Stochastic Reverberation Model with a Frequency Dependent Attenuation

Achille Aknin, Roland Badeau
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引用次数: 3

Abstract

In various audio signal processing applications, such as source separation and dereverberation, accurate mathematical modeling of both source signals and room reverberation is needed to properly describe the audio data. In a previous paper, we introduced a stochastic room impulse response model based on the image source principle, and we proposed an expectation-maximization algorithm that was able to efficiently estimate the model parameters in various experimental settings. This paper aims to extend the model in order to account for the dependency of the exponential decay over frequency, due to the walls usually absorbing less energy at low frequencies than at high frequencies. Our experimental results show that this refinement of the model is able to generate realistic room impulse responses, that are perceptively very close to the original ones.
具有频率相关衰减的随机混响模型
在各种音频信号处理应用中,如声源分离和去混响,需要对声源信号和室内混响进行精确的数学建模,以正确地描述音频数据。在之前的论文中,我们介绍了基于图像源原理的随机房间脉冲响应模型,并提出了一种期望最大化算法,该算法能够有效地估计各种实验设置下的模型参数。本文旨在扩展模型,以解释指数衰减随频率的依赖关系,因为壁通常在低频时吸收的能量比高频时少。我们的实验结果表明,这种模型的改进能够产生真实的房间脉冲响应,在感知上非常接近原始的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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