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Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm

This study designed an in-plane resonant micro-accelerometer based on electrostatic stiffness. The accelerometer adopts a one-piece proof mass structure; two double-folded beam resonators are symmetrically distributed inside the proof mass, and only one displacement is introduced under the action of...

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Autores principales: Huang, Libin, Li, Qike, Qin, Yan, Ding, Xukai, Zhang, Meimei, Zhao, Liye
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8778195/
https://www.ncbi.nlm.nih.gov/pubmed/35056202
http://dx.doi.org/10.3390/mi13010038
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author Huang, Libin
Li, Qike
Qin, Yan
Ding, Xukai
Zhang, Meimei
Zhao, Liye
author_facet Huang, Libin
Li, Qike
Qin, Yan
Ding, Xukai
Zhang, Meimei
Zhao, Liye
author_sort Huang, Libin
collection PubMed
description This study designed an in-plane resonant micro-accelerometer based on electrostatic stiffness. The accelerometer adopts a one-piece proof mass structure; two double-folded beam resonators are symmetrically distributed inside the proof mass, and only one displacement is introduced under the action of acceleration, which reduces the influence of processing errors on the performance of the accelerometer. The two resonators form a differential structure that can diminish the impact of common-mode errors. This accelerometer realizes the separation of the introduction of electrostatic stiffness and the detection of resonant frequency, which is conducive to the decoupling of accelerometer signals. An improved differential evolution algorithm was developed to optimize the scale factor of the accelerometer. Through the final elimination principle, excellent individuals are preserved, and the most suitable parameters are allocated to the surviving individuals to stimulate the offspring to find the globally optimal ability. The algorithm not only maintains the global optimality but also reduces the computational complexity of the algorithm and deterministically realizes the optimization of the accelerometer scale factor. The electrostatic stiffness resonant micro-accelerometer was fabricated by deep dry silicon-on-glass (DDSOG) technology. The unloaded resonant frequency of the accelerometer resonant beam was between 24 and 26 kHz, and the scale factor of the packaged accelerometer was between 54 and 59 Hz/g. The average error between the optimization result and the actual scale factor was 7.03%. The experimental results verified the rationality of the structural design.
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spelling pubmed-87781952022-01-22 Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm Huang, Libin Li, Qike Qin, Yan Ding, Xukai Zhang, Meimei Zhao, Liye Micromachines (Basel) Article This study designed an in-plane resonant micro-accelerometer based on electrostatic stiffness. The accelerometer adopts a one-piece proof mass structure; two double-folded beam resonators are symmetrically distributed inside the proof mass, and only one displacement is introduced under the action of acceleration, which reduces the influence of processing errors on the performance of the accelerometer. The two resonators form a differential structure that can diminish the impact of common-mode errors. This accelerometer realizes the separation of the introduction of electrostatic stiffness and the detection of resonant frequency, which is conducive to the decoupling of accelerometer signals. An improved differential evolution algorithm was developed to optimize the scale factor of the accelerometer. Through the final elimination principle, excellent individuals are preserved, and the most suitable parameters are allocated to the surviving individuals to stimulate the offspring to find the globally optimal ability. The algorithm not only maintains the global optimality but also reduces the computational complexity of the algorithm and deterministically realizes the optimization of the accelerometer scale factor. The electrostatic stiffness resonant micro-accelerometer was fabricated by deep dry silicon-on-glass (DDSOG) technology. The unloaded resonant frequency of the accelerometer resonant beam was between 24 and 26 kHz, and the scale factor of the packaged accelerometer was between 54 and 59 Hz/g. The average error between the optimization result and the actual scale factor was 7.03%. The experimental results verified the rationality of the structural design. MDPI 2021-12-28 /pmc/articles/PMC8778195/ /pubmed/35056202 http://dx.doi.org/10.3390/mi13010038 Text en © 2021 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
Huang, Libin
Li, Qike
Qin, Yan
Ding, Xukai
Zhang, Meimei
Zhao, Liye
Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title_full Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title_fullStr Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title_full_unstemmed Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title_short Structural Design and Optimization of a Resonant Micro-Accelerometer Based on Electrostatic Stiffness by an Improved Differential Evolution Algorithm
title_sort structural design and optimization of a resonant micro-accelerometer based on electrostatic stiffness by an improved differential evolution algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8778195/
https://www.ncbi.nlm.nih.gov/pubmed/35056202
http://dx.doi.org/10.3390/mi13010038
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AT dingxukai structuraldesignandoptimizationofaresonantmicroaccelerometerbasedonelectrostaticstiffnessbyanimproveddifferentialevolutionalgorithm
AT zhangmeimei structuraldesignandoptimizationofaresonantmicroaccelerometerbasedonelectrostaticstiffnessbyanimproveddifferentialevolutionalgorithm
AT zhaoliye structuraldesignandoptimizationofaresonantmicroaccelerometerbasedonelectrostaticstiffnessbyanimproveddifferentialevolutionalgorithm