论文标题

空间室脉冲响应的直接和残留子空间分解

Direct and Residual Subspace Decomposition of Spatial Room Impulse Responses

论文作者

Deppisch, Thomas, Garí, Sebastià V. Amengual, Calamia, Paul, Ahrens, Jens

论文摘要

心理声学实验表明,直接声音,显着反射的定向特性以及声室反应的晚混响可能会对给定房间的听觉感知产生明显的影响。空间室脉冲响应(SRIRS)捕获了这些特性,因此用于方向依赖的室声分析和虚拟声学渲染。这项工作提出了一种将SRIR分解为直接部分的子空间方法,该方法包括直接声音和显着反射,以及残差,以通过提供对这些组件的个人访问来促进增强的分析和渲染方法。所提出的方法基于广义的奇异值分解,并将残差解释为要与混响的其他组成部分分开的噪声。大型的广义奇异值归因于直接部分,然后将其作为SRIR的低级别近似。通过从SRIR的末端前进到迭代更新剩余估计值时,该方法适应了残差的时空变化。使用不同房间,麦克风阵列以及直接声音与残余能量的比率的空间谱误差度量和模拟SRIR评估该方法。在所有测试的方案中,所提出的方法比现有方法产生的错误较低,其中包括具有两个同时反射的方案。用测量的SRIRS进行的案例研究显示了该方法在现实世界中的适用性。提供了参考实现。

Psychoacoustic experiments have shown that directional properties of the direct sound, salient reflections, and the late reverberation of an acoustic room response can have a distinct influence on the auditory perception of a given room. Spatial room impulse responses (SRIRs) capture those properties and thus are used for direction-dependent room acoustic analysis and virtual acoustic rendering. This work proposes a subspace method that decomposes SRIRs into a direct part, which comprises the direct sound and the salient reflections, and a residual, to facilitate enhanced analysis and rendering methods by providing individual access to these components. The proposed method is based on the generalized singular value decomposition and interprets the residual as noise that is to be separated from the other components of the reverberation. Large generalized singular values are attributed to the direct part, which is then obtained as a low-rank approximation of the SRIR. By advancing from the end of the SRIR toward the beginning while iteratively updating the residual estimate, the method adapts to spatio-temporal variations of the residual. The method is evaluated using a spatio-spectral error measure and simulated SRIRs of different rooms, microphone arrays, and ratios of direct sound to residual energy. The proposed method creates lower errors than existing approaches in all tested scenarios, including a scenario with two simultaneous reflections. A case study with measured SRIRs shows the applicability of the method under real-world acoustic conditions. A reference implementation is provided.

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