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科技导报
|综述文章
2010
, 28
(10) :
101
-105
经验模态分解及其雷达信号处理
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杨彦利,邓甲昊
作者信息
北京理工大学机电学院;机电工程与控制重点实验室,北京 100081
通讯作者:
杨彦利
Empirical Mode Decomposition and Its Application to Radar Signal
Affiliations
出版时间: 2010-05-28
文章导航
为了准确估计信号的瞬时频率,可用经验模态分解(EMD)将信号分解成有限个窄带信号。该方法因具有很强的自适应性及处理非平稳信号的能力而引起广泛关注,已在众多工程领域得到应用。但EMD是基于经验的方法,数值仿真和试验研究仍是分析EMD算法的主要方法。本文总结了EMD算法存在的问题,并指出深入挖掘支持该方法的理论基础是消除制约EMD算法进一步发展和应用推广的关键。针对所存在的问题,从改进筛分停止准则、抑制端点效应、改进包络生成方法和解决模态混叠问题等诸方面阐述了改进EMD算法的研究进展。综述了EMD在雷达信号处理领域的应用。最后分析指出了进一步研究EMD的几个主要方向。
经验模态分解(EMD)
/
希尔伯特-黄变换(HHT)
/
时频信号分析
/
雷达信号处理
In order to better estimate the instantaneous frequency of signals, the empirical mode decomposition (EMD) algorithm, proposed by Huang et al., is used to break multi-component signals into several narrow subbands. EMD is an adaptive method and can be used to analyze nonstationary signals, so it has been widely applied to many engineering fields. However, EMD is still considered as an empirical method because it lacks a rigorous mathematical foundation, and its analysis depends largely on numerical simulations and experimental investigations. In this paper, related problems of the EMD algorithm are discussed, including its theoretical foundation and its applications. Some modified EMD algorithms are considered to overcome problems, such as stopping criterion, end effect, envelope of signals and mode aliasing. The applications of EMD to the processing of radar signals are reviewed. Some directions for further research on the EMD algorithm are suggested.
empirical mode decomposition (EMD)
/
Hilbert-Huang transform (HHT)
/
time-frequency signal processing
/
radar signal processing
杨彦利;邓甲昊.
经验模态分解及其雷达信号处理.
科技导报,
2010
, 28
(10)
: 101
-105
.
.
Empirical Mode Decomposition and Its Application to Radar Signal[J].
Science & Technology Review ,
2010
, 28
(10)
: 101
-105
.
2010年第28卷第10期
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接收时间:2010-03-24
首发时间:2010-05-28
出版时间:2010-05-28
收稿日期:2010-03-24
修回日期:2010-04-20
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2种不同金属材料的力学参数
科 Family 属数 Number of genus 种数 Number of species 占总种数比例 Percentage of total species (%) 属 Genus 种数 Number of species 占总种数比例 Percentage of total species (%) 鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78 小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39 多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39 红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87 小菇属 Mycena 11 5.26 光柄菇属 Pluteus 5 2.39 红菇属 Russula 17 8.13 栓菌属 Trametes 5 2.39
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