Joint estimation of DOAs and Doppler frequency using isolation niche shuffled frog leaping algorithm

ZHANG Zhi-cheng; WEN Yan; SHI Yao-wu

doi:10.3788/OPE.20142209.2565

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Joint estimation of DOAs and Doppler frequency using isolation niche shuffled frog leaping algorithm

更新时间：2020-08-13

- Joint estimation of DOAs and Doppler frequency using isolation niche shuffled frog leaping algorithm
- Optics and Precision Engineering Vol. 22, Issue 9, Pages: 2565-2571(2014)
- 作者机构：
  
  1. 吉林大学通信工程学院,吉林长春,中国,130012
  2. 中国人民解放军61785部队北京,100075
- 作者简介：
- 基金信息：
- DOI：10.3788/OPE.20142209.2565
  CLC： TP391
- Received：28 March 2014，
  
  Revised：08 April 2014，
  
  Published：2014
- 稿件说明：
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张志成, 温炎, 石要武. 利用隔离小生境混合蛙跳方法联合估计波达方向和多普勒频率[J]. 光学精密工程, 2014,22(9): 2565-2571

ZHANG Zhi-cheng, WEN Yan, SHI Yao-wu. Joint estimation of DOAs and Doppler frequency using isolation niche shuffled frog leaping algorithm[J]. Editorial Office of Optics and Precision Engineering, 2014,22(9): 2565-2571
张志成, 温炎, 石要武. 利用隔离小生境混合蛙跳方法联合估计波达方向和多普勒频率[J]. 光学精密工程, 2014,22(9): 2565-2571 DOI： 10.3788/OPE.20142209.2565.

ZHANG Zhi-cheng, WEN Yan, SHI Yao-wu. Joint estimation of DOAs and Doppler frequency using isolation niche shuffled frog leaping algorithm[J]. Editorial Office of Optics and Precision Engineering, 2014,22(9): 2565-2571 DOI： 10.3788/OPE.20142209.2565.

摘要

为了高效准确地联合估计波达方向（DOA）和多普勒频率，提出了基于二维MUSIC谱和隔离小生境混合蛙跳算法的联合谱估计方法。首先，利用状态空间模型构造包含DOA和多普勒频率信息的广义可观测矩阵。然后，利用MUSIC算法和广义可观测矩阵构造联合估计的二维谱函数，将参数估计问题转化为多峰函数优化问题。最后，引入混合蛙跳算法（SFLA）并利用隔离小生境技术对混合蛙跳算法进行改进，使其适应于二维MUSIC谱多个极值的优化搜索，降低搜索计算量，得到DOA和多普勒频率的估计值。实验结果表明：在考虑信噪比为0 dB的两个独立信号源的情况下，利用本文方法估计得到的DOA和多普勒频率的均方根误差分别为0.23和0.005 5 rad。该方法具有控制参数少、计算量小、参数自动配对等特点。

Abstract

To estimate the Direction-of-Arrival (DOA) and Doppler frequency accurately and efficiently

a joint spectrum estimation method based on isolation niche technique and Shuffled Frog Leaping Algorithm (SFLA) was presented. Firstly

an extended observable matrix containing the information of DOAs and Doppler frequency was constructed by using state-space model. Then

the joint spectrum function was fitted using MUSIC algorithm and the extended observable matrix and the joint estimation were converted to multidimensional nonlinear function optimization. Finally

the isolation niche technique was applied to modification of the SFLA and the search of 2D MUSIC spectrum peak

so that to reduce the computation loads and obtain the estimated DOAs and Dopplers. Experimental results indicate that the Root Mean Square Errors(RMSEs) of DOAs and Dopplers estimated from the proposed method are 0.23 and 0.005 5 rad respectively when the signal source number is two and the SNR is 0 dB. The proposed method gets high resolution parameter estimation with less computation loads and control terms

and the parameters are paired automatically.

关键词

Keywords

references

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Joint estimation of DOA and Doppler frequency by SQP

Joint estimation of Dopplers and DOAs by WSF-QPSO method

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吉林大学通信工程学院

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