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Optimum reference node deployment for indoor localization based on the average Mean Square Error minimization

机译:基于平均均方误差最小化的室内定位最优参考节点部署

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Using the Global Positioning System (GPS) for indoor localization is challenging as the GPS signal is significantly attenuated or completely blocked by the building. In achieving indoor localization, a set of transmitters from wireless communication networks are often used as reference nodes to localize target nodes with unknown locations. The accuracy of such localization process is considerably affected by the spatial distribution of the reference nodes with respect to the target node to be localized. Hence, deploying the reference nodes at best locations will notably increase the localization precision. In this paper, a novel reference nodes deployment scheme is introduced which minimizes the average Mean Square Error (MSE) of the localization over the area of interest with certain shape. The proposed scheme is evaluated for deploying the reference nodes in the circular, square, and hexagonal localization regions. The proposed scheme is validated and illustrated by numerical simulations.
机译:由于建筑物严重衰减或完全阻挡了GPS信号,因此使用全球定位系统(GPS)进行室内定位具有挑战性。在实现室内定位时,通常将来自无线通信网络的一组发射器用作参考节点,以定位具有未知位置的目标节点。这样的定位过程的精度在很大程度上受到参考节点相对于要定位的目标节点的空间分布的影响。因此,将参考节点部署在最佳位置将显着提高定位精度。本文介绍了一种新颖的参考节点部署方案,该方案将具有特定形状的目标区域上的定位的平均均方误差(MSE)降至最低。对提出的方案进行了评估,以将参考节点部署在圆形,正方形和六边形的定位区域中。数值仿真验证了所提方案的有效性。

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