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Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter

Stochastic computing has recently gained attention due to its low hardware complexity and better fault tolerance against soft errors. However, stochastic computing based circuits suffer from different errors which affect the output accuracy of these circuits. In this paper, an accurate and area-effi...

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Detalles Bibliográficos
Autores principales: Ijaz, Muhammad, Zaidi, Syed Azhar Ali, Rashid, Aamir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7840030/
https://www.ncbi.nlm.nih.gov/pubmed/33503067
http://dx.doi.org/10.1371/journal.pone.0245943
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author Ijaz, Muhammad
Zaidi, Syed Azhar Ali
Rashid, Aamir
author_facet Ijaz, Muhammad
Zaidi, Syed Azhar Ali
Rashid, Aamir
author_sort Ijaz, Muhammad
collection PubMed
description Stochastic computing has recently gained attention due to its low hardware complexity and better fault tolerance against soft errors. However, stochastic computing based circuits suffer from different errors which affect the output accuracy of these circuits. In this paper, an accurate and area-efficient stochastic computing based digital finite impulse response filter is designed. In the proposed work, constant uniform patterns are used as stochastic numbers for the select lines of different MUXes in the filter and the error performance of filter is analysed. Based on the error performance, the combinations of these patterns are proposed for reducing the output error of stochastic computing based filters. The architectures for generating these uniform patterns are also proposed. Results show that the proposed design methodology has better error performance and comparable hardware complexity as compared to the state-of-the-art implementations.
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spelling pubmed-78400302021-02-02 Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter Ijaz, Muhammad Zaidi, Syed Azhar Ali Rashid, Aamir PLoS One Research Article Stochastic computing has recently gained attention due to its low hardware complexity and better fault tolerance against soft errors. However, stochastic computing based circuits suffer from different errors which affect the output accuracy of these circuits. In this paper, an accurate and area-efficient stochastic computing based digital finite impulse response filter is designed. In the proposed work, constant uniform patterns are used as stochastic numbers for the select lines of different MUXes in the filter and the error performance of filter is analysed. Based on the error performance, the combinations of these patterns are proposed for reducing the output error of stochastic computing based filters. The architectures for generating these uniform patterns are also proposed. Results show that the proposed design methodology has better error performance and comparable hardware complexity as compared to the state-of-the-art implementations. Public Library of Science 2021-01-27 /pmc/articles/PMC7840030/ /pubmed/33503067 http://dx.doi.org/10.1371/journal.pone.0245943 Text en © 2021 Ijaz et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ijaz, Muhammad
Zaidi, Syed Azhar Ali
Rashid, Aamir
Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title_full Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title_fullStr Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title_full_unstemmed Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title_short Uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
title_sort uniform patterns based area-efficient and accurate stochastic computing finite impulse response filter
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7840030/
https://www.ncbi.nlm.nih.gov/pubmed/33503067
http://dx.doi.org/10.1371/journal.pone.0245943
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