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ROBUST ADAPTIVE BEAMFORMERS: A BEAMPATTERN SHAPING APPROACH

机译:鲁棒自适应波束形成器:波束型塑形方法

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Adaptive beamformers can degrade drastically in practice because they are highly sensitive to mismatches between the exploited assumptions and the actual characteristics of the sensor array, environment and sources. At low snapshots, the sidelobes can get very high due to errors in the array covariance matrix. This degrades the signal-to-interference-plus-noise-ratio (SINR). Recently, a Robust Adaptive Beamformer based on Worst-Case optimization (RAB-WC), has reformulated beamforming as a second-order cone programming (SOCP) problem. It exhibits adaptive interference-rejection capability and robustness against large steering direction errors. However, the sidelobes in RAB-WC are indirectly controlled by a regularization factor and it is not clear how the factor value should be selected. In this paper, we propose a new framework based on the use of a set of beampattern shaping constraints. With this framework, the beamformer possesses not only adaptive interference-rejection capability and robustness against large steering direction errors, but also direct sidelobe control simultaneously. Unlike other state-of-the-art robust adaptive beamformers, the proposed beamformer is robust against moving interferences too. The proposed framework is generic and many beamformers can be derived to tackle specific problems.
机译:自适应波束形成器可以在实践中大幅度降低,因为它们对所利用假设和传感器阵列,环境和源的实际特征之间的不匹配非常敏感。在低快照处,由于阵列协方差矩阵中的错误,Sidelobes可能会非常高。这降低了信号到干扰和噪声比(SINR)。近来,基于最坏情况优化(RAB-WC)的鲁棒自适应波束形成器已经重新重新形成为二阶锥编程(SOCP)问题。它具有适应性的干扰抑制能力和鲁棒性,免于大的转向方向误差。但是,RAB-WC中的SIDELOBES由正则化因子间接控制,并且尚不清楚应选择因子值。在本文中,我们提出了一种基于使用一组波束模式整形约束的新框架。利用该框架,波束形成器不仅具有适应性的干扰抑制能力和针对大转向方向误差的鲁棒性,而且同时直接侧链控制。与其他最先进的鲁棒自适应波束形成器不同,所提出的波束形成器也很稳健地对抗移动干扰。所提出的框架是通用的,可以导出许多波束形成器以解决特定问题。

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