Deep learning soliton dynamics and complex potentials recognition for 1D and 2D PT-symmetric saturable nonlinear Schrödinger equations.
Jin SongZhenya YanPublished in: CoRR (2023)
Keyphrases
- wave equation
- deep learning
- hamilton jacobi
- highly nonlinear
- finite difference
- unsupervised learning
- partial differential equations
- unsupervised feature learning
- distance transform
- higher order
- object recognition
- learning strategies
- domain specific
- multiscale
- heat equation
- machine learning
- pattern recognition
- feature extraction