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The Robustness Effect of Acoustic Source Localization on Blind Source Separation and Deconvolution Systems

机译:声源定位对盲源分离和反卷积系统的鲁棒性影响

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We study the performance gain in Blind Source Separation and Deconvolution (BSSD) systems when Acoustic Source Localization (ASL) has been employed as a pre-processing step. The study is organized using performance measures that are functions of the accuracy of the ASL system and the reverberation level. We specifically investigate the cases (a) where the actual positions of the sources are known (b) where the ASL system generates estimates subject to errors. Simulations are performed using actual BSSD systems. Using derived performance measures we show that performance of a BSSD system that knows the position of the sources accurately, benefits from this apriori knowledge.
机译:当声源定位(ASL)被用作预处理步骤时,我们研究了盲源分离和反卷积(BSSD)系统中的性能提升。这项研究是使用性能指标进行组织的,这些指标是ASL系统准确性和混响水平的函数。我们专门调查以下情况(a)已知源的实际位置(b)ASL系统生成容易出错的估计值。仿真是使用实际的BSSD系统执行的。使用派生的性能指标,我们表明,准确了解源位置的BSSD系统的性能受益于先验知识。

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