Improved MDS-based algorithm for nodes localization in wireless sensor networks

Biljana Risteska Stojkoska, Vesna Kirandziska
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引用次数: 19

Abstract

With the recent development of technology, wireless sensor networks (WSN) are becoming an important part of many applications. Knowing the exact location of each sensor in the network is very important issue. Therefore, the localization problem is a growing field of interest. Adding GPS receivers to each sensor node is costly solution and inapplicable on nodes with limited resources. Additionally, it is not suitable for indoor environments. In this paper, we propose an algorithm for nodes localization in WNS based on multidimensional scaling (MDS) technique. Our approach improves MDS by distance matrix refinement. Using extensive simulations we investigated in details our approach regarding different network topologies, various network parameters and performance issues. The results from simulations show that our improved MDS (IMDS) algorithm outperforms well known MDS-MAP algorithm [1] in terms of accuracy.
基于改进mds的无线传感器网络节点定位算法
随着近年来技术的发展,无线传感器网络(WSN)正在成为许多应用的重要组成部分。知道的确切位置中的每个传感器网络是非常重要的问题。因此,本地化问题是一个越来越受关注的领域。在每个传感器节点上添加GPS接收器是一种成本高昂的解决方案,并且不适用于资源有限的节点。此外,它不适合室内环境。本文提出了一种基于多维尺度(MDS)技术的WNS节点定位算法。我们的方法通过距离矩阵改进MDS。通过广泛的模拟,我们详细研究了针对不同网络拓扑、各种网络参数和性能问题的方法。仿真结果表明,改进的MDS (IMDS)算法在精度方面优于著名的MDS- map算法[1]。
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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