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Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes
The impact of climate change on the oxygen saturation content of the world’s surface waters is a significant topic for future water quality in a warming environment. While increasing river water temperatures (RWTs) with climate change signals have been the subject of several recent research, how cli...
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/PMC9163182/ https://www.ncbi.nlm.nih.gov/pubmed/35655079 http://dx.doi.org/10.1038/s41598-022-12996-7 |
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author | Rajesh, M. Rehana, S. |
author_facet | Rajesh, M. Rehana, S. |
author_sort | Rajesh, M. |
collection | PubMed |
description | The impact of climate change on the oxygen saturation content of the world’s surface waters is a significant topic for future water quality in a warming environment. While increasing river water temperatures (RWTs) with climate change signals have been the subject of several recent research, how climate change affects Dissolved Oxygen (DO) saturation levels have not been intensively studied. This study examined the direct effect of rising RWTs on saturated DO concentrations. For this, a hybrid deep learning model using Long Short-Term Memory integrated with k-nearest neighbor bootstrap resampling algorithm is developed for RWT prediction addressing sparse spatiotemporal RWT data for seven major polluted river catchments of India at a monthly scale. The summer RWT increase for Tunga-Bhadra, Sabarmati, Musi, Ganga, and Narmada basins are predicted as 3.1, 3.8, 5.8, 7.3, 7.8 °C, respectively, for 2071–2100 with ensemble of NASA Earth Exchange Global Daily Downscaled Projections of air temperature with Representative Concentration Pathway 8.5 scenario. The RWT increases up to7 °C for summer, reaching close to 35 °C, and decreases DO saturation capacity by 2–12% for 2071–2100. Overall, for every 1 °C RWT increase, there will be about 2.3% decrease in DO saturation level concentrations over Indian catchments under climate signals. |
format | Online Article Text |
id | pubmed-9163182 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91631822022-06-05 Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes Rajesh, M. Rehana, S. Sci Rep Article The impact of climate change on the oxygen saturation content of the world’s surface waters is a significant topic for future water quality in a warming environment. While increasing river water temperatures (RWTs) with climate change signals have been the subject of several recent research, how climate change affects Dissolved Oxygen (DO) saturation levels have not been intensively studied. This study examined the direct effect of rising RWTs on saturated DO concentrations. For this, a hybrid deep learning model using Long Short-Term Memory integrated with k-nearest neighbor bootstrap resampling algorithm is developed for RWT prediction addressing sparse spatiotemporal RWT data for seven major polluted river catchments of India at a monthly scale. The summer RWT increase for Tunga-Bhadra, Sabarmati, Musi, Ganga, and Narmada basins are predicted as 3.1, 3.8, 5.8, 7.3, 7.8 °C, respectively, for 2071–2100 with ensemble of NASA Earth Exchange Global Daily Downscaled Projections of air temperature with Representative Concentration Pathway 8.5 scenario. The RWT increases up to7 °C for summer, reaching close to 35 °C, and decreases DO saturation capacity by 2–12% for 2071–2100. Overall, for every 1 °C RWT increase, there will be about 2.3% decrease in DO saturation level concentrations over Indian catchments under climate signals. Nature Publishing Group UK 2022-06-02 /pmc/articles/PMC9163182/ /pubmed/35655079 http://dx.doi.org/10.1038/s41598-022-12996-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Rajesh, M. Rehana, S. Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title | Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title_full | Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title_fullStr | Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title_full_unstemmed | Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title_short | Impact of climate change on river water temperature and dissolved oxygen: Indian riverine thermal regimes |
title_sort | impact of climate change on river water temperature and dissolved oxygen: indian riverine thermal regimes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9163182/ https://www.ncbi.nlm.nih.gov/pubmed/35655079 http://dx.doi.org/10.1038/s41598-022-12996-7 |
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