YI Ping, ZHONG Jun, SHI Jia-jun. Optimization of MDS-based iterative localization algorithm for wireless sensor networks[J]. 2010, 29(12): 48-50. DOI: 10.13873/j.1000-97872010.12.026.
无线传感器网络中基于MDS的迭代定位算法优化
摘要
节点定位是无线传感器网络中的关键技术之一。介绍了定位算法的分类
论述了一种基于多维标度的迭代定位算法。该迭代定位算法的初始值一般为随机值
该算法定位精度较高
具有一定的优越性
但存在着迭代次数多
计算量大的问题
很难在硬件资源有限的无线传感器网络节点中实现。针对这一问题
对算法进行了改进
将参考节点的质心坐标设置为迭代初始值。仿真结果表明:改进后的MDS迭代定位算法
迭代次数大大减少
定位精度显著提高。改进算法可应用到实际的无线传感器网络的定位系统中。
Abstract
Node localization is one of the key techniques of wireless sensor network.The classification of the localization algorithm is introduced
a MDS based iterative localization algorithm is discussed.In such iteration algorithm
the initial value is usually a random value.This algorithm has an advantage of high location precision
large quantity of but has the disadvantage of much iterative times and large quantity of computation
so it can hardly be used in wireless sensor networks node with limited hardware source.In order to solve this problem
an improvement algorithm is proposed by setting the centroid of the anchor nodes as the initial value for iterating.Simulation result shows that this algorithm need less iterative times
but has higher precision.This algorithm can be used in real localization system for wireless sensor networks.