Title :
sDLSnd - Scalable Distributed Least Squares Localization with Reduced Complexity
Author :
Behnke, Ralf ; Salzmann, Jakob ; Timmermann, Dirk
Author_Institution :
Inst. of Appl. Microelectron. & Comput. Eng., Univ. of Rostock, Rostock, Germany
Abstract :
Wireless sensor networks (WSNs) have been of high interest during the past couple of years. One of the most important aspects of WSN research is location estimation. As a good solution of fine grained localization Reichenbach et al. introduced the distributed least squares (DLS) algorithm, which splits the costly localization process in a complex precalculation and a simple postcalculation which is performed on constrained sensor nodes to finalize the localization by adding locale knowledge. This approach lacks for large WSNs, because cost of communication and computation theoretically increases with the network size. In practice the approach is even unusable for large WSNs. An important assumption of DLS is that each blind node is able to communicate with each beacon node to receive the precalculation and to determine distances to beacon nodes. This restriction have been overcome by scalable DLS (sDLS), which enabled to use the idea of DLS in large WSNs for the first time. In this work an adaptation of sDLS is presented, dramatically reducing cost of update operations, which are an integral part of sDLS. In addition, localization accuracy becomes improved.
Keywords :
distributed algorithms; least squares approximations; mobile computing; wireless sensor networks; beacon nodes; constrained sensor nodes; distributed least squares algorithm; fine grained localization; locale knowledge; localization accuracy; location estimation; reduced complexity; scalable distributed least squares localization; wireless sensor networks; Assembly; Computational efficiency; Computer networks; Costs; Distributed computing; LAN interconnection; Least squares methods; Microelectronics; Scalability; 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.2009.5384794