Title :
Bernoulli Filter for Track-Before-Detect using MIMO Radar
Author :
Papi, Francesco ; Kyovtorov, V. ; Giuliani, Roberta ; Oliveri, F. ; Tarchi, Daniele
Author_Institution :
Joint Res. Centre, Eur. Comm., Ispra, Italy
Abstract :
In this letter, we apply a Bernoulli Filter for moving target detection and tracking using real Multiple Input Multiple Output radar data in a challenging environment. The interest in MIMO radars has been growing since they can provide high performance at lower cost than conventional antenna arrays. The Bernoulli Filter performs tracking using the Track-Before-Detect approach, which is required to achieve satisfactory tracking performance in low signal-to-noise scenarios. The algorithm is validated with real MIMO data of a walking person.
Keywords :
MIMO radar; radar detection; radar tracking; tracking filters; Bernoulli filter; MIMO data; MIMO radar; moving target detection; track-before-detect approach; tracking performance; MIMO radar; Mathematical model; Radar imaging; Radar tracking; Surveillance; Target tracking; Bernoulli filter; MIMO radar; TBD;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2325566