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Are Impulse Responses Gaussian Noises?

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Acoustics, Information, and Communication

Part of the book series: Modern Acoustics and Signal Processing ((MASP))

Abstract

Many years ago, Manfred Schroeder proved that transfer functions in rooms follow complex Gaussian distributions. This property was extended to impulse responses by the author, following a suggestion by Moorer for simulating impulse responses. More recently, several authors have checked again the later property with modern signal analysis tools. They obtained mixed success, with results that strongly depend on the length of the analysis window. In order to understand these unstable results, the present paper takes a closer look at the statistical distributions of both impulse responses and transfer functions. It shows that an accurate model of both the impulse response and the transfer function is necessary in order to test the distributions. Further, it presents several sources of artefacts that skew the distributions, and show that they can be ascribed to the signal processing methods used to extract the responses. Finally, the conditions for obtaining true Gaussian distributions are specified.

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Acknowledgement

The author wants to thank Xi Zhang, who carried out all the computations used in this paper.

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Correspondence to Jean-Dominique Polack .

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Polack, JD. (2015). Are Impulse Responses Gaussian Noises?. In: Xiang, N., Sessler, G. (eds) Acoustics, Information, and Communication. Modern Acoustics and Signal Processing. Springer, Cham. https://doi.org/10.1007/978-3-319-05660-9_5

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