Optimal control policies for resource allocation in the Cloud: comparison between Markov decision process and heuristic approaches.
Thomas TournaireHind Castel-TalebEmmanuel HyonPublished in: CoRR (2021)
Keyphrases
- resource allocation
- optimal control
- markov decision process
- infinite horizon
- dynamic programming
- optimal policy
- reinforcement learning
- state space
- average cost
- control problems
- markov decision processes
- resource management
- policy iteration
- resource allocation problems
- cloud computing environment
- finite horizon
- cloud computing
- control strategy
- optimal resource allocation
- production planning
- reward function
- partially observable
- optimal control problems
- decision problems
- data mining
- linear programming
- control system
- optimal solution