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Micro-Doppler Mini-UAV Classification Using Empirical-Mode Decomposition Features

delete2018-02-01
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PRE
AI
B
Beom‐Seok Oh
X
Xin Guo
F
Fangyuan Wan
K
Kar‐Ann Toh
Z
Zhiping Lin *
DOI:10.1109/LGRS.2017.2781711delete
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摘要

摘要

En 中文
In this letter, we propose an empirical-mode decomposition (EMD)-based method for automatic multicategory mini-unmanned aerial vehicle (UAV) classification. The radar echo signal is first decomposed into a set of oscillating waveforms by EMD. Then, eight statistical and geometrical features are extracted from the oscillating waveforms to capture the phenomenon of blade flashes. After feature normalization and fusion, a nonlinear support vector machine is trained for target class-label prediction. Our empirical results on real measurement of radar signals show encouraging mini-UAV classification accuracy performance.
Keyword:
Empirical-mode decomposition (EMD)
micro-Doppler signature (m-DS)
unmanned aerial vehicle (UAV) classification
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期刊

IEEE Geoscience and Remote Sensing Magazine 封面图
IEEE Geoscience and Remote Sensing Magazine
IF:
16.4
论文数:
1.0W
被引数:
5.1K

机构

N
Nanyang Technological University
学者数:
4.9W
论文数: 4.8W
被引数: 8.1W
Y
Yonsei University
学者数:
4.8W
论文数: 4.6W
被引数: 5.2W
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