Title :
Resource usage prediction algorithms for optimal selection of multimedia content delivery methods
Author :
Kryftis, Yiannos ; Mavromoustakis, Constandinos X. ; Mastorakis, George ; Pallis, Evangelos ; Batalla, Jordi Mongay ; Rodrigues, Joel J.P.C. ; Dobre, Ciprian ; Kormentzas, Georgios
Author_Institution :
Department of Computer Science, University of Nicosia, 46 Makedonitissas Avenue, 1700, Cyprus
Abstract :
This paper proposes two algorithms adopted in a prototype network architecture, for optimal selection of multimedia content delivery methods, as well as balanced delivery load, by exploiting a novel resource prediction engine. The proposed architecture exploits both algorithms for the prediction of future multimedia services demands, by providing the ability to keep optimal the distribution of the streaming data, among Content Delivery Networks, cloud-based providers and Home Media Gateways. In addition, the prediction of the upcoming fluctuations of the network, provides the ability to the proposed network architecture, achieving optimized Quality of Service (QoS) and Quality of Experience (QoE) for the end users. Both algorithms were evaluated to establish their efficiency, towards effectively predicting future network traffic demands. The experimental results validated their performance and indicated fields for further research and experimentation.
Keywords :
Bandwidth; Engines; Media; Multimedia communication; Prediction algorithms; Quality of service; Content Delivery Networks; Multimedia Services Systems; Resource Prediction Engine; Resource Usage Prediction Algorithms;
Conference_Titel :
Communications (ICC), 2015 IEEE International Conference on
Conference_Location :
London, United Kingdom
DOI :
10.1109/ICC.2015.7249263