Cargando…

Attribute value extraction mechanism of Constructed Wetlands information

Constructed Wetlands (CWs) are a nature-based solution for the treatment of wastewater. The CWetlands – the Constructed Wetlands Knowledge Platform – intends to help understand how CWs can support achieving the Sustainable Development Goals. The platform is based on more than 100 attributes of CWs i...

Descripción completa

Detalles Bibliográficos
Autores principales: Nevado Amell, Mauricio Andres, Awais, Muhammad, Ragul, Sowmiya, Brüggemann, Kurt, Avellán, Tamara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6522699/
https://www.ncbi.nlm.nih.gov/pubmed/31193277
http://dx.doi.org/10.1016/j.mex.2019.04.017
_version_ 1783419166086135808
author Nevado Amell, Mauricio Andres
Awais, Muhammad
Ragul, Sowmiya
Brüggemann, Kurt
Avellán, Tamara
author_facet Nevado Amell, Mauricio Andres
Awais, Muhammad
Ragul, Sowmiya
Brüggemann, Kurt
Avellán, Tamara
author_sort Nevado Amell, Mauricio Andres
collection PubMed
description Constructed Wetlands (CWs) are a nature-based solution for the treatment of wastewater. The CWetlands – the Constructed Wetlands Knowledge Platform – intends to help understand how CWs can support achieving the Sustainable Development Goals. The platform is based on more than 100 attributes of CWs including criteria for design criteria, operation, efficiency, climate and other geographical factors. This study aims at developing an attribute value extraction mechanism tool in R to extract meaningful information from peer-reviewed journal articles in a reliable and fast way. • The tool focuses on the extraction of eighteen different extractable attributes gathered in 4 classes, which describe the main characteristics of CW systems. • The process contains 4 sub-processes: 1–2) the papers are accessed and pre-processed, 3) the attributes are extracted by two data mining techniques: Keyword Match and Web Scrap, and 4) the values are exported to a database. • For the development and testing of the tool, 13 articles were used. The tool achieved a mean success rate of 79% in 30 min; less compared with the 480 min needed with a manual approach. In further versions, the tool is expected to obtain a higher success rate in all attributes.
format Online
Article
Text
id pubmed-6522699
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-65226992019-05-24 Attribute value extraction mechanism of Constructed Wetlands information Nevado Amell, Mauricio Andres Awais, Muhammad Ragul, Sowmiya Brüggemann, Kurt Avellán, Tamara MethodsX Environmental Science Constructed Wetlands (CWs) are a nature-based solution for the treatment of wastewater. The CWetlands – the Constructed Wetlands Knowledge Platform – intends to help understand how CWs can support achieving the Sustainable Development Goals. The platform is based on more than 100 attributes of CWs including criteria for design criteria, operation, efficiency, climate and other geographical factors. This study aims at developing an attribute value extraction mechanism tool in R to extract meaningful information from peer-reviewed journal articles in a reliable and fast way. • The tool focuses on the extraction of eighteen different extractable attributes gathered in 4 classes, which describe the main characteristics of CW systems. • The process contains 4 sub-processes: 1–2) the papers are accessed and pre-processed, 3) the attributes are extracted by two data mining techniques: Keyword Match and Web Scrap, and 4) the values are exported to a database. • For the development and testing of the tool, 13 articles were used. The tool achieved a mean success rate of 79% in 30 min; less compared with the 480 min needed with a manual approach. In further versions, the tool is expected to obtain a higher success rate in all attributes. Elsevier 2019-04-30 /pmc/articles/PMC6522699/ /pubmed/31193277 http://dx.doi.org/10.1016/j.mex.2019.04.017 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Environmental Science
Nevado Amell, Mauricio Andres
Awais, Muhammad
Ragul, Sowmiya
Brüggemann, Kurt
Avellán, Tamara
Attribute value extraction mechanism of Constructed Wetlands information
title Attribute value extraction mechanism of Constructed Wetlands information
title_full Attribute value extraction mechanism of Constructed Wetlands information
title_fullStr Attribute value extraction mechanism of Constructed Wetlands information
title_full_unstemmed Attribute value extraction mechanism of Constructed Wetlands information
title_short Attribute value extraction mechanism of Constructed Wetlands information
title_sort attribute value extraction mechanism of constructed wetlands information
topic Environmental Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6522699/
https://www.ncbi.nlm.nih.gov/pubmed/31193277
http://dx.doi.org/10.1016/j.mex.2019.04.017
work_keys_str_mv AT nevadoamellmauricioandres attributevalueextractionmechanismofconstructedwetlandsinformation
AT awaismuhammad attributevalueextractionmechanismofconstructedwetlandsinformation
AT ragulsowmiya attributevalueextractionmechanismofconstructedwetlandsinformation
AT bruggemannkurt attributevalueextractionmechanismofconstructedwetlandsinformation
AT avellantamara attributevalueextractionmechanismofconstructedwetlandsinformation