Title :
QoE-Based Server Selection for Content Distribution Networks
Author :
Hai Anh Tran ; Hoceini, Said ; Mellouk, Abdelhamid ; Perez, J.M. ; Zeadally, Sherali
Author_Institution :
Signal & Intell. Syst. Lab.-LiSSi Lab., Univ. of Paris-Est Creteil Val de Marne, Creteil, France
Abstract :
As current server capacity and network bandwidth become increasingly overloaded by the rapid growth of high quality emerging multimedia services such as mobile online gaming, social networking or IPTV, a critical factor of success of these multimedia services becomes the end-user perception of quality while them using the service. As a result, user-centered approaches that consider quality of experience (QoE) constitute the current design trend for network systems of content providers and network operators. A content distribution network (CDN) that replicates the content from original servers to the replicated servers close to end users is actually an effective solution to improve network quality. We propose a QoE-based server selection algorithm in the context of a CDN architecture. Using realistic characteristics of the server selection process, we formalize our selection model as a sequential decision problem solved by the multi-armed bandit (MAB) paradigm. By using realistic experiments, we demonstrate that our approach yields significant improvements in term of user perception compared to traditional methods (such as Fastest, Closest and Round Robin).
Keywords :
computer networks; network servers; quality of experience; CDN architecture; MAB paradigm; QoE; content distribution networks; multiarmed bandit paradigm; network quality; quality of experience; sequential decision problem; server selection algorithm; user perception; Context modeling; Multimedia communication; Quality of service; Routing protocols; Servers; Uninterruptible power systems; Quality of experience (QoE); content distribution network (CDN); multimedia; quality of service (QoS); server selection;
Journal_Title :
Computers, IEEE Transactions on