PINNs

かけるほどわかってない

• PINNsの元の論文

  • Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
  • ローカルにあるので優先的に読む /Users/nkn4ryu/Downloads/1-s2.0-S0021999118307125-main.pdf
• [2602.11097] Statistical Learning Analysis of Physics-Informed Neural Networks
• [2211.08064] Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications
• An efficient wavelet-based physics-informed neural network for multiscale problems - ScienceDirect
• [Literature Review] Advancing Generalization in PINNs through Latent-Space Representations
• [1711.10561] Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations