Title :
Mixed-mode Implementation of Particle Filters
Author :
Velmurugan, Rajbabu ; Subramanian, Shyam ; Cevher, Volkan ; McClellan, James H. ; Anderson, David V.
Author_Institution :
Georgia Inst. of Technol., Atlanta
Abstract :
In this paper, we develop new mixed-mode implementations for particle Biters and compare them to a digital implementation. The motivation for the mixed-mode implementation is to achieve low-power implementation of particle filters. The specific application considered is a bearings-only, single-target tracking algorithm. Specifically, we develop mixed-mode implementations that use analog components to realize nonlinear functions in the particle filter algorithm. The analog implementation of nonlinear functions uses low-power multiple-input translinear element (MITE) networks. Simulation results for one mixed-mode implementation of the bearings-only tracker show that the analog errors are low enough to support accurate tracking. Redesign of the mixed-mode implementation in a second form with more analog components will result in nearly twenty times less power dissipation.
Keywords :
direction-of-arrival estimation; nonlinear functions; particle filtering (numerical methods); target tracking; bearings-only algorithm; mixed-mode implementation; multiple-input translinear element networks; nonlinear functions; particle filters; single-target tracking algorithm; Algorithm design and analysis; Analytical models; Educational institutions; Goniometers; Particle filters; Particle tracking; Power dissipation; State estimation; Target tracking; Trajectory;
Conference_Titel :
Communications, Computers and Signal Processing, 2007. PacRim 2007. IEEE Pacific Rim Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4244-1189-4
Electronic_ISBN :
1-4244-1190-4
DOI :
10.1109/PACRIM.2007.4313312