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Improvement in multiple nodes positioning accuracy for wireless sensor networks based on unknown transmitted powers

机译:基于未知发射功率的无线传感器网络多节点定位精度的提高

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摘要

In wireless sensor networks, node position is always localised by using received signal strength measurements, which owns the advantage of low cost in engineering implementations. The improvement of multiple nodes localisation accuracy is required when the transmitted powers of anchor nodes are not known. In this paper, we propose a novel localisation refinement method to improve the positioning accuracy for wireless sensor nodes. In the proposed method, we employ linear estimator to estimate the source positions along with the transmitted powers, and then use an addition of source position to improve the nodes positioning accuracy. Furthermore, we obtain the corresponding Cramer-Rao lower bound of the problem. Finally, we simulate the proposed method and testify performance improvement. The simulation result demonstrates that, under sufficiently small noise conditions, the localisation accuracy performance of the proposed method can reach to the approximate accuracy of Cramer-Rao lower bound. It is also shown that, the mean square error decreases as path loss exponent value increases with the proposed method, which is obtained by using perfect knowledge of the path loss exponent.
机译:在无线传感器网络中,节点位置始终通过使用接收到的信号强度测量来定位,这在工程实现中具有低成本的优点。当锚节点的发射功率未知时,需要提高多个节点的定位精度。在本文中,我们提出了一种新颖的定位细化方法来提高无线传感器节点的定位精度。在提出的方法中,我们使用线性估计器来估计源位置以及发射功率,然后使用源位置的加法来提高节点的定位精度。此外,我们获得了问题的相应Cramer-Rao下界。最后,我们模拟了所提出的方法并证明了性能的提高。仿真结果表明,在足够小的噪声条件下,该方法的定位精度性能可以达到Cramer-Rao下界的近似精度。还表明,通过使用对路径损耗指数的完全了解获得的方法,均方误差随着路径损耗指数值的增加而减小。

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