通过精确控制最坏情况贝型实现稳健的宽带贝型合成

IF 4.6 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Signal Processing Pub Date : 2024-09-10 DOI:10.1109/TSP.2024.3457159
Congwei Feng;Huawei Chen
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引用次数: 0

摘要

近年来,受自适应阵列理论(AAT)启发的蜂鸣器合成因其能够灵活、精确地控制蜂鸣器而备受关注。然而,现有的受自适应阵列理论启发的 Beampattern 合成方法通常假设一个理想的阵列模型,这在实践中并不现实,而且在存在转向矢量误差的情况下可能会导致性能严重下降。在本文中,我们提出了一种使用正则化 AAT 启发的加权最小二乘法(WLS)进行宽带阵列的稳健贝型合成方法,该方法可以在存在转向矢量误差的情况下精确控制最坏情况下的贝型,包括其主波纹和侧叶电平。我们提出了正则化 AAT 启发的 WLS 的正则化参数和加权函数的求解理论。我们提出了一种牛顿-拉夫逊方法来寻找正则化参数的解,并推导出了加权函数的闭式解。此外,我们还对转向矢量误差对最坏情况下贝叶斯控制的影响提出了一些见解。我们通过设计实例验证了所提算法的有效性,包括稳健合成频率不变和平顶宽带蜂鸣器。
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Robust Wideband Beampattern Synthesis With Precise Control of Worst-Case Beampattern
Beampattern synthesis inspired by adaptive array theory (AAT) has attracted much interest in recent years, thanks to its capability to flexibly and precisely control beampattern. However, the existing AAT-inspired beampattern synthesis approaches usually assume an ideal array model, which is not realistic in practice and may lead to severe performance degradation in the presence of steering vector errors. In this paper, we propose a robust beampattern synthesis approach for wideband arrays using regularized AAT-inspired weighted least squares (WLS), which can precisely control the worst-case beampattern, including both its mainlobe ripple and sidelobe level, in the presence of steering vector errors. We develop a theory on the solutions for the regularization parameter and weighting function of the regularized AAT-inspired WLS. We propose a Newton-Raphson method to find the solution for the regularization parameter, and derive closed-form solutions for the weighting function. Moreover, we also offer some insight into the effect of steering vector errors on the control of worst-case beampattern. The effectiveness of the proposed algorithm is verified by design examples, including robust synthesis of frequency-invariant and flat-top wideband beampatterns.
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来源期刊
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing 工程技术-工程:电子与电气
CiteScore
11.20
自引率
9.30%
发文量
310
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Signal Processing covers novel theory, algorithms, performance analyses and applications of techniques for the processing, understanding, learning, retrieval, mining, and extraction of information from signals. The term “signal” includes, among others, audio, video, speech, image, communication, geophysical, sonar, radar, medical and musical signals. Examples of topics of interest include, but are not limited to, information processing and the theory and application of filtering, coding, transmitting, estimating, detecting, analyzing, recognizing, synthesizing, recording, and reproducing signals.
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