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PaddleScience
PaddleScience
Case Studies
Case Studies
- - AI for Math
    AI for Math
    
    AllenCahn
    
    DeepHPMs
    
    DeepONet
    
    Euler_Beam
    
    Laplace2D
    
    Lorenz_transform_physx
    
    PIRBN
    
    Rossler_transform_physx
    
    Volterra_IDE
    
    NLSMB
    
    SPINN
    
    XPINN
    
    NeuralOperator
    
    Brusselator3D
    
    Transformer4SR
    
    LatentNO
  - AI for Engineering
    AI for Engineering
    
    Fluid Dynamics
    Fluid Dynamics
    
    Fundiff
    
    Transolver
    
    Catheter
    
    AMGNet
    
    Aneurysm
    
    BubbleNet
    
    CFDGCN
    
    CVit(Advection)
    
    CVit(NS)
    
    Cylinder2D_unsteady
    
    Cylinder2D_unsteady_transform_physx
    
    Darcy2D
    
    DeepCFD
    
    DrivAerNet
    
    DrivAerNetPlusPlus
    
    LDC2D_steady
    
    LDC2D_unsteady
    
    Labelfree_DNN_surrogate
    
    NSFNets
    
    PhyCRNet
    
    ShockWave
    
    tempoGAN
    
    NSFNet4
    
    ViV
    
    Structural Mechanics
    Structural Mechanics
    
    Biharmonic2D
    
    Bracket
    
    Control_arm
    
    EPNN
    
    Phy-LSTM
    
    TopOpt
    
    NTopo
    
    Heart
    
    Heat Transfer
    Heat Transfer
    
    Heat_Exchanger
    
    Heat_PINN
    
    PhyGeoNet
    
    Chip_heat
  - AI for Material
    AI for Material
    
    hPINNs
    
    CGCNN
    
    psc_NN
    
    Battery_LI
    
    ML2DDB
    
    xrdmatch
    
    CNN_UTS
  - AI for Earth Science
    AI for Earth Science
    
    KMCast
    
    Extformer-MoE
    
    FourCastNet
    
    NowcastNet
    
    DGMR
    
    STAFNet
    
    EarthFormer
    
    MeteoFormer
    
    Preformer
    
    ClimateFormer
    
    GraphCast
    
    GenCast
    
    VelocityGAN
    
    TGCN
    
    IOPS
    
    Pang-Weather
    
    FengWu
    
    FuXi
    
    UNetFormer
    
    WGAN_GP
    
    UTAE
  - AI for Chemistry
    AI for Chemistry
    
    SMC Reac
    
    Moflow
    
    IFM
    
    Synthemol
    
    TADF
API Documentation
API Documentation
- ppsci
  ppsci
  - ppsci.arch
  - ppsci.autodiff
  - ppsci.constraint
  - ppsci.data
    ppsci.data
    
    ppsci.data.dataset
    
    ppsci.data.transform
    
    ppsci.data.batch_transform
  - ppsci.equation
  - ppsci.geometry
  - ppsci.loss
    ppsci.loss
    
    ppsci.loss.loss
    
    ppsci.loss.mtl
  - ppsci.metric
  - ppsci.optimizer
    ppsci.optimizer
    
    ppsci.optimizer.optimizer
    
    ppsci.optimizer.lr_scheduler
  - ppsci.solver
  - ppsci.utils
    ppsci.utils
    
    ppsci.utils.checker
    
    ppsci.utils.expression
    
    ppsci.utils.initializer
    
    ppsci.utils.logger
    
    ppsci.utils.misc
    
    ppsci.utils.ema
    
    ppsci.utils.reader
    
    ppsci.utils.writer
    
    ppsci.utils.save_load
    
    ppsci.utils.symbolic
  - ppsci.validate
  - ppsci.visualize
  - ppsci.experimental
  - ppsci.probability
- deploy
  deploy
  - deploy.python_infer
User Guide
Development
Development
- Development Guide
- Reproducibility Guide
Publications
Technical Reports
Collaboration
Practice Community

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