Search Results for author: Bosen Wang

Found 1 papers, 0 papers with code

MRF-PINN: A Multi-Receptive-Field convolutional physics-informed neural network for solving partial differential equations

no code implementations6 Sep 2022 Shihong Zhang, Chi Zhang, Bosen Wang

To fill the gaps above, we propose three initiatives in this paper: (1) A Multi-Receptive-Field PINN (MRF-PINN) model is established to solve different types of PDEs on various mesh resolutions without manual tuning; (2) The dimensional balance method is used to estimate the loss weights when solving Navier-Stokes equations; (3) The Taylor polynomial is used to pad the virtual nodes near the boundaries for implementing high-order finite difference.

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