Resource Allocation in Data Centers Using Fast Reinforcement Learning Algorithms.
Yuang JiangMurali S. KodialamT. V. LakshmanSarit MukherjeeLeandros TassiulasPublished in: IEEE Trans. Netw. Serv. Manag. (2021)
Keyphrases
- resource allocation
- reinforcement learning algorithms
- data center
- reinforcement learning
- state space
- markov decision processes
- cloud computing
- model free
- cost effective
- resource allocation problems
- reinforcement learning problems
- energy efficiency
- power consumption
- virtual machine
- resource management
- energy consumption
- learning algorithm
- temporal difference
- function approximation
- reward function
- allocation problems
- game theory
- optimal resource allocation
- machine learning
- combinatorial auctions
- low cost
- dynamic environments
- social welfare
- resource allocation decisions
- computing resources
- markov chain
- learning agent
- dynamic programming
- cooperative
- data mining