摘要: |
将信号稀疏分解——正交匹配追踪(Orthogonal Matching Pursuit,OMP)引入到阵列
信号处理领域,在OMP分解的基础上,提出了宽带Chirp信号多参数估计方法。首
先根据宽带Chirp信号形式建立过完备原子库,对阵列接收信号在该过完备原子库上利用
OMP做稀疏分解,从而由最佳匹配原子的参数获得信号的起始频率和调频斜率的估
计,得到宽带Chirp信号形式。在此基础上,再根据阵列结构和已获得的宽带Chirp信号形式
建立另一个原子库,通过计算阵列接收数据与原子库中原子之间的互相关矩阵的迹,搜索迹
的最大峰值找出最匹配的原子,进而由最佳原子的参数获得信号的波达方向角度(Directio
n of Arrival, DOA)的估计。仿真实验证明了该算法对参数估计的有效性,并且表明与WVD
(
WignerVille Distribution)方法相比,该方法能更有效地对信号的波达方向角度进行估
计。 |
关键词: 阵列信号处理 宽带Chirp信号 DOA估计 稀疏分解 正交匹配
追踪 |
DOI: |
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基金项目:国家自然科学基金-中物院NSAF联合基金资助项目(10776040)
;国家自然科学基金资助项目(60602057);信号与信息处理重庆市市级重点实验室建设项
目(2009CA2003);重庆市科委自然科学基金资助项目(CSTC2009BB2287);重庆市教委
自然科学基金资助项目(KJ080517,KJ060509);重庆邮电大学自然科学基金资助项目(A2
009-65,A2006-86,A2006-04) |
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Multi-parameter Estimation of Wideband Chirp Signals Based on OMP Decomposition |
GAO Xiang-yun,ZHANG Tian-qi,HOU Rui-ling,DU Xiao-hua |
(Chongqing Key Laboratory of Signal and Information Processing,Chongqing Unive
rsity of Posts and Telecommunications,Chongqing 400065,China) |
Abstract: |
Sparse decomposition——orthogonal matching pursuit(OMP) is applied to arra
y signal processing field, and a new method for multi-parameter estimation of w
ideband Chirp signals based on OMP decomposition is pres
ented. At first, according to wideband Chirp signal geometry,the over
complete dictionary is established and OMP decomposition is performed to the a
rray receiving signal on th
e
overcomplete dictionary. According to the parameter of the best match atom,
the estimation of starting frequency and modulating frequency of the signal is
obtained
, and then the wideband Chirp signal geometry is get. On this base, according t
o the array signal structure and the wideband Chirp signal geometry obtained,an
other overcomplete dictionary is established. By calculating the trace of
c
rosscorrelation matrix between the array receiving data and the atom in the at
om
dictionary, and searching the maximum peak value,the best match atom is obtained
. Then, acco
rding to the parameter of the best atom, the direction of arrival(DOA) estimatio
n
of the signal is realized.Simulation results demonstrate that the algorithm is e
fficient to
the parameter estimation and can estimate the signal′s DOA more efficiently com
pared with WignerVille distribution(WVD) algorithm. |
Key words: array signal processing wideband Chirp signal directio
n of arrival(DOA) estimation sparse decomposition orthogonal matching pursuit(O
MP) |