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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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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. |
format | Online Article Text |
id | pubmed-6952882 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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