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An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency

Portable meteorological stations are widely applied in environment monitoring systems, but they are always limited in power-supplying due to no cable power, especially in long-term monitoring scenarios. Reducing power consumption by adjusting a suitable frequency of sensor acquisition is very import...

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Detalles Bibliográficos
Autores principales: Chen, Feng, Xu, Shouzhi, Zhao, Ying, Zhang, Hui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7071008/
https://www.ncbi.nlm.nih.gov/pubmed/32059549
http://dx.doi.org/10.3390/s20040990
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author Chen, Feng
Xu, Shouzhi
Zhao, Ying
Zhang, Hui
author_facet Chen, Feng
Xu, Shouzhi
Zhao, Ying
Zhang, Hui
author_sort Chen, Feng
collection PubMed
description Portable meteorological stations are widely applied in environment monitoring systems, but they are always limited in power-supplying due to no cable power, especially in long-term monitoring scenarios. Reducing power consumption by adjusting a suitable frequency of sensor acquisition is very important for wireless sensor nodes. The regularity of historical environment data from a monitoring system is analyzed, and then an optimization model of an adaptive genetic algorithm for environment monitoring data acquisition strategies is proposed to lessen sampling frequency. According to the historical characteristics, the algorithm dynamically changes the recent data acquisition frequency so as to collect data with a smaller acquisition frequency, which will reduce the energy consumption of the sensor. Experiment results in a practical environment show that the algorithm can greatly reduce the acquisition frequency, and can obtain the environment monitoring data changing curve with less error compared with the high-frequency acquisition of fixed frequency.
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spelling pubmed-70710082020-03-19 An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency Chen, Feng Xu, Shouzhi Zhao, Ying Zhang, Hui Sensors (Basel) Article Portable meteorological stations are widely applied in environment monitoring systems, but they are always limited in power-supplying due to no cable power, especially in long-term monitoring scenarios. Reducing power consumption by adjusting a suitable frequency of sensor acquisition is very important for wireless sensor nodes. The regularity of historical environment data from a monitoring system is analyzed, and then an optimization model of an adaptive genetic algorithm for environment monitoring data acquisition strategies is proposed to lessen sampling frequency. According to the historical characteristics, the algorithm dynamically changes the recent data acquisition frequency so as to collect data with a smaller acquisition frequency, which will reduce the energy consumption of the sensor. Experiment results in a practical environment show that the algorithm can greatly reduce the acquisition frequency, and can obtain the environment monitoring data changing curve with less error compared with the high-frequency acquisition of fixed frequency. MDPI 2020-02-12 /pmc/articles/PMC7071008/ /pubmed/32059549 http://dx.doi.org/10.3390/s20040990 Text en © 2020 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, Feng
Xu, Shouzhi
Zhao, Ying
Zhang, Hui
An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title_full An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title_fullStr An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title_full_unstemmed An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title_short An Adaptive Genetic Algorithm of Adjusting Sensor Acquisition Frequency
title_sort adaptive genetic algorithm of adjusting sensor acquisition frequency
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7071008/
https://www.ncbi.nlm.nih.gov/pubmed/32059549
http://dx.doi.org/10.3390/s20040990
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