脉冲回波成像中自适应波束形成的千里眼性能界限。

IF 2.6 2区 物理与天体物理 Q2 ACOUSTICS Journal of the Acoustical Society of America Pub Date : 2025-01-01 DOI:10.1121/10.0034836
Gábor Geréb, Tor Inge Birkenes Lønmo, Roy Edgar Hansen, Sven Peter Näsholm, Andreas Austeng
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引用次数: 0

摘要

在自适应波束形成中,阵列信号处理根据输入数据调整传感器时延和权重。在传统的波束形成中,这些参数是从预定义的模型中给出的。自适应波束形成器通过动态抑制空间干扰来提高测量精度。虽然自适应波束形成器在教科书场景中的行为已经有了成熟的理论,但它们在现实脉冲回波成像场景中的预期性能仍然是未知的。成像性能可以通过单个像素精度和聚合指标(如分辨率和对比度)来评估。可实现的增益与场景的稀疏性和数据的可用性密切相关,以适当地估计空间协方差矩阵。在脉冲回波测量中,非平稳干扰对自适应波束形成提出了一个特殊的问题,是当前学术界和工业界关注的研究问题。目前的工作建立了在模拟真实脉冲回波场景下自适应波束形成的性能界限。这是推导和数值实现作为千里眼最小方差无失真响应波束形成。所提出的框架允许对给定场景的自适应波束形成的适用性进行先验评估。在模拟环境中,实现算法的性能可以直接与理论极限进行比较。
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Clairvoyant performance bounds for adaptive beamforming in pulse-echo imaging.

In adaptive beamforming, the array signal processing adjusts its sensor delays and weights based on the incoming data. In conventional beamforming, these parameters are instead given from a predefined model. Adaptive beamformers can improve measurement precision by dynamically rejecting spatial interference. While an established theory is available on the behavior of adaptive beamformers in textbook scenarios, their expected performance on realistic pulse-echo imaging scenes is still mostly uncharted. Imaging performance can be evaluated by individual pixel precision and aggregated metrics such as resolution and contrast. The achievable gain is strongly related to the sparsity of the scene and the availability of data to appropriately estimate the spatial covariance matrix. In pulse-echo measurements, the nonstationary interference poses a special problem for adaptive beamforming, which is a current research question of academic and industrial interest. The current work establishes a performance bound for adaptive beamforming in simulated realistic pulse-echo scenarios. This is derived and numerically implemented as the clairvoyant minimum variance distortionless response beamformer. The proposed framework allows for an a priori assessment of the applicability of adaptive beamforming, for a given scenario. The performance of the implemented algorithms can be directly compared with the theoretical limit in a simulated environment.

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来源期刊
CiteScore
4.60
自引率
16.70%
发文量
1433
审稿时长
4.7 months
期刊介绍: Since 1929 The Journal of the Acoustical Society of America has been the leading source of theoretical and experimental research results in the broad interdisciplinary study of sound. Subject coverage includes: linear and nonlinear acoustics; aeroacoustics, underwater sound and acoustical oceanography; ultrasonics and quantum acoustics; architectural and structural acoustics and vibration; speech, music and noise; psychology and physiology of hearing; engineering acoustics, transduction; bioacoustics, animal bioacoustics.
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