Nonlinear Filtering With Sample-Based Approximation Under Constrained Communication: Progress, Insights and Trends

W Song, Z Wang, Z Li, J Wang… - IEEE/CAA Journal of …, 2024 - ieeexplore.ieee.org
The nonlinear filtering problem has enduringly been an active research topic in both
academia and industry due to its ever-growing theoretical importance and practical …

On consistency and stability of distributed Kalman filter under mismatched noise covariance and uncertain dynamics

C Liang, W Xue, H Fang, X He, V Gupta - Automatica, 2023 - Elsevier
This paper considers the state estimation problem for a class of discrete-time linear time-
varying systems over a peer-to-peer sensor network under mismatched noise covariance …

Gaussian mixture cardinalized probability hypothesis Density (GM-CPHD): A distributed filter based on the intersection of parallel inverse covariances

L Wang, G Chen, G Chen - Sensors, 2023 - mdpi.com
A distributed GM-CPHD filter based on parallel inverse covariance crossover is designed to
attenuate the local filtering and uncertain time-varying noise affecting the accuracy of sensor …

An Efficient Implementation Method for Distributed Fusion in Sensor Networks Based on CPHD Filters

L Wang, G Chen - Sensors, 2023 - mdpi.com
A highly efficient implementation method for distributed fusion in sensor networks based on
CPHD filters is proposed to address the issues of unknown cross-covariance fusion …

Distributed state estimation over sensor networks with substate decomposition approach

Y Xu, Y Deng, Z Huang, M Lin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper investigates the issue of distributed state estimation for discrete-time systems
over sensor networks. To reduce the computational complexity of each sensor, the system …

Event‐triggered cooperative control for moving target encirclement and tracking with time‐varying pattern by UAV formation

J Jia, X Chen, W Wang, M Zhang - IET Control Theory & …, 2024 - Wiley Online Library
This paper investigates an event‐triggered cooperative control policy of moving‐target
encirclement and tracking with time‐varying radius commands for unmanned aerial vehicle …

Distributed energy-based estimation over harvesting-constrained sensor networks

S Chen, DWC Ho - IEEE Transactions on Cybernetics, 2023 - ieeexplore.ieee.org
This article investigates the distributed joint state and fault estimation issue for a class of
nonlinear time-varying systems over sensor networks constrained by energy harvesting. It is …

Stochastic Event-Triggered Sequential Fusion Filtering for USV Cooperative Localization

M Niu, G Wen, H Shen, Y Lv… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article deals with the cooperative localization of maneuvering unmanned surface vessel
(USV) based on multisensor fusion estimation, in which a sequential fusion filter is designed …

A novel distributed bearing‐only target tracking algorithm for underwater sensor networks with resource constraints

W Zhao, X Li, Z Pang, C Hao - IET Radar, Sonar & Navigation, 2024 - Wiley Online Library
Underwater sensor networks hold immense potential for advancing the field of underwater
target tracking, yet they encounter significant resource constraints stemming from energy …

Variational adaptive Kalman filter for unknown measurement loss and inaccurate noise statistics

H Fu, Y Cheng - Signal Processing, 2023 - Elsevier
Considering a common situation that the measurements are obtained from independent
sensors and the accurate noise statistics are not available, we propose a novel variational …