Title :
A cross-layer design for video applications based on QoE prediction
Author :
Ju, Ying ; Lu, Zhaoming ; Zheng, Wei ; Wen, Xiangming ; Ling, Dabing
Author_Institution :
Lab. of Network Syst. Archit. & Convergence, Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
In this paper, we propose a cross-layer design scheme for optimizing resource allocation of video applications based on Quality of Experience (QoE) prediction. A novel mapping model between Peak Signal-to-Noise Ratio (PSNR) and Mean Opinion Score (MOS) based on hyperbolic tangent function is presented to reflect the relation between objective parameters and subjective perceived quality. On the basis of this model, we propose a QoE prediction function and utilize the Particle Swarm Optimization (PSO) method to solve the resource allocation problem. Simulation results show that our QoE-based cross-layer design scheme leads to significant improvements in terms of maximizing user-perceived quality as well as maintaining fairness among users.
Keywords :
particle swarm optimisation; quality of experience; resource allocation; video streaming; QoE prediction; cross-layer design; hyperbolic tangent function; mapping model; mean opinion score; objective parameters; particle swarm optimization; peak signal-to-noise ratio; quality of experience; resource allocation; subjective perceived quality; user-perceived quality; video applications;
Conference_Titel :
Wireless Personal Multimedia Communications (WPMC), 2012 15th International Symposium on
Conference_Location :
Taipei
Print_ISBN :
978-1-4673-4533-0