Machine learning for fast and reliable solution of time-dependent differential equations.
Francesco RegazzoniLuca DedèAlfio QuarteroniPublished in: J. Comput. Phys. (2019)
Keyphrases
- differential equations
- nonlinear differential equations
- machine learning
- boundary value problem
- numerical methods
- numerical integration
- dynamical systems
- ordinary differential equations
- numerical solution
- optimal solution
- optimal control problems
- brownian motion
- neural network
- linear systems
- pattern recognition
- dynamic systems
- dynamic programming
- multiscale
- feature selection
- learning algorithm