Hydrological modeling to simulate streamflow under changing climate in a scarcely gauged cryosphere catchment

Investigation of continuous daily streamflow based on both rainfall and snowmelt in a cryosphere catchment is challenging, particularly when climate records are limited or unavailable. This study compares the accuracy of the Hydrological Engineering Center-Hydrological Modeling System (HEC-HMS) and...

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Published inEnvironmental earth sciences Vol. 75; no. 3; p. 1
Main Authors Azmat, Muhammad, Choi, Minha, Kim, Tae-Woong, Liaqat, Umar Waqas
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.02.2016
Springer Nature B.V
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Abstract Investigation of continuous daily streamflow based on both rainfall and snowmelt in a cryosphere catchment is challenging, particularly when climate records are limited or unavailable. This study compares the accuracy of the Hydrological Engineering Center-Hydrological Modeling System (HEC-HMS) and the Snowmelt-Runoff Model (SRM) to perform continuous simulation of rainfall and snowmelt-runoff in the scarcely gauged Jhelum River basin of Pakistan under current and potential climate change scenarios. We used Tropical Rainfall Measuring Mission (TRMM) precipitation data and Moderate Resolution Imaging Spectroradiometer (MODIS) snow cover data to examine the efficiency of both models. Observed streamflow data from 5 years (2000–2005) were used for calibration and from another 3 years (2007–2010) were used for model validation. Good agreement was attained between the simulated and observed streamflow for annual and snowmelt season in the validation period: (0.71, 10.4) and (0.58, 12.4) for HEC-HMS and (0.74, 8.82) and (0.64, 1.74) for SRM [statistic stated as (Nash–Sutcliffe efficiency and difference in volume %)], respectively. Future streamflow was projected for 2095 using potential climate change scenarios based on precipitation, mean temperature, and snow cover area (SCA). The HEC-HMS and SRM indicated variations in annual streamflow from −8 to +14 % and −13 to +35 %, respectively, with a change in temperature from −2 to +4 °C and from −11 to +32 % and 13–42 % with a change in precipitation from −10 to +20 % along a temperature increase from 2 to 4 °C, respectively. Additionally, SRM showed that changes in SCA from −10 to +30 % would contribute to annual streamflow from −4 to +14 %, whereas a temperature increase from 2 to 4 °C along with a 20 % increase in SCA extent would increase the annual streamflow by 34 %. Overall, the results of this study reveal that the SRM model has a high computing efficiency and requires fewer data inputs than HEC-HMS to predict runoff under changing climate conditions in a high-altitude, scarcely gauged basin.
AbstractList Investigation of continuous daily streamflow based on both rainfall and snowmelt in a cryosphere catchment is challenging, particularly when climate records are limited or unavailable. This study compares the accuracy of the Hydrological Engineering Center-Hydrological Modeling System (HEC-HMS) and the Snowmelt-Runoff Model (SRM) to perform continuous simulation of rainfall and snowmelt-runoff in the scarcely gauged Jhelum River basin of Pakistan under current and potential climate change scenarios. We used Tropical Rainfall Measuring Mission (TRMM) precipitation data and Moderate Resolution Imaging Spectroradiometer (MODIS) snow cover data to examine the efficiency of both models. Observed streamflow data from 5 years (2000-2005) were used for calibration and from another 3 years (2007-2010) were used for model validation. Good agreement was attained between the simulated and observed streamflow for annual and snowmelt season in the validation period: (0.71, 10.4) and (0.58, 12.4) for HEC-HMS and (0.74, 8.82) and (0.64, 1.74) for SRM [statistic stated as (Nash-Sutcliffe efficiency and difference in volume %)], respectively. Future streamflow was projected for 2095 using potential climate change scenarios based on precipitation, mean temperature, and snow cover area (SCA). The HEC-HMS and SRM indicated variations in annual streamflow from -8 to +14 % and -13 to +35 %, respectively, with a change in temperature from -2 to +4 °C and from -11 to +32 % and 13-42 % with a change in precipitation from -10 to +20 % along a temperature increase from 2 to 4 °C, respectively. Additionally, SRM showed that changes in SCA from -10 to +30 % would contribute to annual streamflow from -4 to +14 %, whereas a temperature increase from 2 to 4 °C along with a 20 % increase in SCA extent would increase the annual streamflow by 34 %. Overall, the results of this study reveal that the SRM model has a high computing efficiency and requires fewer data inputs than HEC-HMS to predict runoff under changing climate conditions in a high-altitude, scarcely gauged basin.
Investigation of continuous daily streamflow based on both rainfall and snowmelt in a cryosphere catchment is challenging, particularly when climate records are limited or unavailable. This study compares the accuracy of the Hydrological Engineering Center-Hydrological Modeling System (HEC-HMS) and the Snowmelt-Runoff Model (SRM) to perform continuous simulation of rainfall and snowmelt-runoff in the scarcely gauged Jhelum River basin of Pakistan under current and potential climate change scenarios. We used Tropical Rainfall Measuring Mission (TRMM) precipitation data and Moderate Resolution Imaging Spectroradiometer (MODIS) snow cover data to examine the efficiency of both models. Observed streamflow data from 5 years (2000–2005) were used for calibration and from another 3 years (2007–2010) were used for model validation. Good agreement was attained between the simulated and observed streamflow for annual and snowmelt season in the validation period: (0.71, 10.4) and (0.58, 12.4) for HEC-HMS and (0.74, 8.82) and (0.64, 1.74) for SRM [statistic stated as (Nash–Sutcliffe efficiency and difference in volume %)], respectively. Future streamflow was projected for 2095 using potential climate change scenarios based on precipitation, mean temperature, and snow cover area (SCA). The HEC-HMS and SRM indicated variations in annual streamflow from −8 to +14 % and −13 to +35 %, respectively, with a change in temperature from −2 to +4 °C and from −11 to +32 % and 13–42 % with a change in precipitation from −10 to +20 % along a temperature increase from 2 to 4 °C, respectively. Additionally, SRM showed that changes in SCA from −10 to +30 % would contribute to annual streamflow from −4 to +14 %, whereas a temperature increase from 2 to 4 °C along with a 20 % increase in SCA extent would increase the annual streamflow by 34 %. Overall, the results of this study reveal that the SRM model has a high computing efficiency and requires fewer data inputs than HEC-HMS to predict runoff under changing climate conditions in a high-altitude, scarcely gauged basin.
ArticleNumber 186
Author Azmat, Muhammad
Choi, Minha
Kim, Tae-Woong
Liaqat, Umar Waqas
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  surname: Choi
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  givenname: Tae-Woong
  surname: Kim
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  givenname: Umar Waqas
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  surname: Liaqat
  fullname: Liaqat, Umar Waqas
  email: umarchatha@hanyang.ac.kr
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Snippet Investigation of continuous daily streamflow based on both rainfall and snowmelt in a cryosphere catchment is challenging, particularly when climate records...
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springer
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SubjectTerms Biogeosciences
Climate change
Climatic conditions
Cryosphere
Discharge measurement
Earth and Environmental Science
Earth Sciences
Environmental Science and Engineering
Geochemistry
Geology
Hydrologic data
Hydrologic modeling
Hydrology/Water Resources
Original Article
Rainfall
River basins
Runoff
Snow cover
Snowmelt
Stream discharge
Stream flow
Terrestrial Pollution
Watersheds
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Title Hydrological modeling to simulate streamflow under changing climate in a scarcely gauged cryosphere catchment
URI https://link.springer.com/article/10.1007/s12665-015-5059-2
https://www.proquest.com/docview/1759312043
Volume 75
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