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无网格算法用于到达方向轨迹定位
Ruchi Pandey1, Santosh Nannuru1
1Signal Processing and Communications Research Center, IIIT Hyderabad, Hyderabad, India.
The Journal of the Acoustical Society of America
|February 16, 2024
概括
本研究介绍了用于声源定位的新型轨迹模型和无网格算法. 这些方法提高了到达方向估计的准确性和稳定性,优于传统的基于网格的方法.
科学领域:
- 声学 声学 在声学方面
- 信号处理 信号处理
- 阵列信号处理 阵列信号处理
背景情况:
- 到达方向 (DOA) 估计对于声源定位至关重要.
- 传统的区块级处理方法假设静态的DOA,限制动态场景中的准确性.
- 当前的方法在参数估计时遇到困难,当真值离网时.
研究的目的:
- 开发先进的轨迹模型以捕捉DOA动态.
- 引入无网格算法,以进行可靠的DOA估计.
- 在实际应用中增强声源定位性能.
主要方法:
- 建议多项式和轨道模型用于DOA动态.
- 实施的滑动弗兰克-沃尔夫 (SFW) 对于贝尔林LASSO.
- 利用牛顿化的直角对应追踪 (NOMP) 来改进DOA估计.
- 扩展分析到多频处理.
主要成果:
- 拟议的轨迹本地化算法展示了卓越的性能.
- 与基于电网的方法相比,实现了更高的分辨率和对噪声的稳定性.
- 使用模拟和真实世界声学数据验证的有效性.
结论:
- 新的轨迹模型和无网格算法显著提升了DOA估计.
- 开发的方法提供了更好的准确性,噪声稳定性和计算效率.
- 这项工作为动态声源定位提供了更有效的解决方案.
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