Title :
Exploring blind online scheduling for mobile cloud multimedia services
Author :
Liang Zhou ; Zhen Yang ; Rodrigues, Joel J. P. C. ; Guizani, Mohsen
Author_Institution :
Nanjing Univ. of Posts & Telecommun., Nanjing, China
Abstract :
Mobile cloud is a new emerging technology which can be used to enable users to enjoy abundant multimedia applications in a pervasive computing environment. Therefore, the scheduling of massive multimedia flows with heterogeneous QoS guarantees becomes an important issue for the mobile cloud. Generally, the predominant popular cloud-based scheduling algorithms assume that the request rate and service time, are available for the system operator. However, this assumption can hardly be maintained in many practical scenarios, especially for the largescale mobile cloud. In this article, we consider the scheduling problem for a practical mobile cloud in which the above parameters are unavailable and unknown. Taking into account the performance of the users and the impartial free time among the servers, the highlight of this article lies in proposing a blind online scheduling algorithm (BOSA). Specifically, we assign available multimedia servers based on the last timeslot information of the users´ requests, and route all the multimedia flows according to the first-come- first-served rule. Moreover, we design detailed steps to apply the BOSA to a content recommendation system, and show that the proposed BOSA can achieve asymptotic optimality.
Keywords :
cloud computing; mobile computing; multimedia systems; recommender systems; scheduling; BOSA; blind online scheduling; cloud-based scheduling algorithms; content recommendation system; first-come- first-served rule; impartial free time; mobile cloud multimedia services; multimedia applications; multimedia servers; pervasive computing environment; request rate; service time; Mobile communication; Multimedia communication; Optimal scheduling; Quality of service; Scheduling; Scheduling algorithms; Servers;
Journal_Title :
Wireless Communications, IEEE
DOI :
10.1109/MWC.2013.6549283