ReNLoc: An anchor-free localization algorithm for indirect ranging

Marios A. Fanourakis, K. Wac
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引用次数: 2

Abstract

Localization has been an important research issue in ubiquitous computing and wireless sensor networks (WSNs). From location-based services to autonomous mobile devices, location is prevalent in a wide range of applications. Localization methods for a mobile node vary from using GPS to localizing with respect to beacons with known locations, or using sensors like accelerometers and compasses. All of these solutions either require additional sensors in a node that reduce its battery life or require some kind of infrastructure and access to a database of anchor locations. Additionally, most solutions are for networks where nodes can communicate indiscriminately with each other. In this paper we introduce ReNLoc, a minimalistic anchor-free multilateration algorithm for 2D space (extendable to 3D space) with a centralized and a distributed version made for networks where the mobile nodes can only get range measurements to nodes with an unknown but fixed position that we call base nodes. The main assumption is that there is a minimum of three base nodes. ReNLoc takes advantage of geometric constraints that arise from the range measurements and represents them as sets on which we perform minimization over known geometric properties. We show that ReNLoc outperforms the commonly used multidimensional scaling (MDS) algorithm in a purely indirect ranging setup.
ReNLoc:一种用于间接测距的无锚定位算法
定位一直是普适计算和无线传感器网络研究的重要问题。从基于位置的服务到自主移动设备,位置在广泛的应用程序中普遍存在。移动节点的定位方法多种多样,从使用GPS到根据已知位置的信标进行定位,或者使用加速度计和指南针等传感器进行定位。所有这些解决方案要么需要在节点中安装额外的传感器,从而减少其电池寿命,要么需要某种基础设施并访问锚点位置数据库。此外,大多数解决方案都适用于节点之间可以任意通信的网络。在本文中,我们介绍了ReNLoc,这是一种用于2D空间(可扩展到3D空间)的极简无锚点(anchor-free)乘法算法,它具有集中式和分布式版本,适用于移动节点只能获得未知但固定位置的节点(我们称为基础节点)的距离测量的网络。主要假设是至少有三个基本节点。ReNLoc利用了距离测量产生的几何约束,并将它们表示为集合,我们在这些集合上对已知的几何属性执行最小化。我们表明,ReNLoc在纯间接测距设置中优于常用的多维缩放(MDS)算法。
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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