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Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment
With the advent of the Internet of Things, billions of objects or devices are inserted into the global computer network, generating and processing data at a volume never imagined before. This paper proposes a way to collect and process local data through a data fusion technology called summarization...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5876513/ https://www.ncbi.nlm.nih.gov/pubmed/29518890 http://dx.doi.org/10.3390/s18030799 |
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author | Maschi, Luis F. C. Pinto, Alex S. R. Meneguette, Rodolfo I. Baldassin, Alexandro |
author_facet | Maschi, Luis F. C. Pinto, Alex S. R. Meneguette, Rodolfo I. Baldassin, Alexandro |
author_sort | Maschi, Luis F. C. |
collection | PubMed |
description | With the advent of the Internet of Things, billions of objects or devices are inserted into the global computer network, generating and processing data at a volume never imagined before. This paper proposes a way to collect and process local data through a data fusion technology called summarization. The main feature of the proposal is the local data fusion, through parameters provided by the application, ensuring the quality of data collected by the sensor node. In the evaluation, the sensor node was compared when performing the data summary with another that performed a continuous recording of the collected data. Two sets of nodes were created, one with a sensor node that analyzed the luminosity of the room, which in this case obtained a reduction of 97% in the volume of data generated, and another set that analyzed the temperature of the room, obtaining a reduction of 80% in the data volume. Through these tests, it has been proven that the local data fusion at the node can be used to reduce the volume of data generated, consequently decreasing the volume of messages generated by IoT environments. |
format | Online Article Text |
id | pubmed-5876513 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-58765132018-04-09 Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment Maschi, Luis F. C. Pinto, Alex S. R. Meneguette, Rodolfo I. Baldassin, Alexandro Sensors (Basel) Article With the advent of the Internet of Things, billions of objects or devices are inserted into the global computer network, generating and processing data at a volume never imagined before. This paper proposes a way to collect and process local data through a data fusion technology called summarization. The main feature of the proposal is the local data fusion, through parameters provided by the application, ensuring the quality of data collected by the sensor node. In the evaluation, the sensor node was compared when performing the data summary with another that performed a continuous recording of the collected data. Two sets of nodes were created, one with a sensor node that analyzed the luminosity of the room, which in this case obtained a reduction of 97% in the volume of data generated, and another set that analyzed the temperature of the room, obtaining a reduction of 80% in the data volume. Through these tests, it has been proven that the local data fusion at the node can be used to reduce the volume of data generated, consequently decreasing the volume of messages generated by IoT environments. MDPI 2018-03-07 /pmc/articles/PMC5876513/ /pubmed/29518890 http://dx.doi.org/10.3390/s18030799 Text en © 2018 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 Maschi, Luis F. C. Pinto, Alex S. R. Meneguette, Rodolfo I. Baldassin, Alexandro Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title | Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title_full | Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title_fullStr | Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title_full_unstemmed | Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title_short | Data Summarization in the Node by Parameters (DSNP): Local Data Fusion in an IoT Environment |
title_sort | data summarization in the node by parameters (dsnp): local data fusion in an iot environment |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5876513/ https://www.ncbi.nlm.nih.gov/pubmed/29518890 http://dx.doi.org/10.3390/s18030799 |
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