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Fusion of Decisions Transmitted Over Rayleigh Fading Channels in Wireless Sensor Networks

机译:无线传感器网络中瑞利衰落信道上传输的决策融合

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摘要

In this paper, we revisit the problem of fusing decisions transmitted over fading channels in a wireless sensor network. Previous development relies on instantaneous channel state information (CSI). However, acquiring channel information may be too costly for resource constrained sensor networks. In this paper, we propose a new likelihood ratio (LR)-based fusion rule which requires only the knowledge of channel statistics instead of instantaneous CSI. Based on the assumption that all the sensors have the same detection performance and the same channel signal-to-noise ratio (SNR), we show that when the channel SNR is low, this fusion rule reduces to a statistic in the form of an equal gain combiner (EGC), which explains why EGC is a very good choice with low or medium SNR; at high-channel SNR, it is equivalent to the Chair-Varshney fusion rule. Performance evaluation shows that the new fusion rule exhibits only slight performance degradation compared with the optimal LR-based fusion rule using instantaneous CSI.
机译:在本文中,我们将重新讨论在无线传感器网络中通过衰落信道传输的决策融合问题。先前的开发依赖于瞬时信道状态信息(CSI)。但是,对于资源受限的传感器网络而言,获取信道信息可能会过于昂贵。在本文中,我们提出了一种新的基于似然比(LR)的融合规则,该规则仅需要信道统计信息,而不需要瞬时CSI。基于所有传感器具有相同的检测性能和相同的通道信噪比(SNR)的假设,我们表明,当通道SNR低时,此融合规则将以等式的形式简化为统计量增益组合器(EGC),这解释了为什么EGC是具有低或中等SNR的很好选择;在高通道SNR下,它等效于Chair-Varshney融合规则。性能评估表明,与使用瞬时CSI的基于LR的最佳融合规则相比,新的融合规则仅表现出轻微的性能下降。

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