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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...

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Detalles Bibliográficos
Autores principales: Liu, Yaxi, Huangfu, Wei, Zhang, Haijun, Long, Keping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
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.
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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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