通过自适应信号衰减模型和时延估计实现源定位

Hamidreza Aghasi, M. Hashemi, B. Khalaj
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引用次数: 3

摘要

在本文中,我们提出了一种基于信号衰减模式和信号接收延迟的多宽带声源定位方法。此外,通过将衰减模型视为一个未知函数,并对其功能空间进行合理的先验假设,为问题增加了额外的灵活性。与仅使用信号衰减数据或时间延迟相比,该方法能够提高定位性能。然后根据源位置和衰减模型参数形成代价函数。成本函数中存在不同类型的未知数、收敛问题以及使用信任域方法的优势鼓励使用Levenberg-Marquardt算法。因此,为了简化算法的实现,给出了计算雅可比矩阵的方法。最后通过仿真结果验证了所提方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Source localization through adaptive signal attenuation model and time delay estimation
In this paper we present a method of localizing multiple wideband acoustic sources based on both signal attenuation pattern and delays in the reception of the signal. Moreover, an additional order of flexibility is added to the problem by considering the attenuation model as an unknown function with reasonable prior assumptions about its functional space. Such approach is capable of enhancing the localization performance compared to when only the signal attenuation data or the time delays are used. A cost function is then formed in terms of the sources locations and the attenuation model parameters. Having different types of unknowns in the cost function, convergence concerns, and the advantage of using trust region methods encourages using the Levenberg-Marquardt algorithm. Accordingly, to simplify the implementation of the proposed algorithm, methods of calculating the Jacobian are provided. Finally the validity of the proposed method is verified by providing simulation results.
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