Title :
Adaptive scheduling for multicasting hard deadline constrained prioritized data via network coding
Author :
Tran, Tuan Tu ; Hongxiang Li ; Weiyao Lin ; Lingjia Liu ; Khan, Samee U.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Louisville, Louisville, KY, USA
Abstract :
Network coding offers a promising platform for multicast transmission by approaching its min-cut capacity. However, pushing the network throughput toward this upper bound comes with a sacrifice in delivery delay due to the decoding procedure that requires performing batch of coded packets. Further, in some transmission scenarios where the receivers experience deep fading or unable to collect a full set of the transmitted data, no useful information is recovered. The effect is more severe in the networks where the transmitted information has priority structure with hard deadline constraint due to the limited delivery time and data interdependencies. In this paper, we consider single-hop wireless networks where the transmitter wishes to multicast hard deadline constrained prioritized data to many receivers over lossy channels. We first study the network performance of a variety of transmission techniques, depending on how the transmitter schedules transmission in each time slot. We then propose an adaptive encoding and scheduling technique to maximize the network throughput. To find the optimal transmission scheduling at the presence of the network dynamics, we cast the problem in the framework of Markov Decision Processes (MDP) and use backward induction method to find an optimal solution. We further propose simulation-based algorithm and greedy scheduling technique that obtain high performance with much lower time complexity. Both analytical and simulation results have been provided to corroborate the effectiveness of the proposed techniques.
Keywords :
Markov processes; adaptive scheduling; decoding; encoding; multicast communication; radio transmitters; wireless channels; MDP; Markov decision processes; adaptive encoding; adaptive scheduling; coded packets; decoding; delivery delay; hard deadline constrained prioritized data; interdependency; lossy channels; min-cut capacity; multicast transmission; network coding; network dynamics; network throughput; optimal transmission scheduling; single-hop wireless networks; transmitted information; transmitter; upper bound; Multicast; adaptive scheduling; hard deadline constraint; network coding; prioritized transmission;
Conference_Titel :
Global Communications Conference (GLOBECOM), 2012 IEEE
Conference_Location :
Anaheim, CA
Print_ISBN :
978-1-4673-0920-2
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2012.6504016