Interpolating between BSDEs and PINNs - deep learning for elliptic and parabolic boundary value problems.
Nikolas NüskenLorenz RichterPublished in: CoRR (2021)
Keyphrases
- boundary value problem
- deep learning
- stochastic differential equations
- differential equations
- boundary conditions
- unsupervised learning
- numerical solution
- machine learning
- maximum a posteriori estimation
- partial differential equations
- variational inequalities
- poisson equation
- mental models
- weakly supervised
- finite element method
- dynamical systems
- image enhancement
- higher order
- probabilistic model