Impulsive Sound Detection Directly in Sigma-Delta Domain

Recent implementations of Sigma-delta converters have achieved low cost, low power consumption and high integration while maintaining resolution as high as in Nyquist-rate converters. However its usage implies on a pre-processing stage to demodulate the source signal delivered from Sigma-delta modul...

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Main Authors: Igor Dantas dos Santos MIRANDA, Antonio C. de C. LIMA
Format: Article
Language:English
Published: Institute of Fundamental Technological Research Polish Academy of Sciences 2017-03-01
Series:Archives of Acoustics
Subjects:
Online Access:https://acoustics.ippt.pan.pl/index.php/aa/article/view/1904
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author Igor Dantas dos Santos MIRANDA
Antonio C. de C. LIMA
author_facet Igor Dantas dos Santos MIRANDA
Antonio C. de C. LIMA
author_sort Igor Dantas dos Santos MIRANDA
collection DOAJ
description Recent implementations of Sigma-delta converters have achieved low cost, low power consumption and high integration while maintaining resolution as high as in Nyquist-rate converters. However its usage implies on a pre-processing stage to demodulate the source signal delivered from Sigma-delta modulation to Pulse-Code Modulation (PCM). This work proposes an algorithm based on Discrete Cosine Transform for impulsive signal detection to be applied directly on modulated Sigma-delta bitstream, targeting to reduce computational cost in acoustic event detection applications such as gunshot recognition systems. From pre-recorded impulsive sounds in Sigma-delta format, it has been shown that the new method presents similar error rate in comparison with traditional energy-based approaches in PCM meanwhile reduces significantly the number of operation per unit of time.
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institution Kabale University
issn 0137-5075
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language English
publishDate 2017-03-01
publisher Institute of Fundamental Technological Research Polish Academy of Sciences
record_format Article
series Archives of Acoustics
spelling doaj-art-7eb3de7dc3284eea9530e6aea6b56ac92025-08-20T03:57:08ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2017-03-0142210.1515/aoa-2017-0028Impulsive Sound Detection Directly in Sigma-Delta DomainIgor Dantas dos Santos MIRANDA0Antonio C. de C. LIMA1Federal University of BahiaFederal University of BahiaRecent implementations of Sigma-delta converters have achieved low cost, low power consumption and high integration while maintaining resolution as high as in Nyquist-rate converters. However its usage implies on a pre-processing stage to demodulate the source signal delivered from Sigma-delta modulation to Pulse-Code Modulation (PCM). This work proposes an algorithm based on Discrete Cosine Transform for impulsive signal detection to be applied directly on modulated Sigma-delta bitstream, targeting to reduce computational cost in acoustic event detection applications such as gunshot recognition systems. From pre-recorded impulsive sounds in Sigma-delta format, it has been shown that the new method presents similar error rate in comparison with traditional energy-based approaches in PCM meanwhile reduces significantly the number of operation per unit of time.https://acoustics.ippt.pan.pl/index.php/aa/article/view/1904impulsive signal detectionsigma-delta modulationdiscrete cosine transform
spellingShingle Igor Dantas dos Santos MIRANDA
Antonio C. de C. LIMA
Impulsive Sound Detection Directly in Sigma-Delta Domain
Archives of Acoustics
impulsive signal detection
sigma-delta modulation
discrete cosine transform
title Impulsive Sound Detection Directly in Sigma-Delta Domain
title_full Impulsive Sound Detection Directly in Sigma-Delta Domain
title_fullStr Impulsive Sound Detection Directly in Sigma-Delta Domain
title_full_unstemmed Impulsive Sound Detection Directly in Sigma-Delta Domain
title_short Impulsive Sound Detection Directly in Sigma-Delta Domain
title_sort impulsive sound detection directly in sigma delta domain
topic impulsive signal detection
sigma-delta modulation
discrete cosine transform
url https://acoustics.ippt.pan.pl/index.php/aa/article/view/1904
work_keys_str_mv AT igordantasdossantosmiranda impulsivesounddetectiondirectlyinsigmadeltadomain
AT antoniocdeclima impulsivesounddetectiondirectlyinsigmadeltadomain