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

被引:27
作者
Dhanapala, Dulanjalie C. [1 ]
Jayasumana, Anura P. [1 ]
机构
[1] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA
关键词
Localization; routing; Singular Value Decomposition (SVD); topology preserving map (TPM); virtual coordinates (VCs); wireless sensor network (WSN); ASSIGNMENT;
D O I
10.1109/TNET.2013.2263254
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
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-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-TP) less than 2%. Topology coordinates provide an economical alternative to physical coordinates for many sensor networking algorithms.
引用
收藏
页码:784 / 797
页数:14
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