Title :
An Optimal Hysteretic Control Policy for Energy Saving in Cloud Computing
Author :
Yang, Zexi ; Chen, Meng-Hsi ; Niu, Zhisheng ; Huang, Dawei
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
The information and communication technology (ICT) industry has emerged as one of the major sources of world energy consumption due to its explosive growth. As a result, energy saving in ICT industry has attracted more attention. Meanwhile, cloud computing is becoming a disruptive technology with profound implications for ICT industry. Its emergence promises the on-demand provisioning of resources as a service. In this paper, we study the energy saving issue in cloud computing. In a scenario where a data center has multiple data servers to deal with jobs, the servers are switched into sleeping mode in periods of low traffic load to reduce energy consumption while guaranteeing the quality of service in terms of job blocking probability. The problem is formulated as a Markov decision process. It is proved that the optimal policy has a double threshold structure. Numerical and simulation results show that our proposed policy can significantly reduce the energy consumption.
Keywords :
Markov processes; cloud computing; computer centres; energy consumption; file servers; probability; quality of service; ICT industry; Markov decision process; cloud computing; data center; disruptive technology; double threshold structure; energy saving issue; explosive growth; information and communication technology industry; job blocking probability; low traffic load; multiple data servers; on-demand provisioning; optimal hysteretic control policy; optimal policy; quality of service; sleeping mode; world energy consumption; Cloud computing; Energy consumption; IEEE Communications Society; Optimal control; Servers; Simulation; Switches;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE
Conference_Location :
Houston, TX, USA
Print_ISBN :
978-1-4244-9266-4
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2011.6133628