Title :
A particle filter for beacon-free node location and target tracking in sensor networks
Author :
Miguez, Joaquin ; Artes-Rodriguez, Antonio
Author_Institution :
Dept. de Teor. de la Senal y Comun., Univ. Carlos III de Madrid, Leganés, Spain
Abstract :
We address the problem of tracking a maneuvering target that moves along a region monitored by a sensor network, whose nodes, including both the sensors and the data fusion center (DFC), are located at unknown positions. Therefore, the node locations and the target track must be estimated jointly without the aid of beacons. We assume that, when the network is started, each sensor is able to detect the presence of other nodes within its range and transmit the resulting binary data to the DFC. After this startup phase, the sensor nodes just measure some physical magnitude related to the target position and/or velocity and transmit it to the DFC. At the DFC, a particle filtering (PF) algorithm is used to integrate all the collected data and produce on-line estimates of both the (static) sensor locations and the (dynamic) target trajectory. The validity of the method is illustrated by computer simulations of a network of power-aware sensors.
Keywords :
particle filtering (numerical methods); sensor fusion; target tracking; DFC; beacon-free node location; binary data; data fusion center; particle filtering algorithm; power-aware sensors network; sensor locations; sensor networks; target maneuvering tracking; target tracking; target trajectory; Abstracts; Atmospheric measurements; Filtering; Particle measurements; Sun; Target tracking;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence