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An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany
Uckermark, a district of the state Brandenburg, Germany is situated in one of the driest regions of Germany. The district is known for its agricultural activities and natural resources. But in recent times the district is being prone to groundwater deficit due to the dryness of its climate. In this...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9013400/ https://www.ncbi.nlm.nih.gov/pubmed/35430610 http://dx.doi.org/10.1038/s41598-022-10403-9 |
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author | Raihan, Ahmed Tahmid Bauer, Sonja Mukhopadhaya, Sayan |
author_facet | Raihan, Ahmed Tahmid Bauer, Sonja Mukhopadhaya, Sayan |
author_sort | Raihan, Ahmed Tahmid |
collection | PubMed |
description | Uckermark, a district of the state Brandenburg, Germany is situated in one of the driest regions of Germany. The district is known for its agricultural activities and natural resources. But in recent times the district is being prone to groundwater deficit due to the dryness of its climate. In this research initiative, a GIS and Remote Sensing based approach has been made to detect the potential groundwater recharge zones of Uckermark district and observe the groundwater level condition over a period of 21 years (2000–2020). Analytic Hierarchy Process has been used to locate the potential groundwater recharge zones and later a Long Short-Term Memory (LSTM) based model has been developed to forecast the seasonal groundwater level for the upcoming five years in the potential groundwater recharge zones based on observation data from groundwater measurement points. This enabled us to see the groundwater condition of Uckermark in near future and point out the necessary steps to be taken. |
format | Online Article Text |
id | pubmed-9013400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90134002022-04-21 An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany Raihan, Ahmed Tahmid Bauer, Sonja Mukhopadhaya, Sayan Sci Rep Article Uckermark, a district of the state Brandenburg, Germany is situated in one of the driest regions of Germany. The district is known for its agricultural activities and natural resources. But in recent times the district is being prone to groundwater deficit due to the dryness of its climate. In this research initiative, a GIS and Remote Sensing based approach has been made to detect the potential groundwater recharge zones of Uckermark district and observe the groundwater level condition over a period of 21 years (2000–2020). Analytic Hierarchy Process has been used to locate the potential groundwater recharge zones and later a Long Short-Term Memory (LSTM) based model has been developed to forecast the seasonal groundwater level for the upcoming five years in the potential groundwater recharge zones based on observation data from groundwater measurement points. This enabled us to see the groundwater condition of Uckermark in near future and point out the necessary steps to be taken. Nature Publishing Group UK 2022-04-16 /pmc/articles/PMC9013400/ /pubmed/35430610 http://dx.doi.org/10.1038/s41598-022-10403-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Raihan, Ahmed Tahmid Bauer, Sonja Mukhopadhaya, Sayan An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title | An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title_full | An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title_fullStr | An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title_full_unstemmed | An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title_short | An AHP based approach to forecast groundwater level at potential recharge zones of Uckermark District, Brandenburg, Germany |
title_sort | ahp based approach to forecast groundwater level at potential recharge zones of uckermark district, brandenburg, germany |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9013400/ https://www.ncbi.nlm.nih.gov/pubmed/35430610 http://dx.doi.org/10.1038/s41598-022-10403-9 |
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