Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs
Climate change is a global issue and causes great uncertainties in runoff and streamflow projections, especially in high-altitude basins. The quantification of climatic indicators remains a tedious job for the scarcely gauged mountainous basin. This study investigated climate change by incorporating...
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oai:doaj.org-article:966360e5288d44b2a90de45035bcc0fc2021-11-09T23:59:23ZFuture climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs2040-22442408-935410.2166/wcc.2021.283https://doaj.org/article/966360e5288d44b2a90de45035bcc0fc2021-11-01T00:00:00Zhttp://jwcc.iwaponline.com/content/12/7/2993https://doaj.org/toc/2040-2244https://doaj.org/toc/2408-9354Climate change is a global issue and causes great uncertainties in runoff and streamflow projections, especially in high-altitude basins. The quantification of climatic indicators remains a tedious job for the scarcely gauged mountainous basin. This study investigated climate change by incorporating GCM (CCSM4) using the SDSM method for RCPs in the Jhelum river basin. Historical climatic data were coupled with Aphrodite data to cope with the scarcity of weather stations. SDSM was calibrated for the period 1976–2005 and validated for the period 2006–2015 using R2 and RMSE. Future climatic indicators were downscaled and debiased using the MB-BC method. The de-biased downscaled data and MODIS data were used to simulate discharge of Jhelum river basin using SRM. Simulated discharge was compared with measured discharge by using Dv% and NSE. The R2 and RMSE for SDSM range between 0.89–0.95 and 0.8–1.02 for temperature and 0.86–0.96 and 0.57–1.02 for precipitation. Projections depicted a rising trend of 1.5 °C to 3.8 °C in temperature, 2–7% in mean annual precipitation and 3.3–7.4% in discharge for 2100 as compared to the baseline period. Results depicted an increasing trend for climatic indicators and discharge due to climate change for the basin. HIGHLIGHTS Climate change has great impacts on the hydrological cycle of the river basin.; Statistical downscaling is the more efficient technique to project climate change using GCMs.; Hydrology of the mountainous river basin has been severely impacted by temperature rise and glacier/snow melting.; The climatic and hydrologic projections for the mountainous river Jhelum basin were made for two RCPs (RCP-4.5 and RCP-8.5).;Saira MunawarMuhammad Naveed TahirMuhammad Hassan Ali BaigIWA Publishingarticleclimate changegcmrcpssdsmsrmEnvironmental technology. Sanitary engineeringTD1-1066Environmental sciencesGE1-350ENJournal of Water and Climate Change, Vol 12, Iss 7, Pp 2993-3004 (2021) |
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climate change gcm rcps sdsm srm Environmental technology. Sanitary engineering TD1-1066 Environmental sciences GE1-350 |
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climate change gcm rcps sdsm srm Environmental technology. Sanitary engineering TD1-1066 Environmental sciences GE1-350 Saira Munawar Muhammad Naveed Tahir Muhammad Hassan Ali Baig Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
description |
Climate change is a global issue and causes great uncertainties in runoff and streamflow projections, especially in high-altitude basins. The quantification of climatic indicators remains a tedious job for the scarcely gauged mountainous basin. This study investigated climate change by incorporating GCM (CCSM4) using the SDSM method for RCPs in the Jhelum river basin. Historical climatic data were coupled with Aphrodite data to cope with the scarcity of weather stations. SDSM was calibrated for the period 1976–2005 and validated for the period 2006–2015 using R2 and RMSE. Future climatic indicators were downscaled and debiased using the MB-BC method. The de-biased downscaled data and MODIS data were used to simulate discharge of Jhelum river basin using SRM. Simulated discharge was compared with measured discharge by using Dv% and NSE. The R2 and RMSE for SDSM range between 0.89–0.95 and 0.8–1.02 for temperature and 0.86–0.96 and 0.57–1.02 for precipitation. Projections depicted a rising trend of 1.5 °C to 3.8 °C in temperature, 2–7% in mean annual precipitation and 3.3–7.4% in discharge for 2100 as compared to the baseline period. Results depicted an increasing trend for climatic indicators and discharge due to climate change for the basin. HIGHLIGHTS
Climate change has great impacts on the hydrological cycle of the river basin.;
Statistical downscaling is the more efficient technique to project climate change using GCMs.;
Hydrology of the mountainous river basin has been severely impacted by temperature rise and glacier/snow melting.;
The climatic and hydrologic projections for the mountainous river Jhelum basin were made for two RCPs (RCP-4.5 and RCP-8.5).; |
format |
article |
author |
Saira Munawar Muhammad Naveed Tahir Muhammad Hassan Ali Baig |
author_facet |
Saira Munawar Muhammad Naveed Tahir Muhammad Hassan Ali Baig |
author_sort |
Saira Munawar |
title |
Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
title_short |
Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
title_full |
Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
title_fullStr |
Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
title_full_unstemmed |
Future climate change impacts on runoff of scarcely gauged Jhelum river basin using SDSM and RCPs |
title_sort |
future climate change impacts on runoff of scarcely gauged jhelum river basin using sdsm and rcps |
publisher |
IWA Publishing |
publishDate |
2021 |
url |
https://doaj.org/article/966360e5288d44b2a90de45035bcc0fc |
work_keys_str_mv |
AT sairamunawar futureclimatechangeimpactsonrunoffofscarcelygaugedjhelumriverbasinusingsdsmandrcps AT muhammadnaveedtahir futureclimatechangeimpactsonrunoffofscarcelygaugedjhelumriverbasinusingsdsmandrcps AT muhammadhassanalibaig futureclimatechangeimpactsonrunoffofscarcelygaugedjhelumriverbasinusingsdsmandrcps |
_version_ |
1718440770279571456 |