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Algorithms and Performance of Small Baseline Acoustic Sensor Arrays

机译:小型基线声传感器阵列的算法和性能

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摘要

Aeroacoustic sensing is well motivated due to its passive nature and low bandwidth, and processing with array baselines of one to a few meters is well studied and useful. However, arrays of this size present difficulties in manufacture and deployment. Motivated by the desire to develop smaller, cheaper (perhaps "disposable") sensor packages, we consider performance for arrays with small baselines. The performance of angle estimation operating roughly in the [30, 500] Hz regime is limited by the observed signal-to-noise ratio (SNR) and propagation in the turbulent atmosphere. Scattering results in a reduction of spatial coherence, which places fundamental limits on angle estimation accuracy. Physics-based statistical models for the scattering have enabled prediction of network performance, including detection, angle estimation, time-delay estimation, and geolocation. In the present work, we focus on angle estimation accuracy for the short baseline case. While a large aperture is desirable to improve angle estimation, the propagation produces a rolloff in the spatial coherence that ultimately degrades the performance despite increasing the array aperture. We characterize this tradeoff analytically via Cramer-Rao bounds, as a function of SNR, frequency, range, sensor array geometry, and propagation conditions. The results clearly favor shorter ranges and higher frequencies when employing small array baselines.
机译:空气声感应由于其无源的特性和低带宽而受到了很好的激励,并且对以一到几米的阵列基线为基础的处理进行了很好的研究和有用。然而,这种尺寸的阵列在制造和部署上存在困难。出于对开发更小,更便宜(也许是“一次性”)传感器封装的渴望,我们考虑了具有较小基准的阵列的性能。大约在[30,500] Hz范围内运行的角度估计的性能受到所观察到的信噪比(SNR)和在湍流大气中传播的限制。散射导致空间相干性的降低,这对角度估计的准确性设置了基本限制。基于物理的散射统计模型能够预测网络性能,包括检测,角度估计,时延估计和地理位置。在目前的工作中,我们专注于短基线情况下的角度估计精度。尽管需要较大的孔径来改善角度估计,但传播会导致空间相干性下降,尽管增加了阵列孔径,但最终会降低性能。我们通过Cramer-Rao边界分析权衡此特征,作为SNR,频率,范围,传感器阵列几何形状和传播条件的函数。当采用小的阵列基线时,结果显然有利于较短的范围和较高的频率。

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