Multi-band Environments for Optical Reinforcement Learning Gym for Resource Allocation in Elastic Optical Networks.
Patricia MoralesPatricia FrancoAstrid LozadaNicolás A. JaraFelipe CalderónJuan Pinto-RíosAriel LeivaPublished in: ONDM (2021)
Keyphrases
- resource allocation
- optical networks
- multi band
- reinforcement learning
- wavelength division multiplexing
- multispectral
- optimal resource allocation
- resource allocation problems
- resource management
- routing and wavelength assignment
- service differentiation
- allocation problems
- machine learning
- frequency band
- markov decision processes
- dynamic environments
- wdm networks
- scarce resources
- image data
- multi agent
- distributed resource allocation
- image analysis
- reward function
- multiresolution