在冲动噪声环境中,改进的Toeplitz近似方法可用于一致的DOA估计
Jiang'an Dai1, Tianshuang Qiu1, Shengyang Luan2
1Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China.
Entropy (Basel, Switzerland)
|June 28, 2023
概括
本研究引入了一种新的方法,用于在冲动噪声中对连贯信号的到达方向 (DOA) 估计. 这种新的方法提高了准确性,避免了阵列光圈损失,在具有挑战性的噪声条件下超过了现有的算法.
科学领域:
- 阵列信号处理系统的信号处理.
- 统计信号处理 统计信号处理
背景情况:
- 到达方向 (DOA) 估计在阵列信号处理中至关重要,但在连贯信号和冲动噪声方面面临挑战.
- 传统的子空间方法随着等级缺陷和非高斯噪声而退化,限制了它们的实际应用.
研究的目的:
- 开发一种强大的DOA估计方法,用于在冲动噪声环境中的连贯信号.
- 解决传统算法在处理相关源和非理想噪声条件方面的局限性.
主要方法:
- 定义了一种新的基于流动的通用共变量 (CEGC) 运算符,并且证明了它对冲动噪声弹性具有局限性.
- 改进的Toeplitz近似方法与CEGC运营商相结合,用于估计连贯源的DOA.
- 该方法旨在避免阵列光圈损失,这是传统技术中常见的问题.
主要成果:
- 拟议的CEGC运营商可确保在冲动噪声环境中的有效性.
- 结合方法与现有算法相比,表现优越,特别是在强烈的冲动噪声下.
- 算法保持有效性,即使在较低的快照数量.
结论:
- 这种基于CEGC的新方法提供了一个强大的解决方案,用于在冲动噪声中对连贯信号的DOA估计.
- 该技术提供了更高的准确性,并避免了阵列光圈损失,优于传统方法.
- 这一进步对于面临复杂信号和噪声条件的实际工程应用具有重要意义.
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