A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region

In this study, index of entropy and catastrophe theory methods were used for demarcating groundwater potential in an arid region using weighted linear combination techniques in geographical information system (GIS) environment. A case study from Badra area in the eastern part of central of Iraq was...

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Main Authors: Al Abadi, Alaa M. Atiaa, Shahid, Shamsuddin
Format: Article
Language:English
Published: Springer 2015
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Online Access:http://eprints.utm.my/id/eprint/55435/1/ShamsuddinShahid2015_AComparisonBetweenIndexOfEntropy.pdf
http://eprints.utm.my/id/eprint/55435/
http://dx.doi.org/10.1007/s10661-015-4801-2
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Institution: Universiti Teknologi Malaysia
Language: English
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spelling my.utm.554352016-09-06T04:46:23Z http://eprints.utm.my/id/eprint/55435/ A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region Al Abadi, Alaa M. Atiaa Shahid, Shamsuddin TA Engineering (General). Civil engineering (General) In this study, index of entropy and catastrophe theory methods were used for demarcating groundwater potential in an arid region using weighted linear combination techniques in geographical information system (GIS) environment. A case study from Badra area in the eastern part of central of Iraq was analyzed and discussed. Six factors believed to have influence on groundwater occurrence namely elevation, slope, aquifer transmissivity and storativity, soil, and distance to fault were prepared as raster thematic layers to facility integration into GIS environment. The factors were chosen based on the availability of data and local conditions of the study area. Both techniques were used for computing weights and assigning ranks vital for applying weighted linear combination approach. The results of application of both modes indicated that the most influential groundwater occurrence factors were slope and elevation. The other factors have relatively smaller values of weights implying that these factors have a minor role in groundwater occurrence conditions. The groundwater potential index (GPI) values for both models were classified using natural break classification scheme into five categories: very low, low, moderate, high, and very high. For validation of generated GPI, the relative operating characteristic (ROC) curves were used. According to the obtained area under the curve, the catastrophe model with 78 % prediction accuracy was found to perform better than entropy model with 77 % prediction accuracy. The overall results indicated that both models have good capability for predicting groundwater potential zones. Springer 2015-09 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/55435/1/ShamsuddinShahid2015_AComparisonBetweenIndexOfEntropy.pdf Al Abadi, Alaa M. Atiaa and Shahid, Shamsuddin (2015) A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region. Environmental Monitoring and Assessment, 187 (9). pp. 1-21. ISSN 0167-6369 http://dx.doi.org/10.1007/s10661-015-4801-2 DOI:10.1007/s10661-015-4801-2
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Al Abadi, Alaa M. Atiaa
Shahid, Shamsuddin
A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
description In this study, index of entropy and catastrophe theory methods were used for demarcating groundwater potential in an arid region using weighted linear combination techniques in geographical information system (GIS) environment. A case study from Badra area in the eastern part of central of Iraq was analyzed and discussed. Six factors believed to have influence on groundwater occurrence namely elevation, slope, aquifer transmissivity and storativity, soil, and distance to fault were prepared as raster thematic layers to facility integration into GIS environment. The factors were chosen based on the availability of data and local conditions of the study area. Both techniques were used for computing weights and assigning ranks vital for applying weighted linear combination approach. The results of application of both modes indicated that the most influential groundwater occurrence factors were slope and elevation. The other factors have relatively smaller values of weights implying that these factors have a minor role in groundwater occurrence conditions. The groundwater potential index (GPI) values for both models were classified using natural break classification scheme into five categories: very low, low, moderate, high, and very high. For validation of generated GPI, the relative operating characteristic (ROC) curves were used. According to the obtained area under the curve, the catastrophe model with 78 % prediction accuracy was found to perform better than entropy model with 77 % prediction accuracy. The overall results indicated that both models have good capability for predicting groundwater potential zones.
format Article
author Al Abadi, Alaa M. Atiaa
Shahid, Shamsuddin
author_facet Al Abadi, Alaa M. Atiaa
Shahid, Shamsuddin
author_sort Al Abadi, Alaa M. Atiaa
title A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
title_short A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
title_full A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
title_fullStr A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
title_full_unstemmed A comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
title_sort comparison between index of entropy and catastrophe theory methods for mapping groundwater potential in an arid region
publisher Springer
publishDate 2015
url http://eprints.utm.my/id/eprint/55435/1/ShamsuddinShahid2015_AComparisonBetweenIndexOfEntropy.pdf
http://eprints.utm.my/id/eprint/55435/
http://dx.doi.org/10.1007/s10661-015-4801-2
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