DocumentCode :
10412
Title :
A Novel JSCC Scheme for UEP-Based Scalable Video Transmission Over MIMO Systems
Author :
Chao Zhou ; Chia-Wen Lin ; Xinggong Zhang ; Zongming Guo
Author_Institution :
Inst. of Comput. Sci. & Technol., Peking Univ., Beijing, China
Volume :
25
Issue :
6
fYear :
2015
fDate :
Jun-15
Firstpage :
1002
Lastpage :
1015
Abstract :
In this paper, we propose a novel joint source-channel coding (JSCC) scheme for scalable video transmission over multiple-input multiple-output (MIMO) systems. By exploiting the diversity of MIMO antennas and forward error correction (FEC)-based protection, our method aims to provide unequal error protection (UEP) for the video layers, which are mapped to appropriate antennas. Moreover, JSCC is also considered that we extract a proper subset of video layers and allocate suitable FEC redundancy to them. Jointly considering video layer extraction, FEC rate allocation, and video layer scheduling, we are able to achieve UEP so as to minimize end-to-end distortion. We formulate the scheme as a nonlinear integer optimization problem, which is known to be NP-hard. To find a near-optimal solution efficiently, we propose a low-complexity branch-and-bound algorithm, which partitions the original problem into a series of subproblems by a video layer branching technique. In each branch, the upper and lower distortion bounds are derived. In particular, we transform the video layer scheduling subproblem into a 0/1 multiple knapsack problem, which is NP-complete, and employ an evolutionary Lagrangian method to find a solution efficiently. For the FEC allocation subproblem, a Lagrange duality algorithm with fuzzy surrogate subgradient is proposed. The experimental results demonstrate that the proposed method has good efficiency while achieving close performance to the optimal results.
Keywords :
MIMO communication; antennas; channel coding; evolutionary computation; forward error correction; fuzzy set theory; gradient methods; integer programming; tree searching; video coding; FEC; MIMO antennas; MIMO systems; UEP; branch-and-bound algorithm; evolutionary Lagrangian method; forward error correction; fuzzy surrogate subgradient; joint source channel coding; multiple-input multiple-output systems; nonlinear integer optimization problem; novel JSCC scheme; scalable video transmission; unequal error protection; video layer branching technique; video layer extraction; video layer scheduling; Antennas; Forward error correction; MIMO; Optimization; Resource management; Scalability; Static VAr compensators; Branch-and-Bound; Branch-and-bound; Joint Source-Channel Coding; Scalable Video Transmission; Unequal Error Protection; joint source-channel coding (JSCC); scalable video transmission; unequal error protection (UEP);
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/TCSVT.2014.2364418
Filename :
6935097
Link To Document :
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