Uncertainty in flow and sediment projections due to future climate scenarios for the 3S Rivers in the Mekong Basin

•The dominant sources of uncertainty vary temporally and are scale dependent.•Model parameterization is the major source of uncertainty in the short term (2030s).•GCM is the major source of uncertainty to flow projections in long term (2060s).•RCP is the major source of uncertainty to sediment proje...

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Published inJournal of hydrology (Amsterdam) Vol. 540; pp. 1088 - 1104
Main Authors Shrestha, Bikesh, Cochrane, Thomas A., Caruso, Brian S., Arias, Mauricio E., Piman, Thanapon
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.09.2016
Subjects
Online AccessGet full text
ISSN0022-1694
1879-2707
DOI10.1016/j.jhydrol.2016.07.019

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Abstract •The dominant sources of uncertainty vary temporally and are scale dependent.•Model parameterization is the major source of uncertainty in the short term (2030s).•GCM is the major source of uncertainty to flow projections in long term (2060s).•RCP is the major source of uncertainty to sediment projections in long term (2060s).•The uncertainty in sediment load projections is larger than flow projections. Reliable projections of discharge and sediment are essential for future water and sediment management plans under climate change, but these are subject to numerous uncertainties. This study assessed the uncertainty in flow and sediment projections using the Soil and Water Assessment Tool (SWAT) associated with three Global Climate Models (GCMs), three Representative Concentration Pathways (RCPs) and three model parameter (MP) sets for the 3S Rivers in the Mekong River Basin. The uncertainty was analyzed for the short term future (2021–2040 or 2030s) and long term future (2051–2070 or 2060s) time horizons. Results show that dominant sources of uncertainty in flow and sediment constituents vary spatially across the 3S basin. For peak flow, peak sediment, and wet seasonal flows projection, the greatest uncertainty sources also vary with time horizon. For 95% low flows and for seasonal and annual flow projections, GCM and MP were the major sources of uncertainty, whereas RCPs had less of an effect. The uncertainty due to RCPs is large for annual sediment load projections. While model parameterization is the major source of uncertainty in the short term (2030s), GCMs and RCPs are the major contributors to uncertainty in flow and sediment projections in the longer term (2060s). Overall, the uncertainty in sediment load projections is larger than the uncertainty in flow projections. In general, our results suggest the need to investigate the major contributing sources of uncertainty in large basins temporally and at different scales, as this can have major consequences for water and sediment management decisions. Further, since model parameterization uncertainty can play a significant role for flow and sediment projections, there is a need to incorporate hydrological model parameter uncertainty in climate change studies and efforts to reduce the parameter uncertainty as much as possible should be considered through a careful calibration and validation process.
AbstractList Reliable projections of discharge and sediment are essential for future water and sediment management plans under climate change, but these are subject to numerous uncertainties. This study assessed the uncertainty in flow and sediment projections using the Soil and Water Assessment Tool (SWAT) associated with three Global Climate Models (GCMs), three Representative Concentration Pathways (RCPs) and three model parameter (MP) sets for the 3S Rivers in the Mekong River Basin. The uncertainty was analyzed for the short term future (2021-2040 or 2030s) and long term future (2051-2070 or 2060s) time horizons. Results show that dominant sources of uncertainty in flow and sediment constituents vary spatially across the 3S basin. For peak flow, peak sediment, and wet seasonal flows projection, the greatest uncertainty sources also vary with time horizon. For 95% low flows and for seasonal and annual flow projections, GCM and MP were the major sources of uncertainty, whereas RCPs had less of an effect. The uncertainty due to RCPs is large for annual sediment load projections. While model parameterization is the major source of uncertainty in the short term (2030s), GCMs and RCPs are the major contributors to uncertainty in flow and sediment projections in the longer term (2060s). Overall, the uncertainty in sediment load projections is larger than the uncertainty in flow projections. In general, our results suggest the need to investigate the major contributing sources of uncertainty in large basins temporally and at different scales, as this can have major consequences for water and sediment management decisions. Further, since model parameterization uncertainty can play a significant role for flow and sediment projections, there is a need to incorporate hydrological model parameter uncertainty in climate change studies and efforts to reduce the parameter uncertainty as much as possible should be considered through a careful calibration and validation process.
