Two-tiered Online Optimization of Region-wide Datacenter Resource Allocation via Deep Reinforcement Learning.
Chang-Lin ChenHanhan ZhouJiayu ChenMohammad PedramfarVaneet AggarwalTian LanZheqing ZhuChi ZhouTim GasserPol Mauri RuizVijay MenonNeeraj KumarHongbo DongPublished in: CoRR (2023)
Keyphrases
- resource allocation
- optimal resource allocation
- reinforcement learning
- resource allocation problems
- resource management
- online learning
- game theory
- allocate resources
- dynamic resource allocation
- decision making
- distributed resource allocation
- scarce resources
- allocation problems
- function approximation
- cooperative
- real time
- resource usage
- allocation strategies
- optimal policy
- dynamic programming
- resource allocation decisions
- online advertising
- social welfare
- resource consumption
- learning agents
- resource requirements
- temporal difference
- resource availability
- learning process