Title :
Measurement Association for emitter geolocation with two UAVs
Author :
Nickens Okello;Darko Musicki
Author_Institution :
Melbourne Systems Laboratory, Department of Electrical and Electronic Engineering, University of Melbourne, Parkville, VIC 3010, Australia
fDate :
7/1/2007 12:00:00 AM
Abstract :
Geolocation with three or more unmanned aerial vehicles (UAVs) based on time-difference-of-arrivals (TDOA) is possible but has implementation problems including UAV trajectory optimization, measurement association, and communication bandwidth limitations. The complexity of each of these problems is manageable with a simpler system of two netted UAVs that processes multiple TDOA measurements collected over time. Based on TDOA measurements and given a dense pulse environment, a pulse detected at one UAV may correlate with multiple pulses at the other UAV, giving rise to a TDOA measurement set consisting of true and false TDOA measurements at each stage. These measurements are then converted to 2-D measurement components using Gaussian sum approximation. A tracking algorithm that uses integrated track splitting and track pruning and employs a bank of Kalman filters is used to track the emitter. Results from this tracker are superior to those from an unscented Kalman filter, a traditional answer to tracking in the presence of nonlinearities.
Keywords :
"Pulse measurements","Unmanned aerial vehicles","Target tracking","Electric variables measurement","Bandwidth","Time measurement","Transmitters","Gaussian noise","Noise generators","GSM"
Conference_Titel :
Information Fusion, 2007 10th International Conference on
DOI :
10.1109/ICIF.2007.4408159