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Type-based Detection With A Fusion Center Performing The Sequential Test In Wireless Sensor Networks

机译:使用融合中心进行基于类型的检测,并在无线传感器网络中执行顺序测试

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摘要

In this paper, we propose a sequential type-based detection scheme for wireless sensor networks in the case of spatially and temporally identically and independently distributed observations. First, we investigate the optimal sequential detection rule of the proposed scheme, and then with the motivation of reducing the computational complexity of the optimal detection rule, we consider an approximation scheme and derive a suboptimal detection rule. We also compare the performances of the type-based sequential detection scheme with those of the non-sequential type-based detection scheme in terms of both average number of observations and total energy consumption, and determine the region of individual node power where the proposed scheme outperforms the non-sequential scheme. In addition, we show that the approximated detection rule provides the similar results as the optimal detection rule with a significant reduction of the computational complexity, which makes the approximated detection rule useful for real-time applications.
机译:在本文中,我们提出了一种在空间和时间上相同且独立分布的观测结果的情况下,针对无线传感器网络的基于顺序类型的检测方案。首先,我们研究了所提出方案的最佳顺序检测规则,然后出于降低最佳检测规则计算复杂度的动机,我们考虑了一种近似方案并得出了次优检测规则。我们还从平均观测次数和总能量消耗两个方面比较了基于类型的顺序检测方案与非基于序列的类型检测方案的性能,并确定了所提出方案的单个节点功率区域胜过非顺序方案。另外,我们表明,近似检测规则提供了与最佳检测规则相似的结果,并且显着降低了计算复杂度,这使得近似检测规则对于实时应用很有用。

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