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信息工程大学信息系统工程学院,河南 郑州 450001
[ "王鼎(1982- ),男,安徽芜湖人,博士,信息工程大学副教授、博士生导师,主要研究方向为无线信号定位、阵列信号处理" ]
[ "高卫港(1998- ),男,山东聊城人,信息工程大学硕士生,主要研究方向为阵列信号处理" ]
[ "吴志东(1986- ),男,河南汤阴人,博士,信息工程大学讲师,主要研究方向为空间谱估计、磁感应通信与定位技术" ]
网络出版日期:2022-09,
纸质出版日期:2022-09-25
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王鼎, 高卫港, 吴志东. 基于稀疏贝叶斯的阵列幅相和互耦误差联合校正方法[J]. 通信学报, 2022,43(9):112-120.
Ding WANG, Weigang GAO, Zhidong WU. Array amplitude-phase and mutual coupling error joint correction method based on sparse Bayesian[J]. Journal on communications, 2022, 43(9): 112-120.
王鼎, 高卫港, 吴志东. 基于稀疏贝叶斯的阵列幅相和互耦误差联合校正方法[J]. 通信学报, 2022,43(9):112-120. DOI: 10.11959/j.issn.1000-436x.2022175.
Ding WANG, Weigang GAO, Zhidong WU. Array amplitude-phase and mutual coupling error joint correction method based on sparse Bayesian[J]. Journal on communications, 2022, 43(9): 112-120. DOI: 10.11959/j.issn.1000-436x.2022175.
实际阵列测向系统中往往存在幅相、互耦等多种误差,导致阵列测向性能出现严重恶化。为解决在低信噪比、小快拍、多种误差同时存在时的阵列测向失准问题,通过引入信号空域稀疏性,利用贝叶斯稀疏重构技术解决在幅相、互耦误差同时存在时的无源校正及阵列信号方位的联合估计问题,构建了误差存在时的接收信号的超完备模型,得到接收信号的后验概率密度函数。利用EM算法对概率密度函数进行迭代优化并对相应参数进行求解,同时还对阵列误差及信号方位的CRLB进行推导,实验仿真验证了所提方法的有效性。
In the actual array direction finding system
there are often a variety of errors such as amplitude and phase
mutual coupling
which lead to serious deterioration of array direction finding performance.In order to solve the problem of array direction finding misalignment in the presence of low signal-to-noise ratio
small snapshots and multiple errors
the spatial sparsity of signals were introduced
and Bayesian sparse reconstruction technology was used to solve the passive correction and joint estimation of array signal azimuth in the presence of amplitude-phase and mutual coupling errors.The over-complete model of the received signal with error was constructed
and the posterior probability density function of the received signal was obtained.The EM algorithm was used to iteratively optimize the probability density function to solve the corresponding parameters.At the same time
the CRLB of array error and signal azimuth was derived
and by experimental simulation verifies the effectiveness of the proposed method.
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