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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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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. |
format | Online Article Text |
id | pubmed-7782772 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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