A Target Tracking Method Based on the Self-organizing Fuzzy Extended Kalman Filter for UAV

T his paper proposed a novel approach based on integrated tracking and positioning for Unmanned Aerial Vehicle (UAV) systems. In the proposed scheme, a self-organizing fuzzy Extended Kalman Filter (EKF) system was studied to track the flight trajectory of an UAV. With this goal, the control model of the UAV system with the disturbances was established based on the dynamic equation firstly. Secondly, the self-organizing Fuzzy EKF system was designed to identify and estimate the errors of the UAV position adaptively. And then, the trajectory tracking control was determined for the UAV according to the obtained errors. Finally, the proposed strategy was applied to a UAV to demonstrate the effectiveness.

Authors

Publication Details

Journal
Chiang Mai Journal of Science
Published
2024-09-23
DOI
https://doi.org/10.12982/cmjs.2024.073
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
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article

A Target Tracking Method Based on the Self-organizing Fuzzy Extended Kalman Filter for UAV

Yong Zhao, Zhiyong Liu, Yulu Wang, Ying Jin
Chiang Mai Journal of Science
Advanced Algorithms and Applications
article

A Target Tracking Method Based on the Self-organizing Fuzzy Extended Kalman Filter for UAV

Yong Zhao, Zhiyong Liu, Yulu Wang, Ying Jin
article en

Abstract

T his paper proposed a novel approach based on integrated tracking and positioning for Unmanned Aerial Vehicle (UAV) systems. In the proposed scheme, a self-organizing fuzzy Extended Kalman Filter (EKF) system was studied to track the flight trajectory of an UAV. With this goal, the control model of the UAV system with the disturbances was established based on the dynamic equation firstly. Secondly, the self-organizing Fuzzy EKF system was designed to identify and estimate the errors of the UAV position adaptively. And then, the trajectory tracking control was determined for the UAV according to the obtained errors. Finally, the proposed strategy was applied to a UAV to demonstrate the effectiveness.

Chiang Mai Journal of ScienceVol. 51(5)
Openalex Percentile: Top 82%
Advanced Algorithms and Applications
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