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: Complex. (2023)
Keyphrases
- resource allocation
- optical networks
- reinforcement learning
- wavelength division multiplexing
- resource allocation problems
- service differentiation
- resource management
- routing and wavelength assignment
- state space
- resource allocation decisions
- optimal resource allocation
- reinforcement learning algorithms
- learning algorithm
- wireless networks
- general purpose
- multi agent
- allocation strategies
- allocation problems
- allocate resources
- distributed resource allocation
- scarce resources
- combinatorial auctions
- dynamic resource allocation
- optimal policy
- software engineering
- single agent
- markov decision processes
- resource allocation and scheduling