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Performance bounds of extended target tracking in cluttered environments

Science China Information Sciences, 2012
In this paper, we consider the problem of the performance bound of a nonlinear filtering problem corresponding to tracking an extended target in cluttered environments (i.e., with false alarms and missed detections). The high resolution sensor obtains the measurements of the position and the extent of the extended target whose shape is modeled by an ...
Huadong Meng, Zhiwen Zhong, Xiqin Wang
openaire   +1 more source

Distributed tracking of extended targets using random matrices

2015 54th IEEE Conference on Decision and Control (CDC), 2015
This paper studies the problem of extended target tracking using multiple sensors in a distributed manner. The approach of using a random matrix for the target extension is used. The weighted Kullback-Leibler divergence is applied to fuse sensor-based estimates via exchanging information among neighboring sensors. It is shown that closed form solutions
Wenling Li   +3 more
openaire   +1 more source

ANALYSIS AND IMPLEMENTATION OF A NEURAL EXTENDED KALMAN FILTER FOR TARGET TRACKING

International Journal of Neural Systems, 2006
Having a better motion model in the state estimator is one way to improve target tracking performance. Since the motion model of the target is not known a priori, either robust modeling techniques or adaptive modeling techniques are required. The neural extended Kalman filter is a technique that learns unmodeled dynamics while performing state ...
Kathleen A. Kramer, Stephen C. Stubberud
openaire   +2 more sources

Possibilistic Bernoulli Filter for Extended Target Tracking

ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Zhijin Chen   +2 more
openaire   +1 more source

On improved Bernoulli filter for extended target tracking

2017 36th Chinese Control Conference (CCC), 2017
The extended target tracking (ETT) is widely used in various surveillance applications. In order to improve tracking accuracy and filtering efficiency of the existing Bernoulli filters, we present an improved Bernoulli filter in this paper. Firstly, the filtering equations of the proposed filter are analytically derived.
Bo Li, Shuo Wang
openaire   +1 more source

An Adaptive Iterated Extended Kalman Filter for Target Tracking

2018
For the iterated extended Kalman filter (IEKF) in target tracking, the system model and noise estimation are always uncertain. In view of these problems, an improved adaptive iterated extended Kalman filter is proposed. The new algorithm is based on IEKF, combines the improved strong tracking filter to make it more fitting the maneuvering target ...
Chunman Yan   +5 more
openaire   +1 more source

Multi-Frame Track-Before-Detect for Scalable Extended Target Tracking

2022 25th International Conference on Information Fusion (FUSION), 2022
Desheng Zhang   +5 more
openaire   +2 more sources

A Multiple Hypothesis Approach to Extended Target Tracking

2019 22th International Conference on Information Fusion (FUSION), 2019
Jean-François Bariant   +3 more
openaire   +2 more sources

3D Extended Target Tracking and Shape Modeling in Clutter

2021 International Conference on Control, Automation and Information Sciences (ICCAIS), 2021
Xiaojun Yang, Hongge Mao
openaire   +1 more source

Loopy belief propagation based data association for extended target tracking

Chinese Journal of Aeronautics, 2020
Hongbing Ji, Yongquan Zhang
exaly  

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