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A bio-inspired geometric model for sound reconstruction

The reconstruction mechanisms built by the human auditory system during sound reconstruction are still a matter of debate. The purpose of this study is to propose a mathematical model of sound reconstruction based on the functional architecture of the auditory cortex (A1). The model is inspired by t...

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Autores principales: Boscain, Ugo, Prandi, Dario, Sacchelli, Ludovic, Turco, Giuseppina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7782772/
https://www.ncbi.nlm.nih.gov/pubmed/33394219
http://dx.doi.org/10.1186/s13408-020-00099-4
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author Boscain, Ugo
Prandi, Dario
Sacchelli, Ludovic
Turco, Giuseppina
author_facet Boscain, Ugo
Prandi, Dario
Sacchelli, Ludovic
Turco, Giuseppina
author_sort Boscain, Ugo
collection PubMed
description The reconstruction mechanisms built by the human auditory system during sound reconstruction are still a matter of debate. The purpose of this study is to propose a mathematical model of sound reconstruction based on the functional architecture of the auditory cortex (A1). The model is inspired by the geometrical modelling of vision, which has undergone a great development in the last ten years. There are, however, fundamental dissimilarities, due to the different role played by time and the different group of symmetries. The algorithm transforms the degraded sound in an ‘image’ in the time–frequency domain via a short-time Fourier transform. Such an image is then lifted to the Heisenberg group and is reconstructed via a Wilson–Cowan integro-differential equation. Preliminary numerical experiments are provided, showing the good reconstruction properties of the algorithm on synthetic sounds concentrated around two frequencies.
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spelling pubmed-77827722021-01-14 A bio-inspired geometric model for sound reconstruction Boscain, Ugo Prandi, Dario Sacchelli, Ludovic Turco, Giuseppina J Math Neurosci Research The reconstruction mechanisms built by the human auditory system during sound reconstruction are still a matter of debate. The purpose of this study is to propose a mathematical model of sound reconstruction based on the functional architecture of the auditory cortex (A1). The model is inspired by the geometrical modelling of vision, which has undergone a great development in the last ten years. There are, however, fundamental dissimilarities, due to the different role played by time and the different group of symmetries. The algorithm transforms the degraded sound in an ‘image’ in the time–frequency domain via a short-time Fourier transform. Such an image is then lifted to the Heisenberg group and is reconstructed via a Wilson–Cowan integro-differential equation. Preliminary numerical experiments are provided, showing the good reconstruction properties of the algorithm on synthetic sounds concentrated around two frequencies. Springer Berlin Heidelberg 2021-01-04 /pmc/articles/PMC7782772/ /pubmed/33394219 http://dx.doi.org/10.1186/s13408-020-00099-4 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Research
Boscain, Ugo
Prandi, Dario
Sacchelli, Ludovic
Turco, Giuseppina
A bio-inspired geometric model for sound reconstruction
title A bio-inspired geometric model for sound reconstruction
title_full A bio-inspired geometric model for sound reconstruction
title_fullStr A bio-inspired geometric model for sound reconstruction
title_full_unstemmed A bio-inspired geometric model for sound reconstruction
title_short A bio-inspired geometric model for sound reconstruction
title_sort bio-inspired geometric model for sound reconstruction
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7782772/
https://www.ncbi.nlm.nih.gov/pubmed/33394219
http://dx.doi.org/10.1186/s13408-020-00099-4
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