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Smart Sensing Period for Efficient Energy Consumption in IoT Network
The devices included in IoT networks have sensors and actuators for monitoring their surroundings. These operate on battery energy, according to the characteristics of the environment in which they are deployed. To enhance the longevity of IoT networks, the devices need to avoid any unnecessary sens...
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/PMC6891624/ https://www.ncbi.nlm.nih.gov/pubmed/31718090 http://dx.doi.org/10.3390/s19224915 |
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author | Kim, Woojae Jung, Inbum |
author_facet | Kim, Woojae Jung, Inbum |
author_sort | Kim, Woojae |
collection | PubMed |
description | The devices included in IoT networks have sensors and actuators for monitoring their surroundings. These operate on battery energy, according to the characteristics of the environment in which they are deployed. To enhance the longevity of IoT networks, the devices need to avoid any unnecessary sensing operations in order to reduce the power consumption rate. However, as existing sensing methods use a fixed sensing period policy, battery power wastage is inevitable. In this paper, a smart sensing period policy is proposed for efficient energy consumption in an IoT network. The proposed method uses a learning model based on a back-propagation neural network. Within the target time, it can efficiently use the battery energy without any surplus or wastage in the quantity of preserved battery energy. In experiments, our proposed method shows improved results in battery energy consumption rates compared to the existing sensing period methods. |
format | Online Article Text |
id | pubmed-6891624 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68916242019-12-12 Smart Sensing Period for Efficient Energy Consumption in IoT Network Kim, Woojae Jung, Inbum Sensors (Basel) Article The devices included in IoT networks have sensors and actuators for monitoring their surroundings. These operate on battery energy, according to the characteristics of the environment in which they are deployed. To enhance the longevity of IoT networks, the devices need to avoid any unnecessary sensing operations in order to reduce the power consumption rate. However, as existing sensing methods use a fixed sensing period policy, battery power wastage is inevitable. In this paper, a smart sensing period policy is proposed for efficient energy consumption in an IoT network. The proposed method uses a learning model based on a back-propagation neural network. Within the target time, it can efficiently use the battery energy without any surplus or wastage in the quantity of preserved battery energy. In experiments, our proposed method shows improved results in battery energy consumption rates compared to the existing sensing period methods. MDPI 2019-11-12 /pmc/articles/PMC6891624/ /pubmed/31718090 http://dx.doi.org/10.3390/s19224915 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 Kim, Woojae Jung, Inbum Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title | Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title_full | Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title_fullStr | Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title_full_unstemmed | Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title_short | Smart Sensing Period for Efficient Energy Consumption in IoT Network |
title_sort | smart sensing period for efficient energy consumption in iot network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6891624/ https://www.ncbi.nlm.nih.gov/pubmed/31718090 http://dx.doi.org/10.3390/s19224915 |
work_keys_str_mv | AT kimwoojae smartsensingperiodforefficientenergyconsumptioniniotnetwork AT junginbum smartsensingperiodforefficientenergyconsumptioniniotnetwork |