Multilayer restoration in IP-Optical networks by adjustable robust optimization and deep reinforcement learning.
Malek BekriRonald Romero ReyesThomas BauschertPublished in: J. Opt. Commun. Netw. (2024)
Keyphrases
- robust optimization
- optical networks
- reinforcement learning
- robust counterpart
- wdm networks
- wavelength division multiplexing
- chance constrained
- routing and wavelength assignment
- mathematical programming
- service differentiation
- image restoration
- state space
- lot sizing
- chance constraints
- optimal policy
- ip networks
- multi agent
- decision theory
- linear programming
- learning algorithm
- software engineering
- link failure
- semidefinite programming