An Accurate GPS-Based Localization in Wireless Sensor Networks: A GM-WLS Method

Bo Cheng, Rong Du, Bo Yang, Wenbin Yu, Cailian Chen, X. Guan
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引用次数: 32

Abstract

For wireless sensor networks, localization is crucial due to the dynamic nature of deployment. In absolute localization, a few nodes (called beacon nodes or anchors) need to know their absolute positions, and all the other nodes are absolutely localized in the coordinate system of the beacon nodes. Most of GPS-based localizations belong to absolute localization, and localization systems enable nodes to fix their positions in a global coordinate system using a relatively small number of beacon nodes that know their position through external measurement (e.g., GPS). Considering inevitable errors from unreliable GPS observations, the localization result will not be accurate. In this paper, we propose a Weighted Least Square (WLS) method for GPS-based localization to get more accurate position of sensor nodes that are not equipped with GPSreceivers. Following the description of the WLS algorithm as well as the localization system based on it, simulation analysis and real world experiments demonstrate the effectiveness of the proposed approach.
无线传感器网络中基于gps的精确定位:GM-WLS方法
对于无线传感器网络,由于部署的动态性,定位是至关重要的。在绝对定位中,少数节点(称为信标节点或锚点)需要知道它们的绝对位置,其他所有节点在信标节点的坐标系中都是绝对定位的。大多数基于GPS的定位属于绝对定位,定位系统使用相对较少的信标节点,通过外部测量(例如GPS)知道它们的位置,从而使节点能够在全球坐标系中固定自己的位置。考虑到不可靠的GPS观测不可避免的误差,定位结果将不准确。在本文中,我们提出了一种加权最小二乘(WLS)方法用于基于gps的定位,以获得未配备gps接收器的传感器节点更准确的位置。在介绍了WLS算法及其定位系统的基础上,通过仿真分析和实际实验验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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