Title :
Error Propagation in Sensor Network Localization with Regular Topologies
Author :
Huang, Baoqi ; Yu, Changbin ; Anderson, Brian D O
Author_Institution :
Res. Sch. of Inf. Sci. & Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
Location information for sensors in wireless sensor networks (WSNs) is essential to many tasks. In the presence of noise, locations must be estimated and thus the errors are unavoidable. Moreover, the errors can propagate (i.e. increase) as sensors progressively more distant from anchors are localized. Understanding the rules governing error propagation is quite helpful to deploying WSNs and improving performances of localization systems. In this paper, we investigate error propagation measured by the Cramer-Rao Lower Bound (CRLB) in a type of regular 1-Dimensional WSNs whose Fisher Information Matrices are symmetric band Toeplitz matrices. Approximate analytic formulas for the CRLBs in the regular and almost regular WSNs are derived, and properties of error propagation are also obtained. In addition, we derive a magic number relating to the number of range measurements, which indicates a turning point as to system localization accuracies.
Keywords :
matrix algebra; telecommunication network topology; wireless sensor networks; Cramer-Rao lower bound; Fisher information matrices; error propagation; sensor network localization information; symmetric band Toeplitz matrices; wireless sensor networks; Communication system control; Covariance matrix; Error analysis; Network topology; Parameter estimation; Sparse matrices; Stochastic processes; Symmetric matrices; Tin; Wireless sensor networks;
Conference_Titel :
Global Telecommunications Conference, 2009. GLOBECOM 2009. IEEE
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-4148-8
DOI :
10.1109/GLOCOM.2009.5425925