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Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach

In this paper, a bi-level Delta-Sigma modulator-based MEMS gyroscope design is presented based on a Model Predictive Control (MPC) approach. The MPC is popular because of its capability of handling hard constraints. In this work, we propose to combine the 1-bit nature of the bi-level Delta-Sigma mod...

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Autores principales: Wu, Xiaofeng, Xie, Zhicheng, Bai, Xueliang, Kwan, Trevor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6386887/
https://www.ncbi.nlm.nih.gov/pubmed/30754688
http://dx.doi.org/10.3390/s19030730
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author Wu, Xiaofeng
Xie, Zhicheng
Bai, Xueliang
Kwan, Trevor
author_facet Wu, Xiaofeng
Xie, Zhicheng
Bai, Xueliang
Kwan, Trevor
author_sort Wu, Xiaofeng
collection PubMed
description In this paper, a bi-level Delta-Sigma modulator-based MEMS gyroscope design is presented based on a Model Predictive Control (MPC) approach. The MPC is popular because of its capability of handling hard constraints. In this work, we propose to combine the 1-bit nature of the bi-level Delta-Sigma modulator output with the MPC to develop a 1-bit processing-based MPC (OBMPC). This paper will focus on the affine relationship between the 1-bit feedback and the in-loop MPC controller, as this can potentially remove the multipliers from the controller. In doing so, the computational requirement of the MPC control is significantly alleviated, which makes the 1-bit MEMS Gyroscope feasible for implementation. In addition, a stable constrained MPC is designed, so that the input will not overload the quantizer while maintaining a higher Signal-to-Noise Ratio (SNR).
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spelling pubmed-63868872019-02-26 Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach Wu, Xiaofeng Xie, Zhicheng Bai, Xueliang Kwan, Trevor Sensors (Basel) Article In this paper, a bi-level Delta-Sigma modulator-based MEMS gyroscope design is presented based on a Model Predictive Control (MPC) approach. The MPC is popular because of its capability of handling hard constraints. In this work, we propose to combine the 1-bit nature of the bi-level Delta-Sigma modulator output with the MPC to develop a 1-bit processing-based MPC (OBMPC). This paper will focus on the affine relationship between the 1-bit feedback and the in-loop MPC controller, as this can potentially remove the multipliers from the controller. In doing so, the computational requirement of the MPC control is significantly alleviated, which makes the 1-bit MEMS Gyroscope feasible for implementation. In addition, a stable constrained MPC is designed, so that the input will not overload the quantizer while maintaining a higher Signal-to-Noise Ratio (SNR). MDPI 2019-02-11 /pmc/articles/PMC6386887/ /pubmed/30754688 http://dx.doi.org/10.3390/s19030730 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wu, Xiaofeng
Xie, Zhicheng
Bai, Xueliang
Kwan, Trevor
Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title_full Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title_fullStr Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title_full_unstemmed Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title_short Design of a 1-bit MEMS Gyroscope using the Model Predictive Control Approach
title_sort design of a 1-bit mems gyroscope using the model predictive control approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6386887/
https://www.ncbi.nlm.nih.gov/pubmed/30754688
http://dx.doi.org/10.3390/s19030730
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