https://gitee.com/mindspore/mindscience/blob/master/SciAI/sciai/model/maxwell_net/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*AD_FDTD_invert_f](https://www.mindspore.cn/mindelec/docs/zh-CN/r0.2/AD_FDTD.html) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/AD_FDTD/fdtd_forward/README_CN.md#脚本参数) | | ✅ | | 电磁学 | [*AD_FDTD_microstrip_filter](https://www.mindspore.cn/mindelec/docs/zh-CN/r0.2/AD_FDTD.html) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/AD_FDTD/fdtd_forward/README_CN.md#脚本参数) | | ✅ | | 电磁学 | [*AD_FDTD_inverse](https://www.mindspore.cn/mindelec/docs/zh-CN/r0.2/AD_FDTD.html) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/AD_FDTD/fdtd_inverse/README_CN.md#脚本参数) | | ✅ | | 电磁学 | [*frequency_domain_maxwell](https://arxiv.org/abs/2107.06164) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/frequency_domain_maxwell/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*frequency_domain_maxwell_3D_dielectric_slab](https://arxiv.org/abs/2107.06164) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/frequency_domain_maxwell_3D/dielectric_slab_3d/README.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*frequency_domain_maxwell_3D_waveguide_cavity](https://arxiv.org/abs/2107.06164) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/frequency_domain_maxwell_3D/waveguide_cavity_3d/README.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*meta_auto_decoder](https://arxiv.org/abs/2111.08823) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/incremental_learning/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*pinn_fwi](https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021JB023120) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/pinn_fwi/README.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*SED_ANN](https://gitee.com/mindspore/mindscience/tree/master/MindElec/examples/data_driven/sed_ann) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/data_driven/sed_ann/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*time_domain_maxwell](https://www.ijcai.org/proceedings/2022/533) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/physics_driven/time_domain_maxwell/README_CN.md#脚本参数) | ✅ | ✅ | | 电磁学 | [*metasurface_holograms](https://www.researching.cn/articles/OJ44d3746c3db8c1e1) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindElec/examples/metasurface/metasurface_holograms/README_CN.md#脚本参数) | ✅ | ✅ | | 生物 | [*MEGA-Fold](https://arxiv.org/abs/2206.12240v1) | [link (推理)](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) [link (训练)](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 生物 | [*MEGA-EvoGen](https://arxiv.org/abs/2208.09652) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 生物 | [*MEGA-Assessment](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | [link (推理)](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) [link (训练)](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/MEGAProtein.md) | ✅ | ✅ | | 生物 | [*ColabDesign](https://www.biorxiv.org/content/10.1101/2021.11.10.468128.abstract) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ColabDesign.md) | ✅ | ✅ | | 生物 | [*DeepFRI](https://www.nature.com/articles/s41467-021-23303-9) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/DeepFri.md) | ✅ | ✅ | | 生物 | [*Multimer](https://www.biorxiv.org/content/10.1101/2021.10.04.463034v1) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/afmultimer.md) | ✅ | ✅ | | 生物 | [*ProteinMPNN](https://www.science.org/doi/abs/10.1126/science.add2187) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ProteinMPNN.MD) | ✅ | ✅ | | 生物 | [*UFold](https://doi.org/10.1093/nar/gkab1074) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/UFold.md) | ✅ | ✅ | | 生物 | [*esm-if1](https://proceedings.mlr.press/v162/hsu22a.html) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ESM-IF1.md) | ✅ | ✅ | | 生物 | [*esm2](https://www.biorxiv.org/content/10.1101/2022.07.20.500902v1.full.pdf) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/ESM-2.md) | ✅ | ✅ | | 生物 | [*grover](https://proceedings.neurips.cc/paper/2020/file/94aef38441efa3380a3bed3faf1f9d5d-Paper.pdf) | [link](https://gitee.com/mindspore/mindscience/blob/master/MindSPONGE/applications/model_cards/GROVER.MD) | ✅ | ✅ | 注： 带有“*”的网络模型为MindSpore与MindScience先前已发布网络。