Physics-informed neural networks for PDE-constrained optimization and control.
Jostein Barry-StraumeArash SarsharAndrey A. PopovAdrian SanduPublished in: CoRR (2022)
Keyphrases
- constrained optimization
- neural network
- constrained optimization problems
- penalty function
- constraint handling
- unconstrained optimization
- augmented lagrangian
- objective function
- evolutionary strategy
- control system
- lagrange multipliers
- artificial neural networks
- partial differential equations
- genetic algorithm
- interval analysis
- inequality constraints
- anisotropic diffusion
- closed form solutions
- back propagation
- cost function