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Advances in UAV-Assisted Localization: Joint Source and UAV Parameter Estimation

delete2023-01-01
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PRE
AI
S
Siavash Bayat *
R
Rouhollah Amiri
DOI:10.1109/TVT.2023.3281572delete
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摘要

摘要

En 中文
This paper presents efficient estimators to address the problem of source localization aided by unmanned aerial vehicles (UAVs) with unknown location parameters. Leveraging semidefinite relaxation technique and successive weighted least squares estimation, the source and UAV parameters are simultaneously estimated in both mixed line-of-sight/non-line-of-sight (NLOS) and NLOS scenarios. The proposed estimators are shown to approximately achieve the Cramer-Rao bound (CRB) under mild Gaussian noise conditions when the measurement noises are small compared to the associated ranges. Numerical simulations demonstrate that localization without prior UAV location information is still possible with a meter-level positioning and sub-meter per seconds velocity estimation accuracy.
Keyword:
Location awareness
Autonomous aerial vehicles
Noise measurement
Estimation
Relays
Position measurement
Nonlinear optics
Unmanned aerial vehicle (UAV)
source localization
non-line-of-sight (NLOS)
Cramer-Rao bound (CRB)
semidefinite programming
weighted least squares

期刊

IEEE Transactions on Vehicular Technology 封面图
IEEE Transactions on Vehicular Technology
IF:
7.1
论文数:
1.8W
被引数:
6.6W

机构

S
Sharif University of Technology
学者数:
1.1W
论文数: 1.1W
被引数: 9.5K
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