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Decision Fusion with Channel Errors in Distributed Decode-Then-Fuse Sensor Networks

机译:分布式解码-融合传感器网络中具有信道错误的决策融合

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摘要

Decision fusion for distributed detection in sensor networks under non-ideal channels is investigated in this paper. Usually, the local decisions are transmitted to the fusion center (FC) and decoded, and a fusion rule is then applied to achieve a global decision. We propose an optimal likelihood ratio test (LRT)-based fusion rule to take the uncertainty of the decoded binary data due to modulation, reception mode and communication channel into account. The average bit error rate (BER) is employed to characterize such an uncertainty. Further, the detection performance is analyzed under both non-identical and identical local detection performance indices. In addition, the performance of the proposed method is compared with the existing optimal and suboptimal LRT fusion rules. The results show that the proposed fusion rule is more robust compared to these existing ones.
机译:研究了非理想信道下传感器网络中分布式检测的决策融合。通常,将本地决策传输到融合中心(FC)并进行解码,然后应用融合规则来实现全局决策。我们提出一种基于最佳似然比测试(LRT)的融合规则,以考虑由于调制,接收模式和通信信道而导致的解码二进制数据的不确定性。平均误码率(BER)用于表征这种不确定性。此外,在非相同且相同的局部检测性能指标下分析检测性能。另外,将所提出的方法的性能与现有的最优和次优LRT融合规则进行了比较。结果表明,与现有的融合规则相比,所提出的融合规则更加健壮。

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