Title :
Scaling Behavior for Device-to-Device Communications With Distributed Caching
Author :
Golrezaei, Negin ; Dimakis, Alexandros G. ; Molisch, Andreas F.
Author_Institution :
Dept. of Data Sci. & Oper., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
We analyze a novel architecture for caching popular video content to enable wireless device-to-device (D2D) collaboration. We focus on the asymptotic scaling characteristics and show how they depend on video content popularity statistics. We identify a fundamental conflict between collaboration distance and interference and show how to optimize the transmission power to maximize frequency reuse. Our main result is a closed form expression of the optimal collaboration distance as a function of the model parameters. Under the common assumption of a Zipf distribution for content reuse, we show that if the Zipf exponent is greater than 1, it is possible to have a number of D2D interference-free collaboration pairs that scales linearly in the number of nodes. If the Zipf exponent is smaller than 1, we identify the best possible scaling in the number of D2D collaborating links. Surprisingly, a very simple distributed caching policy achieves the optimal scaling behavior.
Keywords :
mobile handsets; radio networks; radiofrequency interference; statistics; video communication; D2D interference-free collaboration pair; Zipf distribution; Zipf exponent; asymptotic scaling characteristics; closed form expression; conflict video content popularity statistics; device-to-device communication; distributed caching; frequency reuse maximization; mobile device; optimal scaling behavior; wireless device-to-device collaboration; Ad hoc networks; Base stations; Collaboration; Educational institutions; Interference; Throughput; Wireless communication; Caching; D2D communication; video streaming; wireless networks;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2014.2319312