DocumentCode :
82402
Title :
A Novel Dynamic Programming Algorithm for Track-Before-Detect in Radar Systems
Author :
Grossi, Emanuele ; Lops, Marco ; Venturino, Luca
Author_Institution :
DIEI, Univ. degli Studi di Cassino e del Lazio Meridionale, Cassino e del Lazio Meridionale, Italy
Volume :
61
Issue :
10
fYear :
2013
fDate :
15-May-13
Firstpage :
2608
Lastpage :
2619
Abstract :
In this paper we present a novel procedure for multi-frame detection in radar systems. The proposed architecture consists of a pre-processing stage, which extracts a set of candidate alarms (or plots) from the raw data measurements (e.g., this can be the Detector and Plot-Extractor of common radar systems), and a track-before-detect (TBD) processor, which jointly elaborates observations from multiple scans (or frames) and confirms reliable plots. A computationally efficient dynamic programming algorithm for the TBD processor is derived, which does not require a discretization of the state space and operates directly on the input plot-lists. Finally, a simple algorithm to solve possible data association problems arising at the track-formation step is given, and a thorough complexity and performance analysis is provided, showing that large detection gains with respect to the standard radar processing are achievable with negligible complexity increase.
Keywords :
dynamic programming; radar detection; radar tracking; sensor fusion; TBD processor; candidate alarms; data association problems; dynamic programming algorithm; input plot-lists; multiframe detection; multiple scans; performance analysis; plot-extractor; raw data measurements; standard radar processing; track-before-detect processor; Dynamic programming; Heuristic algorithms; Radar detection; Radar tracking; Target tracking; Trajectory; Detector; dynamic programming; multi-frame detection (MFD); plot extractor; radar systems; track-before-detect (TBD); tracking;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2013.2251338
Filename :
6475194
Link To Document :
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