Resource Allocation for Cloud-Based Software Services Using Prediction-Enabled Feedback Control With Reinforcement Learning.
Xing ChenFangning ZhuZheyi ChenGeyong MinXianghan ZhengChunming RongPublished in: IEEE Trans. Cloud Comput. (2022)
Keyphrases
- resource allocation
- feedback control
- optimal control
- reinforcement learning
- adaptive control
- closed loop
- resource allocation problems
- resource management
- grid environment
- optimal resource allocation
- allocation strategies
- service oriented
- allocation problems
- allocate resources
- cloud computing
- resource requirements
- inverted pendulum
- resource usage
- service providers
- dynamic programming
- web services
- dynamic resource allocation
- loosely coupled
- cloud platform
- service oriented architecture
- reinforcement learning algorithms
- combinatorial auctions
- markov decision processes
- resource allocation decisions
- state space
- machine learning
- learning algorithm
- scarce resources
- distributed resource allocation
- learning capabilities
- control law
- control scheme
- petri net
- data management
- multi agent