Open Access

Simplifying Physical Realization of Gaussian Particle Filters with Block-Level Pipeline Control

EURASIP Journal on Advances in Signal Processing20052005:489656

https://doi.org/10.1155/ASP.2005.575

Received: 30 March 2004

Published: 30 March 2005

Abstract

We present an efficient physical realization method of particle filters for real-time tracking applications. The methodology is based on block-level pipelining where data transfer between processing blocks is effectively controlled by autonomous distributed controllers. Block-level pipelining maintains inherent operational concurrency within the algorithm for high-throughput execution. The proposed use of controllers, via parameters reconfiguration, greatly simplifies the overall controller structure, and alleviates potential speed bottlenecks that may arise due to complexity of the controller. A Gaussian particle filter for bearings-only tracking problem is realized based on the presented methodology. For demonstration, individual coarse grain processing blocks comprising particle filters are synthesized using commercial FPGA. From the execution characteristics obtained from the implementation, the overall controller structure is derived according to the methodology and its temporal correctness verified using Verilog and SystemC.

Keywords and phrases

particle filtersGaussian particle filterdistributed controllerblock-level pipelining

Authors’ Affiliations

(1)
Department of Electrical and Computer Engineering, Stony Brook University (SUNY), Stony Brook, USA
(2)
School of Information Technology and Engineering, University of Ottawa, Ottawa, Canada

Copyright

© Hong et al. 2005

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