High-speed Search for Optimal Operation Parameters of Air Conditioning System in Data Center by Using Regression Prediction and Deep Reinforcement Learning on CFD Simulation.
Hiroki TsukamotoYuki SogawaKazuhiro MatsudaMorito MatsuokaKeisuke OtaniKazunari MomosePublished in: SICE (2021)
Keyphrases
- data center
- high speed
- reinforcement learning
- linear regression model
- search algorithm
- energy efficiency
- cloud computing
- regression model
- search space
- dynamic programming
- state space
- optimal control
- energy consumption
- radial basis function network
- virtual machine
- stepwise regression
- linear regression
- prediction model
- power management
- markov decision processes
- function approximation
- power consumption
- real time
- model selection
- optimal solution
- short term
- mission critical
- carbon dioxide
- machine learning