适用任意平面阵列的二维宽带 DOA 快速估计算法
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TH766

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国家自然科学基金(61971472, 61471351)、中国科学院战略性先导科技专项(XDA22030101)资助


A fast 2-D wideband direction-of-arrival estimation method with arbitrary planar arrays
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    摘要:

    二维宽带波达方向(DOA)估计对实现水声通信定位一体化具有重要作用。 双边相关变换(TCT)算法是高分辨宽带 DOA 估计的经典算法之一,但只适用均匀线列阵下的一维 DOA 估计,且计算量大。 本文在对 TCT 简化算法( STCT)进行扩展 改进的基础上,提出了一种适用于任意面阵列且具有低计算复杂度的二维宽带 DOA 快速估计算法。 所提算法利用水声通信同 步信号的已知波形对阵列输出数据进行匹配预处理,有效压缩了聚焦变换所需频点数量,从而降低了聚焦变换过程的计算量; 利用余弦域加速粒子群最优化(APSO)搜索二维空间谱谱峰,在保持高搜索精度的同时显著降低了搜索计算量。 相较于单纯的 STCT 扩展算法,所提算法保持高 DOA 估计精度,在信噪比为 20 dB 时精度约为 0. 02°,但计算量远低于前者。 仿真和实验结果 验证了所提算法的优势。

    Abstract:

    The two-dimensional wideband direction-of-arrival ( DOA) estimation plays an important role in achieving the underwater acoustic communication and positioning integration. The two-sided correlation transformation (TCT) algorithm is one of the most popular techniques for high-resolution wideband DOA estimation. However, it is only suitable for one-dimensional DOA estimation under uniform linear arrays, and it has large computational burden. In this article, a fast 2D wideband DOA estimation algorithm with low computational complexity is proposed for arbitrary planar arrays based on the extension and improvement of the simplified TCT (STCT) algorithm. The proposed algorithm performs the matched pre-processing on the array output data by using the known waveform of the underwater acoustic communication synchronization signal, which effectively compresses the number of frequency bins required for the focusing transformation. Therefore, the computational complexity of the focusing transformation is reduced. The accelerated particle swarm optimization (APSO) in cosine domain is used to search for two-dimensional spectral peaks, which significantly reduces the searching complexity while maintaining high searching accuracy. Compared with the pure extended STCT algorithm, the proposed algorithm maintains high DOA estimation accuracy, and the accuracy is about 0. 02° when the signal-to-noise ratio is 20 dB. But, the computational complexity is much lower than the former. Simulation and experiment results evaluate the advantages of the proposed algorithm.

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刘学承,朱 敏,武岩波.适用任意平面阵列的二维宽带 DOA 快速估计算法[J].仪器仪表学报,2022,43(7):102-111

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  • 在线发布日期: 2023-02-06
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