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An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals

Digital and smart sensors are commonly implemented using multi-bit [Formula: see text] Modulators. Undesired signals can be present at the ADC input, such as low-frequency signals with medium or high amplitude, as a consequence of mechanical artifacts in the MEMS and/or temporary signal overload. Si...

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Autores principales: Vera, Pablo, Wiesbauer, Andreas, Paton, Susana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9572562/
https://www.ncbi.nlm.nih.gov/pubmed/36236556
http://dx.doi.org/10.3390/s22197458
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author Vera, Pablo
Wiesbauer, Andreas
Paton, Susana
author_facet Vera, Pablo
Wiesbauer, Andreas
Paton, Susana
author_sort Vera, Pablo
collection PubMed
description Digital and smart sensors are commonly implemented using multi-bit [Formula: see text] Modulators. Undesired signals can be present at the ADC input, such as low-frequency signals with medium or high amplitude, as a consequence of mechanical artifacts in the MEMS and/or temporary signal overload. Simulations and measurements of those sensors with such signals show temporary increments of in-band noise power. This paper investigates the factors that produce this transient performance loss. Interestingly, noise increments happen when the modulator is forced to toggle between three adjacent levels and is not correlated with the typical tonal behavior of [Formula: see text] Modulators. Hence, the sensor performance is sensitive to some specific input patterns even if tonal behavior is decreased by dithering the input of the ADC. Different error sources, such as the mismatch between DAC cells, loop filter linearity error, and quantization error, contribute to the observed noise increments. Our aim is to analyze each of these error sources to understand and quantify in-band noise power increments, and to desensitize the ADC from the undesired input patterns. Some estimation equations are proposed and verified through extensive simulations, by means of deterministic and stochastic methods. These equations are influenced by some modulator parameters and can be used to optimize them in order to reduce such in-band noise power increments.
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spelling pubmed-95725622022-10-17 An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals Vera, Pablo Wiesbauer, Andreas Paton, Susana Sensors (Basel) Article Digital and smart sensors are commonly implemented using multi-bit [Formula: see text] Modulators. Undesired signals can be present at the ADC input, such as low-frequency signals with medium or high amplitude, as a consequence of mechanical artifacts in the MEMS and/or temporary signal overload. Simulations and measurements of those sensors with such signals show temporary increments of in-band noise power. This paper investigates the factors that produce this transient performance loss. Interestingly, noise increments happen when the modulator is forced to toggle between three adjacent levels and is not correlated with the typical tonal behavior of [Formula: see text] Modulators. Hence, the sensor performance is sensitive to some specific input patterns even if tonal behavior is decreased by dithering the input of the ADC. Different error sources, such as the mismatch between DAC cells, loop filter linearity error, and quantization error, contribute to the observed noise increments. Our aim is to analyze each of these error sources to understand and quantify in-band noise power increments, and to desensitize the ADC from the undesired input patterns. Some estimation equations are proposed and verified through extensive simulations, by means of deterministic and stochastic methods. These equations are influenced by some modulator parameters and can be used to optimize them in order to reduce such in-band noise power increments. MDPI 2022-10-01 /pmc/articles/PMC9572562/ /pubmed/36236556 http://dx.doi.org/10.3390/s22197458 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
Vera, Pablo
Wiesbauer, Andreas
Paton, Susana
An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title_full An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title_fullStr An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title_full_unstemmed An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title_short An Analysis of Noise in Multi-Bit ΣΔ Modulators with Low-Frequency Input Signals
title_sort analysis of noise in multi-bit σδ modulators with low-frequency input signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9572562/
https://www.ncbi.nlm.nih.gov/pubmed/36236556
http://dx.doi.org/10.3390/s22197458
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