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Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor

Measuring temperature and moisture are important in many scenarios. It has been verified that temperature greatly affects the accuracy of moisture sensing. Moisture sensing performance would suffer without temperature calibrations. This paper introduces a nonlinearity compensation technique for temp...

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Detalles Bibliográficos
Autores principales: Chen, Guohong, Zhou, Shengjun, Ni, Jie, Huang, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952882/
https://www.ncbi.nlm.nih.gov/pubmed/31847225
http://dx.doi.org/10.3390/mi10120878
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author Chen, Guohong
Zhou, Shengjun
Ni, Jie
Huang, Hao
author_facet Chen, Guohong
Zhou, Shengjun
Ni, Jie
Huang, Hao
author_sort Chen, Guohong
collection PubMed
description Measuring temperature and moisture are important in many scenarios. It has been verified that temperature greatly affects the accuracy of moisture sensing. Moisture sensing performance would suffer without temperature calibrations. This paper introduces a nonlinearity compensation technique for temperature-dependent nonlinearity calibration of moisture sensors, which is based on an adaptive nonlinear order regulating model. An adaptive algorithm is designed to automatically find the optimal order number, which was subsequently applied in a nonlinear mathematical model to compensate for the temperature effects and improve the moisture measurement accuracy. The integrated temperature and moisture sensor with the proposed adaptive nonlinear order regulating nonlinearity compensation technique is found to be more effective and yield better sensing performance.
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spelling pubmed-69528822020-01-23 Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor Chen, Guohong Zhou, Shengjun Ni, Jie Huang, Hao Micromachines (Basel) Article Measuring temperature and moisture are important in many scenarios. It has been verified that temperature greatly affects the accuracy of moisture sensing. Moisture sensing performance would suffer without temperature calibrations. This paper introduces a nonlinearity compensation technique for temperature-dependent nonlinearity calibration of moisture sensors, which is based on an adaptive nonlinear order regulating model. An adaptive algorithm is designed to automatically find the optimal order number, which was subsequently applied in a nonlinear mathematical model to compensate for the temperature effects and improve the moisture measurement accuracy. The integrated temperature and moisture sensor with the proposed adaptive nonlinear order regulating nonlinearity compensation technique is found to be more effective and yield better sensing performance. MDPI 2019-12-13 /pmc/articles/PMC6952882/ /pubmed/31847225 http://dx.doi.org/10.3390/mi10120878 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
Chen, Guohong
Zhou, Shengjun
Ni, Jie
Huang, Hao
Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title_full Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title_fullStr Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title_full_unstemmed Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title_short Adaptive Nonlinearity Compensation System for Integrated Temperature and Moisture Sensor
title_sort adaptive nonlinearity compensation system for integrated temperature and moisture sensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6952882/
https://www.ncbi.nlm.nih.gov/pubmed/31847225
http://dx.doi.org/10.3390/mi10120878
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