JOURNAL ARTICLE

Network Coding for Video Distortion Reduction in Device-to-Device Communications

Mohammad S. KarimSameh SorourParastoo Sadeghi

Year: 2016 Journal:   IEEE Transactions on Vehicular Technology Vol: 66 (6)Pages: 4898-4913   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this paper, we study the problem of distributing a real-time video sequence to a group of partially connected cooperative \nwireless devices using instantly decodable network coding (IDNC). In such a scenario, the coding conflicts occur to service multiple devices with an immediately decodable packet, and the \ntransmission conflicts occur from simultaneous transmissions of multiple devices. To avoid these conflicts, we introduce a novel IDNC graph that represents all feasible coding and transmission \nconflict-free decisions in one unified framework. Moreover, a realtime video sequence has a hard deadline and unequal importance of video packets. Using these video characteristics and the new IDNC graph, we formulate the problem of minimizing the mean video distortion before the deadline as a finite horizon Markov decision \nprocess (MDP) problem. However, the backward induction algorithm that finds the optimal policy of the MDP formulation has high modeling and computational complexities. To reduce these \ncomplexities, we further design a two-stage maximal independent set selection algorithm, which can efficiently reduce the mean video \ndistortion before the deadline. Simulation results over a real video sequence show that our proposed IDNC algorithms improve the received \nvideo quality compared with the existing IDNC algorithms.

Keywords:
Linear network coding Computer science Network packet Video quality Coding (social sciences) Markov decision process Markov chain Algorithm Computer network Markov process Real-time computing Mathematics Machine learning Engineering

Metrics

16
Cited By
2.39
FWCI (Field Weighted Citation Impact)
48
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cooperative Communication and Network Coding
Physical Sciences →  Computer Science →  Computer Networks and Communications
Wireless Communication Security Techniques
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced Wireless Communication Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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