JOURNAL ARTICLE

Target tracking algorithms for multi-UAVs formation cooperative detection*

Wang Jian-hongRicardo A. Ramírez-MendozaXiaojun Tang

Year: 2021 Journal:   Systems Science & Control Engineering Vol: 9 (1)Pages: 417-429   Publisher: Taylor & Francis

Abstract

This paper considers the problem of the ground target positioning and tracking algorithm for multi UAVs formation cooperative detection, and a real time and fast algorithm is proposed based on UAV airborne electro optical sensors. One state estimation problem for nonlinear stochastic system is studied by means of the unscented Kalman filter algorithm from target tracking process. To extend the single target tracking to multiple target tracking, one improved unscented Kalman filter algorithm is advised based on iterative multiple models. Furthermore, to relax the strict condition on white noise in Kalman filtering, the target tracking or state estimation is reduced to derive the inner and outer ellipsoidal approximations for the state in case of unknown but bounded noise. Finally, one simulation example confirms our theoretical results.

Keywords:
Kalman filter Tracking (education) Algorithm Computer science Unscented transform Extended Kalman filter Noise (video) Nonlinear system Process (computing) Ellipsoid Bounded function Tracking system State (computer science) Control theory (sociology) Fast Kalman filter Artificial intelligence Mathematics Image (mathematics)

Metrics

13
Cited By
1.83
FWCI (Field Weighted Citation Impact)
19
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence
Distributed Sensor Networks and Detection Algorithms
Physical Sciences →  Computer Science →  Computer Networks and Communications
Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications

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