Performance trade-offs for energy efficient localization based on EKFs

L. Reggiani, Salar Bybordi
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引用次数: 2

Abstract

Accurate ranging and localization are crucial applications for wireless sensor networks. Reliable position information, obtained with a reasonable complexity overhead and possibly low energy consumption, is necessary for a successful operation of these networks. The paper regards the analysis of the performance bounds of an approach for improving the trade-off between energy consumption and performance in a localization and tracking process. A set of fixed beacons is used for localizing a target that is moving in a limited environment and tracking is realized by mixing active signal transmissions, which allow using standard techniques for deriving distances and locations, as well as passive signal receptions, which exploit scattering caused by the target during signal propagation. Obviously, when the beacons exploit passive signal reflections, the target does not consume energy, differently from the steps characterized by the active exchange of radio signals. In the paper we present the analysis of the posterior Cramer-Rao Bound of this technique for a general scenario, highlighting the trade-offs between the energy savings and the performance costs in terms of localization error.
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基于ekf的节能定位的性能权衡
精确的测距和定位是无线传感器网络的关键应用。可靠的位置信息,以合理的复杂性开销和尽可能低的能耗获得,是这些网络成功运行的必要条件。本文分析了一种改进定位和跟踪过程中能耗与性能之间权衡的方法的性能边界。一组固定信标用于定位在有限环境中移动的目标,跟踪是通过混合主动信号传输来实现的,这允许使用标准技术来推导距离和位置,以及被动信号接收,利用目标在信号传播过程中引起的散射。显然,当信标利用无源信号反射时,目标不消耗能量,这与以无线电信号的主动交换为特征的步骤不同。在本文中,我们对该技术的后验Cramer-Rao界进行了一般情况下的分析,强调了在定位误差方面节能和性能成本之间的权衡。
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