Micro-doppler radar signature classification by time-frequency and time-scale analysis

A. Serir, Youcef Bouhafsi
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引用次数: 12

Abstract

This paper deals with the micro-Doppler (m-D) phenomenon which is a frequency modulation induced on the returned radar signal due to micro-motion. Indeed, the micro-Doppler provides an additional information for target recognition that is complementary to existing recognition methods. In this paper we present a comparative study between feature extraction based on 2 types of analysis: time frequency (Instantaneous Frequency IF) analysis and time scale analysis (Wavelet Transform WT and Multiplicative Multiresolution Decomposition MMD), associated to SVM classifier to perform target identification. These approaches are tested on RadEch Database, containing radar echoes from various targets. The data has been collected in controlled test environments at the premises of Military Academy - Republic of Serbia. Thus, the results show that good performances are provided by the association of the instantaneous frequency with the MMD descriptor.
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基于时频和时标分析的微多普勒雷达特征分类
微多普勒现象是雷达回波信号由于微运动而产生的一种调频现象。实际上,微多普勒为目标识别提供了额外的信息,是对现有识别方法的补充。本文对基于时频分析(瞬时频率IF)和时尺度分析(小波变换WT和乘法多分辨率分解MMD)两种分析方法的特征提取进行了对比研究,并结合SVM分类器进行目标识别。这些方法在RadEch数据库上进行了测试,该数据库包含来自不同目标的雷达回波。数据是在塞尔维亚共和国军事学院的受控测试环境中收集的。因此,结果表明,将瞬时频率与MMD描述符相关联可以提供良好的性能。
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