Title :
Effects of spatial randomness on locating a point source with distributed sensors
Author :
Fanaei, Mohammad ; Valenti, Matthew C. ; Schmid, Natalia A.
Author_Institution :
Lane Dept. of Comput. Sci. & Electr. Eng., West Virginia Univ., Morgantown, WV, USA
Abstract :
Most studies that consider the problem of estimating the location of a point source in wireless sensor networks assume that the source location is estimated by a set of spatially distributed sensors, whose locations are fixed. Motivated by the fact that the observation quality and performance of the localization algorithm depend on the location of the sensors, which could be randomly distributed, this paper investigates the performance of a recently proposed energy-based source-localization algorithm under the assumption that the sensors are positioned according to a uniform clustering process. Practical considerations such as the existence and size of the exclusion zones around each sensor and the source will be studied. By introducing a novel performance measure called the estimation outage, it will be shown how parameters related to the network geometry such as the distance between the source and the closest sensor to it as well as the number of sensors within a region surrounding the source affect the localization performance.
Keywords :
sensor placement; wireless sensor networks; distributed sensors; estimation outage; exclusion zones; observation quality; sensor localization algorithm; source localization algorithm; spatial randomness; uniform clustering process; wireless sensor networks; Estimation; Geometry; Quantization (signal); Sensors; Signal to noise ratio; Vectors; Wireless sensor networks; Distributed source localization; binomial point process with repulsion; distributed estimation; energy detector; fusion center; spatial randomness; uniform clustering process; wireless sensor networks;
Conference_Titel :
Communications Workshops (ICC), 2014 IEEE International Conference on
Conference_Location :
Sydney, NSW
DOI :
10.1109/ICCW.2014.6881194