Title :
Robust Cooperative Localization Technique for Wireless Sensor Networks
Author :
Youssef, Mohamed ; El-Sheimy, Naser
Author_Institution :
Geomatics Eng. Dept., Univ. of Calgary, Calgary, AB, Canada
Abstract :
A novel cooperative localization algorithm for wireless sensor networks (WSNs) using robust estimation is proposed. We divide the WSN into different layers and each layer builds its local coordinates. In this context, we study how to build the local coordinates based on realistic assumptions and the geometrical dilution of precision (GDOP) of the network. We introduce a modified network adjustment (NA) technique which is commonly used in surveying applications to minimize the ranging error within the WSN layers. We propose combined estimators using L1 norm and L2 norm to mitigate large ranging errors (outliers) commonly found in weak non-line of sight (NLOS) signals. We derive a robust 2D coordinate transformation model to merge and transform the local coordinates to a global coordinate system considering imperfections of the local coordinates. Simulation results are shown to evaluate the proposed algorithm.
Keywords :
estimation theory; wireless sensor networks; 2D coordinate transformation model; WSN; geometrical dilution of precision; modified network adjustment technique; robust cooperative localization technique; robust estimation; wireless sensor network; Clustering algorithms; Coordinate measuring machines; Equations; Geometry; Global Positioning System; Least squares methods; Peer to peer computing; Robustness; Topology; Wireless sensor networks;
Conference_Titel :
New Technologies, Mobility and Security (NTMS), 2009 3rd International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-4765-7
DOI :
10.1109/NTMS.2009.5384706