Resource Allocation in Multicore Elastic Optical Networks: A Deep Reinforcement Learning Approach.
Juan Pinto-RíosFelipe CalderónAriel LeivaGabriel HermosillaAlejandra BeghelliDanilo Bórquez-ParedesAstrid LozadaNicolás A. JaraRicardo OlivaresGabriel SaavedraPublished in: CoRR (2022)
Keyphrases
- resource allocation
- optical networks
- reinforcement learning
- resource management
- wavelength division multiplexing
- optimal resource allocation
- resource allocation problems
- service differentiation
- state space
- allocation strategies
- allocate resources
- dynamic resource allocation
- routing and wavelength assignment
- resource allocation decisions
- scarce resources
- allocation problems
- learning algorithm
- resource allocation and scheduling
- network technologies
- resource consumption
- reinforcement learning algorithms
- combinatorial auctions
- wireless networks
- optimal policy
- management system
- multi agent
- markov decision processes
- general purpose