Cargando…

A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control

External temperature changes can detrimentally affect the properties of a microaccelerometer, especially for high-precision accelerometers. Temperature control is the fundamental method to reduce the thermal effect on microaccelerometer chips, although high-performance control has remained elusive u...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Jiaxiao, Lu, Qianbo, Bai, Jian, Xu, Xiang, Yao, Yuan, Fang, Weidong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8703788/
https://www.ncbi.nlm.nih.gov/pubmed/34945361
http://dx.doi.org/10.3390/mi12121511
_version_ 1784621548872663040
author Chen, Jiaxiao
Lu, Qianbo
Bai, Jian
Xu, Xiang
Yao, Yuan
Fang, Weidong
author_facet Chen, Jiaxiao
Lu, Qianbo
Bai, Jian
Xu, Xiang
Yao, Yuan
Fang, Weidong
author_sort Chen, Jiaxiao
collection PubMed
description External temperature changes can detrimentally affect the properties of a microaccelerometer, especially for high-precision accelerometers. Temperature control is the fundamental method to reduce the thermal effect on microaccelerometer chips, although high-performance control has remained elusive using the conventional proportional-integral-derivative (PID) control method. This paper proposes a modified approach based on a genetic algorithm and fuzzy PID, which yields a profound improvement compared with the typical PID method. A sandwiched microaccelerometer chip with a measurement resistor and a heating resistor on the substrate serves as the hardware object, and the transfer function is identified by a self-built measurement system. The initial parameters of the modified PID are obtained through the genetic algorithm, whereas a fuzzy strategy is implemented to enable real-time adjustment. According to the simulation results, the proposed temperature control method has the advantages of a fast response, short settling time, small overshoot, small steady-state error, and strong robustness. It outperforms the normal PID method and previously reported counterparts. This design method as well as the approach can be of practical use and applied to chip-level package structures.
format Online
Article
Text
id pubmed-8703788
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-87037882021-12-25 A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control Chen, Jiaxiao Lu, Qianbo Bai, Jian Xu, Xiang Yao, Yuan Fang, Weidong Micromachines (Basel) Article External temperature changes can detrimentally affect the properties of a microaccelerometer, especially for high-precision accelerometers. Temperature control is the fundamental method to reduce the thermal effect on microaccelerometer chips, although high-performance control has remained elusive using the conventional proportional-integral-derivative (PID) control method. This paper proposes a modified approach based on a genetic algorithm and fuzzy PID, which yields a profound improvement compared with the typical PID method. A sandwiched microaccelerometer chip with a measurement resistor and a heating resistor on the substrate serves as the hardware object, and the transfer function is identified by a self-built measurement system. The initial parameters of the modified PID are obtained through the genetic algorithm, whereas a fuzzy strategy is implemented to enable real-time adjustment. According to the simulation results, the proposed temperature control method has the advantages of a fast response, short settling time, small overshoot, small steady-state error, and strong robustness. It outperforms the normal PID method and previously reported counterparts. This design method as well as the approach can be of practical use and applied to chip-level package structures. MDPI 2021-12-04 /pmc/articles/PMC8703788/ /pubmed/34945361 http://dx.doi.org/10.3390/mi12121511 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
Chen, Jiaxiao
Lu, Qianbo
Bai, Jian
Xu, Xiang
Yao, Yuan
Fang, Weidong
A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title_full A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title_fullStr A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title_full_unstemmed A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title_short A Temperature Control Method for Microaccelerometer Chips Based on Genetic Algorithm and Fuzzy PID Control
title_sort temperature control method for microaccelerometer chips based on genetic algorithm and fuzzy pid control
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8703788/
https://www.ncbi.nlm.nih.gov/pubmed/34945361
http://dx.doi.org/10.3390/mi12121511
work_keys_str_mv AT chenjiaxiao atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT luqianbo atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT baijian atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT xuxiang atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT yaoyuan atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT fangweidong atemperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT chenjiaxiao temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT luqianbo temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT baijian temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT xuxiang temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT yaoyuan temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol
AT fangweidong temperaturecontrolmethodformicroaccelerometerchipsbasedongeneticalgorithmandfuzzypidcontrol