A survey of recent advances in particle filters and remaining challenges for multitarget tracking

X Wang, T Li, S Sun, JM Corchado - Sensors, 2017 - mdpi.com
We review some advances of the particle filtering (PF) algorithm that have been achieved in
the last decade in the context of target tracking, with regard to either a single target or …

Poisson multi-Bernoulli mixture filter: Direct derivation and implementation

ÁF García-Fernández, JL Williams… - … on Aerospace and …, 2018 - ieeexplore.ieee.org
We provide a derivation of the Poisson multi-Bernoulli mixture (PMBM) filter for multitarget
tracking with the standard point target measurements without using probability generating …

[HTML][HTML] Remote sensing data assimilation in crop growth modeling from an agricultural perspective: new insights on challenges and prospects

J Wang, Y Wang, Z Qi - Agronomy, 2024 - mdpi.com
The frequent occurrence of global climate change and natural disasters highlights the
importance of precision agricultural monitoring, yield forecasting, and early warning …

[PDF][PDF] Multitarget tracking

B Vo, M Mallick, Y Bar-Shalom… - … of electrical and …, 2015 - baili**.github.io
Multitarget tracking (MTT) refers to the problem of jointly estimating the number of targets
and their states or trajectories from noisy sensor measurements. MTT has a long history …

Multi-frame track-before-detect algorithm for maneuvering target tracking

W Yi, Z Fang, W Li, R Hoseinnezhad… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Multi-frame track-before-detect (MF-TBD) is a model-based batch processing method.
Assuming a particular model for the evolution of target states (eg a constant velocity model) …

Trajectory poisson multi-Bernoulli filters

ÁF García-Fernández, L Svensson… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
This paper presents two trajectory Poisson multi-Bernoulli (TPMB) filters for multi-target
tracking: one to estimate the set of alive trajectories at each time step and another to …

Radar multi-frame detection in a complicated multi-target environment

W Li, W Yi, KC Teh, L Kong - IEEE Transactions on Geoscience …, 2023 - ieeexplore.ieee.org
In this article, we develop a multiframe detection architecture relying on the generalized
likelihood ratio test (GLRT) to address complicated multitarget detection and tracking in …

Multiple target tracking based on sets of trajectories

ÁF García-Fernández, L Svensson… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
We propose a solution of the multiple target tracking (MTT) problem based on sets of
trajectories and the random finite set framework. A full Bayesian approach to MTT should …

Particle filtering based track-before-detect method for passive array sonar systems

W Yi, L Fu, ÁF García-Fernández, L Xu, L Kong - Signal Processing, 2019 - Elsevier
This work considers the underwater tracking of an unknown and time-varying number of
targets, ie, acoustic emitters, using passive array sonar systems. This problem becomes …

Trajectory PHD and CPHD filters

ÁF García-Fernández… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This paper presents the probability hypothesis density filter (PHD) and the cardinality PHD
(CPHD) filter for sets of trajectories, which are referred to as the trajectory PHD (TPHD) and …