Title :
A Near Optimal QoE-Driven Power Allocation Scheme for Scalable Video Transmissions Over MIMO Systems
Author :
Xiang Chen ; Jenq-Neng Hwang ; Chung-Nan Lee ; Shih-I Chen
Author_Institution :
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
Abstract :
The rapid increasing demands of wireless multimedia applications have boosted the developments of video delivery technologies with cross-layer designs, driven by optimizing quality of experiences (QoEs) of end users. In this paper, a near optimal power allocation scheme, targeting at maximizing QoE, is proposed for transmitting scalable video coding (SVC) based videos over multi-input multi-output (MIMO) systems. Both transmission errors in the physical (PHY) layer and video source coding characteristics in the application (APP) layer are jointly considered in the proposed scheme. A near optimal solution is achieved by decomposing the original optimization problem into several convex optimization sub-problems. Detailed algorithms with corresponding theoretical reasoning are provided. Since forward error corrections (FEC) techniques are widely implemented in modern wireless communication systems, the proposed scheme is further extended to the systems with Reed-Solomon (RS) code and a more practical approach with different modulation and coding schemes (MCSs). The near optimality of our proposed scheme, in terms of measured utilities, is shown by comparing with the exhaustive searched optimal solutions. Simulations with real H.264 SVC video traces demonstrate the effectiveness of our proposed scheme by comparing with other existing schemes in terms of well-accepted video quality assessment methods, such as peak signal-to-noise ratio (PSNR) and structural similarity (SSIM) index.
Keywords :
MIMO communication; Reed-Solomon codes; convex programming; forward error correction; modulation coding; quality of experience; source coding; video coding; APP layer; FEC techniques; H.264 SVC video traces; MCSs; MIMO systems; PHY layer; PSNR; RS code; Reed-Solomon code; SSIM; SVC; application layer; convex optimization sub-problems; cross-layer designs; forward error correction techniques; modulation and coding schemes; multiinput multioutput systems; near optimal QoE-driven power allocation scheme; peak signal-to-noise ratio; physical layer; quality of experiences; scalable video coding; scalable video transmissions; structural similarity index; video delivery technology; video quality assessment methods; video source coding characteristics; wireless communication systems; wireless multimedia applications; Bit error rate; Forward error correction; MIMO; Resource management; Static VAr compensators; Streaming media; Wireless communication; Convex optimization; cross-layer; forward error correction (FEC); multi-input multi-output (MIMO); power allocation; quality of experience (QoE); scalable video coding (SVC);
Journal_Title :
Selected Topics in Signal Processing, IEEE Journal of
DOI :
10.1109/JSTSP.2014.2336603