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Improving the threshold performance of maximum likelihood estimation of direction of arrival

机译:改善到达方向的最大似然估计的阈值性能

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摘要

We propose to improve the performance of some direction of arrival (DOA) estimators using array of sensors. We consider those maximum likelihood (ML) estimators that generate some DOA candidates and select one of them through an ML criterion. Our proposal modifies the candidate selection process substituting the traditional sample covariance matrix by a new one computed after filtering the received data with an optimum noise reduction filter. Simulation results indicate an improvement of the performance at low signal-to-noise ratios (SNR) and a considerable reduction of the threshold SNR. The computation of the new selection cost function implies in a small increase in the overall computational effort.
机译:我们建议使用传感器阵列来改善某些到达方向(DOA)估计器的性能。我们考虑那些生成一些DOA候选者并通过ML准则选择其中一个的最大似然(ML)估计器。我们的建议修改了候选选择过程,用新的协方差矩阵替代了传统的样本协方差矩阵,该矩阵是在使用最佳降噪滤波器对接收到的数据进行滤波之后计算出来的。仿真结果表明,在低信噪比(SNR)下性能得到改善,并且阈值SNR大大降低。新选择成本函数的计算意味着总体计算工作量的小幅增加。

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  • 来源
    《Signal processing》 |2010年第5期|1582-1590|共9页
  • 作者单位

    Laboratorio DSPCOM, FEEC/6101, Universidade Estadual de Campinas - UNICAMP, 13083-852 Campinas-SP, Brazil Departamento de Comunicacoes, FEEC/6101, Universidade Estadual de Campinas - UNICAMP, 13083-852 Campinas-SP, Brazil;

    rnDepartamento de Comunicacoes, FEEC/6101, Universidade Estadual de Campinas - UNICAMP, 13083-852 Campinas-SP, Brazil;

    rnDepartamento de Comunicacoes, FEEC/6101, Universidade Estadual de Campinas - UNICAMP, 13083-852 Campinas-SP, Brazil;

    rnLaboratoire SATIE, ENS de CACHAN, CNRS, Universud, 61 avenue du president Wilson, 94235 Cachan Cedex, France;

    rnCroupe d'Electromagnetisme Applique (CEA), Vniversite Paris X, 92410 Ville d'Avray, France;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    array signal processing; direction of arrival estimation; maximum likelihood estimation; optimum filtering;

    机译:阵列信号处理;到达方向估计;最大似然估计;最佳过滤;

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