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Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks
Wireless sensor networks can be regarded as sensor database systems, which permit users to query sensor data of interest. Among various spatial database queries, we focus the area-wise aggregate queries in the region where the sensor values are above a predefined threshold, which are summarized as a...
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/PMC6308554/ https://www.ncbi.nlm.nih.gov/pubmed/30513657 http://dx.doi.org/10.3390/s18124203 |
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author | Liu, Yaxi Huangfu, Wei Zhang, Haijun Long, Keping |
author_facet | Liu, Yaxi Huangfu, Wei Zhang, Haijun Long, Keping |
author_sort | Liu, Yaxi |
collection | PubMed |
description | Wireless sensor networks can be regarded as sensor database systems, which permit users to query sensor data of interest. Among various spatial database queries, we focus the area-wise aggregate queries in the region where the sensor values are above a predefined threshold, which are summarized as above-threshold queries. In this paper, we propose a novel Bilinear Interpolation-Based (BIB) algorithm, which utilizes the bilinear interpolation to estimate the environmental variables inside a grid with the known sensor values at the vertexes, to support the above-threshold queries for regularly-deployed sensor networks and provide the closed-form solution of the above-threshold ratio. We designate experiments with both the artificially-constructed environment data and the real temperature data. Experiment results manifest that the proposed BIB algorithm shows a good performance in estimating the above-threshold ratios to support the above-threshold queries in an accurate and efficient manner. |
format | Online Article Text |
id | pubmed-6308554 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-63085542019-01-04 Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks Liu, Yaxi Huangfu, Wei Zhang, Haijun Long, Keping Sensors (Basel) Article Wireless sensor networks can be regarded as sensor database systems, which permit users to query sensor data of interest. Among various spatial database queries, we focus the area-wise aggregate queries in the region where the sensor values are above a predefined threshold, which are summarized as above-threshold queries. In this paper, we propose a novel Bilinear Interpolation-Based (BIB) algorithm, which utilizes the bilinear interpolation to estimate the environmental variables inside a grid with the known sensor values at the vertexes, to support the above-threshold queries for regularly-deployed sensor networks and provide the closed-form solution of the above-threshold ratio. We designate experiments with both the artificially-constructed environment data and the real temperature data. Experiment results manifest that the proposed BIB algorithm shows a good performance in estimating the above-threshold ratios to support the above-threshold queries in an accurate and efficient manner. MDPI 2018-11-30 /pmc/articles/PMC6308554/ /pubmed/30513657 http://dx.doi.org/10.3390/s18124203 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 Liu, Yaxi Huangfu, Wei Zhang, Haijun Long, Keping Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title | Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title_full | Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title_fullStr | Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title_full_unstemmed | Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title_short | Above-Threshold Queries of Environmental Conditions Based on Bilinear Interpolation in Wireless Sensor Networks |
title_sort | above-threshold queries of environmental conditions based on bilinear interpolation in wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308554/ https://www.ncbi.nlm.nih.gov/pubmed/30513657 http://dx.doi.org/10.3390/s18124203 |
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