Title :
Contour tracking of contaminant clouds with sequential Monte Carlo methods
Author :
Jaward, M.H. ; Bull, D. ; Canagarajah, N.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Bristol, Bristol
fDate :
March 31 2008-April 4 2008
Abstract :
Contour tracking for a single source emission is addressed in this paper. This problem is solved by estimating the contour boundary positions using a set of particle filters. The use of Sequential Monte Carlo techniques enables the tracking to performed when the measurements are noisy and the tracking results also includes the estimation uncertainly. The proposed technique is illustrated for a SCIPUFF generated single emission scenario and simulation experiments showed the successful tracking throughout the tracking period.
Keywords :
Monte Carlo methods; particle filtering (numerical methods); tracking filters; SCIPUFF; contaminant clouds; contour boundary positions; contour tracking; particle filters; sequential Monte Carlo methods; single source emission; Acoustic sensors; Clouds; Contamination; Monitoring; Monte Carlo methods; Particle filters; Pollution measurement; Sea measurements; Sensor systems and applications; Unmanned aerial vehicles; Distributed estimation; Tracking;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517898