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Topology Preserving Maps—Extracting Layout Maps of Wireless Sensor Networks From Virtual Coordinates

机译:拓扑保存图-从虚拟坐标提取无线传感器网络的布局图

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摘要

A method for obtaining topology-preserving maps (TPMs) from virtual coordinates (VCs) of wireless sensor networks is presented. In a virtual coordinate system (VCS), a node is identified by a vector containing its distances, in hops, to a small subset of nodes called anchors. Layout information such as physical voids, shape, and even relative physical positions of sensor nodes with respect to $x$ -$y$ directions are absent in a VCS description. The proposed technique uses Singular Value Decomposition to isolate dominant radial information and to extract topological information from the VCS for networks deployed on 2-D/3-D surfaces and in 3-D volumes. The transformation required for TPM extraction can be generated using the coordinates of a subset of nodes, resulting in sensor-network-friendly implementation alternatives. TPMs of networks representing a variety of topologies are extracted. Topology preservation error $({ E}_{rm TP})$, a metric that accounts for both the number and degree of node flips, is defined and used to evaluate 2-D TPMs. The techniques extract TPMs with $({ E}_{rm TP})$ less than 2%. Topology coordinates provide an economical alternative to physical coordinates for many sensor networking algorithms.
机译:提出了一种用于从无线传感器网络的虚拟坐标(VC)获取拓扑保留图(TPM)的方法。在虚拟坐标系(VCS)中,一个节点由一个向量标识,该向量包含其到一跳的称为锚点的一小部分子节点的距离。 VCS描述中不存在布局信息,例如物理空隙,形状,甚至传感器节点相对于$ x $-$ y $方向的相对物理位置。所提出的技术使用奇异值分解来隔离主要的径向信息,并从VCS中提取部署在2-D / 3-D表面和3-D体积中的网络的拓扑信息。 TPM提取所需的转换可以使用节点子集的坐标生成,从而产生了传感器网络友好的实现方案。提取代表各种拓扑的网络的TPM。定义了拓扑保存错误$({E} _ {rm TP})$,该指标同时考虑了节点翻转的次数和程度,并用于评估2-D TPM。该技术提取$({E} _ {rm TP})$小于2%的TPM。对于许多传感器网络算法,拓扑坐标为物理坐标提供了一种经济的选择。

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