Title :
The effects of ranging noise on multihop localization: an empirical study
Author :
Whitehouse, Kamin ; Karlof, Chris ; Woo, Alec ; Jiang, Fred ; Culler, David
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., California Univ., Berkeley, CA, USA
Abstract :
This paper presents a study of how empirical ranging characteristics affect multihop localization in wireless sensor networks. We use an objective metric to evaluate a well-established parametric model of ranging called Noisy Disk: if the model accurately predicts the results of a real-world deployment, it sufficiently captures ranging characteristics. When the model does not predict accurately, we systematically replace components of the model with empirical ranging characteristics to identify which components contribute to the discrepancy. We reveal that both the connectivity and noise components of Noisy Disk fail to accurately represent real-world ranging characteristics and show that these shortcomings affect localization in different ways under different circumstances.
Keywords :
Gaussian noise; sampling methods; wireless sensor networks; empirical ranging characteristics; multihop localization; noise component; noisy disk; parametric model; ranging noise effect; wireless sensor network; Acoustic noise; Antenna measurements; Attenuators; Parametric statistics; Predictive models; Sampling methods; Spread spectrum communication; Ultrasonic imaging; Ultrasonic variables measurement; Wireless sensor networks;
Conference_Titel :
Information Processing in Sensor Networks, 2005. IPSN 2005. Fourth International Symposium on
Print_ISBN :
0-7803-9201-9
DOI :
10.1109/IPSN.2005.1440899