林秋华

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:女

毕业院校:大连理工大学

学位:博士

所在单位:信息与通信工程学院

学科:信号与信息处理

联系方式:84706002-3326; 84706697

电子邮箱:qhlin@dlut.edu.cn

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Canonical Polyadic Decomposition with Constant Modulus Constraint: Application to Polarization Sensitive Array Processing

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论文类型:会议论文

发表时间:2019-01-01

收录刊物:EI

卷号:11555

页面范围:575-584

关键字:Direction-of-arrival; Polarization; Tensor; Canonical polyadic decomposition; Constant modulus

摘要:We consider the joint estimation of direction-of-arrival (DOA) and polarization of constant modulus (CM) signals based on a polarization sensitive array. We propose an algebraic algorithm for canonical polyadic decomposition (CPD) with CM constraint. The proposed algorithm first uses the analytic CM factorization algorithm to calculate the source matrix, and then exploits the CPD structure of the data tensor to compute the remaining factor matrices, from which the DOA and polarization parameters can finally be obtained. Due to the algebraic nature, the proposed algorithm can be used to effectively initialize the optimization based algorithms. We have shown that the proposed algorithm has more relaxed uniqueness conditions from simulation results. We provide simulation results to illustrate the performance of the proposed algorithm.