Title :
A lower bound on expected localization error in wireless sensor network
Author :
Di, Ma ; Joo, Er Meng ; Beng, Lim Hock ; Bang, Wang
Author_Institution :
Sch. of EEE, NTU, Singapore, Singapore
Abstract :
Localization is an important research problem in WSNs (wireless sensor networks) and many WSN localization algorithms have been proposed in the literature. For a single sensor node whose anchors´ positions are known, the location estimation error lower bound can be computed by using the CRLB (Cramer-Rao Lower Bound). However, it is still unclear to the research community what the localization error lower bound is from a network point of view. In this paper, we derive a lower bound of the expected localization error for a network whose sensor nodes and anchors are randomly distributed according to a Poisson point process. We show that the lower bound of the expected localization error for a network is a function of the anchor density and the variance of anchor-to-sensor distance measurements.
Keywords :
stochastic processes; wireless sensor networks; CRLB; Cramer-Rao lower bound; Poisson point process; WSN localization algorithms; anchor-to-sensor distance measurements; expected localization error; sensor node; wireless sensor network; Accuracy; Distance measurement; Estimation error; Global Positioning System; Random variables; Robot sensing systems; Wireless sensor networks; Cramer-Rao lower bound; WSNs; localization;
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
DOI :
10.1109/ICARCV.2010.5707952