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Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware

In this paper, a model-based firmware generator is presented towards complex sampling schemes. The framework is capable of automatically generating a fixed-rate Shannon-compliant acquisition scheme, as well as a variable-rate compressive sensing acquisition scheme. The generation starts from a model...

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Autores principales: Baeyens, Rens, Denil, Joachim, Steckel, Jan, Laurijssen, Dennis, Daems, Walter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9658887/
https://www.ncbi.nlm.nih.gov/pubmed/36365845
http://dx.doi.org/10.3390/s22218147
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author Baeyens, Rens
Denil, Joachim
Steckel, Jan
Laurijssen, Dennis
Daems, Walter
author_facet Baeyens, Rens
Denil, Joachim
Steckel, Jan
Laurijssen, Dennis
Daems, Walter
author_sort Baeyens, Rens
collection PubMed
description In this paper, a model-based firmware generator is presented towards complex sampling schemes. The framework is capable of automatically generating a fixed-rate Shannon-compliant acquisition scheme, as well as a variable-rate compressive sensing acquisition scheme. The generation starts from a model definition, which consists of two main components, namely an acquisition sequence to implement and the platform on which the sequence should be implemented. This model is then combined with the specifications to be transformed into a functional firmware. When generating firmware for compressive sensing (CS) purposes, the defined acquisition sequence is automatically generated to implement a pseudo-random sampling scheme in agreement with the defined undersampling factor. The evaluation of the generated firmware is done by means of an example use-case, including a proposed strategy for synchronization between CS setups. This research attempts to reduce the development complexity for embedded CS to lower the threshold towards effective usage in the field.
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spelling pubmed-96588872022-11-15 Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware Baeyens, Rens Denil, Joachim Steckel, Jan Laurijssen, Dennis Daems, Walter Sensors (Basel) Article In this paper, a model-based firmware generator is presented towards complex sampling schemes. The framework is capable of automatically generating a fixed-rate Shannon-compliant acquisition scheme, as well as a variable-rate compressive sensing acquisition scheme. The generation starts from a model definition, which consists of two main components, namely an acquisition sequence to implement and the platform on which the sequence should be implemented. This model is then combined with the specifications to be transformed into a functional firmware. When generating firmware for compressive sensing (CS) purposes, the defined acquisition sequence is automatically generated to implement a pseudo-random sampling scheme in agreement with the defined undersampling factor. The evaluation of the generated firmware is done by means of an example use-case, including a proposed strategy for synchronization between CS setups. This research attempts to reduce the development complexity for embedded CS to lower the threshold towards effective usage in the field. MDPI 2022-10-24 /pmc/articles/PMC9658887/ /pubmed/36365845 http://dx.doi.org/10.3390/s22218147 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Baeyens, Rens
Denil, Joachim
Steckel, Jan
Laurijssen, Dennis
Daems, Walter
Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title_full Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title_fullStr Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title_full_unstemmed Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title_short Automated Firmware Generation for Compressive Sensing on Heterogeneous Hardware
title_sort automated firmware generation for compressive sensing on heterogeneous hardware
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9658887/
https://www.ncbi.nlm.nih.gov/pubmed/36365845
http://dx.doi.org/10.3390/s22218147
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