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Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks
Providing descriptions of isolated sensors and sensor networks in natural language, understandable by the general public, is useful to help users find relevant sensors and analyze sensor data. In this paper, we discuss the feasibility of using geographic knowledge from public databases available on...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541865/ https://www.ncbi.nlm.nih.gov/pubmed/26151211 http://dx.doi.org/10.3390/s150716009 |
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author | Molina, Martin Sanchez-Soriano, Javier Corcho, Oscar |
author_facet | Molina, Martin Sanchez-Soriano, Javier Corcho, Oscar |
author_sort | Molina, Martin |
collection | PubMed |
description | Providing descriptions of isolated sensors and sensor networks in natural language, understandable by the general public, is useful to help users find relevant sensors and analyze sensor data. In this paper, we discuss the feasibility of using geographic knowledge from public databases available on the Web (such as OpenStreetMap, Geonames, or DBpedia) to automatically construct such descriptions. We present a general method that uses such information to generate sensor descriptions in natural language. The results of the evaluation of our method in a hydrologic national sensor network showed that this approach is feasible and capable of generating adequate sensor descriptions with a lower development effort compared to other approaches. In the paper we also analyze certain problems that we found in public databases (e.g., heterogeneity, non-standard use of labels, or rigid search methods) and their impact in the generation of sensor descriptions. |
format | Online Article Text |
id | pubmed-4541865 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-45418652015-08-26 Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks Molina, Martin Sanchez-Soriano, Javier Corcho, Oscar Sensors (Basel) Article Providing descriptions of isolated sensors and sensor networks in natural language, understandable by the general public, is useful to help users find relevant sensors and analyze sensor data. In this paper, we discuss the feasibility of using geographic knowledge from public databases available on the Web (such as OpenStreetMap, Geonames, or DBpedia) to automatically construct such descriptions. We present a general method that uses such information to generate sensor descriptions in natural language. The results of the evaluation of our method in a hydrologic national sensor network showed that this approach is feasible and capable of generating adequate sensor descriptions with a lower development effort compared to other approaches. In the paper we also analyze certain problems that we found in public databases (e.g., heterogeneity, non-standard use of labels, or rigid search methods) and their impact in the generation of sensor descriptions. MDPI 2015-07-03 /pmc/articles/PMC4541865/ /pubmed/26151211 http://dx.doi.org/10.3390/s150716009 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Molina, Martin Sanchez-Soriano, Javier Corcho, Oscar Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title | Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title_full | Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title_fullStr | Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title_full_unstemmed | Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title_short | Using Open Geographic Data to Generate Natural Language Descriptions for Hydrological Sensor Networks |
title_sort | using open geographic data to generate natural language descriptions for hydrological sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4541865/ https://www.ncbi.nlm.nih.gov/pubmed/26151211 http://dx.doi.org/10.3390/s150716009 |
work_keys_str_mv | AT molinamartin usingopengeographicdatatogeneratenaturallanguagedescriptionsforhydrologicalsensornetworks AT sanchezsorianojavier usingopengeographicdatatogeneratenaturallanguagedescriptionsforhydrologicalsensornetworks AT corchooscar usingopengeographicdatatogeneratenaturallanguagedescriptionsforhydrologicalsensornetworks |