Binary Consensus Over Fading Channels

被引:23
|
作者
Mostofi, Yasamin [1 ]
Malmirchegini, Mehrzad [1 ]
机构
[1] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
基金
美国国家科学基金会;
关键词
Best affine estimation; binary consensus; fading channels; time-varying network topology; AD-HOC WSNS; DISTRIBUTED ESTIMATION; AVERAGE CONSENSUS; SENSOR NETWORKS; NOISY LINKS; AGENTS;
D O I
10.1109/TSP.2010.2070498
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 consider a cooperative network that is trying to reach consensus on the occurrence of an event, by communicating over time-varying network topologies with fast fading channels. We mathematically characterize both the asymptotic and transient behaviors of the network. We show that the network converges to a memoryless state asymptotically, which is undesirable. However, the network can still be in consensus for a long period of time. In order to characterize the transient behavior, we then derive a tight approximation for the second largest eigenvalue of the underlying average probability transition matrix in fading environments. We show the impact of channel unreliability and network topology on consensus performance and shed light on the underlying tradeoffs in terms of speed of convergence and memoryless asymptotic behavior.
引用
收藏
页码:6340 / 6354
页数:15
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