Local Interference Can Accelerate Gossip Algorithms

被引:22
作者
Nazer, Bobak [1 ]
Dimakis, Alexandros G. [2 ]
Gastpar, Michael [3 ,4 ]
机构
[1] Boston Univ, Dept Elect & Comp Engn, Boston, MA 02215 USA
[2] Univ So Calif, Dept Elect Engn Syst, Los Angeles, CA 90089 USA
[3] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[4] Ecole Polytech Fed EPFL, Sch Comp & Commun Sci, CH-1015 Lausanne, Switzerland
基金
美国国家科学基金会;
关键词
Distributed signal processing; gossip algorithms; interference; multiaccess communication; wireless sensor networks; CONSENSUS ALGORITHMS; SENSOR NETWORKS;
D O I
10.1109/JSTSP.2011.2124440
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we show how interference can be exploited to perform gossip computations for average-based consensus over a larger local neighborhood, rather than only pairs of nodes. We use a new channel coding technique called computation coding to compute sums reliably over the wireless medium. Since many nodes can simultaneously average in a single round, our neighborhood gossip algorithm converges faster than the standard nearest neighbor gossip algorithm. For a network with n nodes and size m neighborhoods, neighborhood gossip requires O(n(2)/m(2)) rounds while standard gossip requires circle dot(n(2)) rounds. Furthermore, we show that if the power path loss coefficient is less than 4, the total transmit energy employed by neighborhood gossip is polynomially smaller than that employed by standard gossip.
引用
收藏
页码:876 / 887
页数:12
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