•The dominant sources of uncertainty vary temporally and are scale dependent.•Model parameterization is the major source of uncertainty in the short term (2030s).•GCM is the major source of uncertainty to flow projections in long term (2060s).•RCP is the major source of uncertainty to sediment projections in long term (2060s).•The uncertainty in sediment load projections is larger than flow projections. Reliable projections of discharge and sediment are essential for future water and sediment management plans under climate change, but these are subject to numerous uncertainties. This study assessed the uncertainty in flow and sediment projections using the Soil and Water Assessment Tool (SWAT) associated with three Global Climate Models (GCMs), three Representative Concentration Pathways (RCPs) and three model parameter (MP) sets for the 3S Rivers in the Mekong River Basin. The uncertainty was analyzed for the short term future (2021–2040 or 2030s) and long term future (2051–2070 or 2060s) time horizons. Results show that dominant sources of uncertainty in flow and sediment constituents vary spatially across the 3S basin. For peak flow, peak sediment, and wet seasonal flows projection, the greatest uncertainty sources also vary with time horizon. For 95% low flows and for seasonal and annual flow projections, GCM and MP were the major sources of uncertainty, whereas RCPs had less of an effect. The uncertainty due to RCPs is large for annual sediment load projections. While model parameterization is the major source of uncertainty in the short term (2030s), GCMs and RCPs are the major contributors to uncertainty in flow and sediment projections in the longer term (2060s). Overall, the uncertainty in sediment load projections is larger than the uncertainty in flow projections. In general, our results suggest the need to investigate the major contributing sources of uncertainty in large basins temporally and at different scales, as this can have major consequences for water and sediment management decisions. Further, since model parameterization uncertainty can play a significant role for flow and sediment projections, there is a need to incorporate hydrological model parameter uncertainty in climate change studies and efforts to reduce the parameter uncertainty as much as possible should be considered through a careful calibration and validation process.
Author Caruso, Brian S.
Piman, Thanapon
Shrestha, Bikesh
Cochrane, Thomas A.
Arias, Mauricio E.
Author_xml – sequence: 1
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  surname: Shrestha
  fullname: Shrestha, Bikesh
  organization: Department of Civil and Natural Resources Engineering, University of Canterbury, Private Bag 4800, Christchurch, New Zealand
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  givenname: Thomas A.
  surname: Cochrane
  fullname: Cochrane, Thomas A.
  email: tom.cochrane@canterbury.ac.nz
  organization: Department of Civil and Natural Resources Engineering, University of Canterbury, Private Bag 4800, Christchurch, New Zealand
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  givenname: Brian S.
  surname: Caruso
  fullname: Caruso, Brian S.
  organization: Division of Water Resources, U.S. Fish and Wildlife Services, Region 6, Denver, CO 80225, USA
– sequence: 4
  givenname: Mauricio E.
  surname: Arias
  fullname: Arias, Mauricio E.
  organization: Sustainability Science Program and Organismic and Evolutionary Biology Department, Harvard University, 26 Oxford Street Cambridge, MA 02138, USA
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  givenname: Thanapon
  surname: Piman
  fullname: Piman, Thanapon
  organization: Stockholm Environment Institute, Asia Center, Bangkok 1033, Thailand
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Snippet •The dominant sources of uncertainty vary temporally and are scale dependent.•Model parameterization is the major source of uncertainty in the short term...
Reliable projections of discharge and sediment are essential for future water and sediment management plans under climate change, but these are subject to...
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SubjectTerms Basins
climate
Climate change
climate models
Flow
Freshwater
Mathematical models
Mekong
Mekong River
Parameter uncertainty
Parameters
Parametrization
pollution load
Projection
Sediment
sediment yield
Sediments
Soil and Water Assessment Tool model
Uncertainty
watersheds
Title Uncertainty in flow and sediment projections due to future climate scenarios for the 3S Rivers in the Mekong Basin
URI https://dx.doi.org/10.1016/j.jhydrol.2016.07.019
https://www.proquest.com/docview/1815694272
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