Title :
An SMDP-Based Resource Management Scheme for Distributed Cloud Systems
Author :
Jiadi Chen ; Hang Long ; Qiang Zheng ; Minyao Xing ; Wenbo Wang
Author_Institution :
Key Lab. of Universal Wireless Commun., Minist. of Educ., Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
In this paper, the resource management problem in geographically distributed cloud systems is considered. The Follow Me Cloud concept which enables service migration across federated data centers (DCs) is adopted. Therefore, there are two types of service requests to the DC, i.e., new requests (NRs) initiated in the local service area and migration requests (MRs) generated when mobile users move across service areas. A novel resource management scheme is proposed to help the resource manager decide whether to accept the service requests (NRs or MRs) or not and determine how much resources should be allocated to each service (if accepted). The optimization objective is to maximize the average system reward and keep the rejection probability of service requests under a certain threshold. Numerical results indicate that the proposed scheme can significantly improve the overall system utility as well as the user experience compared with other resource management schemes.
Keywords :
cloud computing; computer centres; probability; resource allocation; wireless LAN; DC; Follow Me Cloud concept; MR; NR; SMDP-based resource management scheme; WLAN; average system reward maximization; federated data centers; geographically distributed cloud systems; local service area; migration requests; mobile users; new requests; optimization objective; overall system utility improvement; resource allocation; service migration; service request rejection probability; user experience improvement; Analytical models; Delays; Mobile communication; Mobile computing; Optimization; Resource management; Wireless communication;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2015 IEEE 81st
Conference_Location :
Glasgow
DOI :
10.1109/VTCSpring.2015.7145692