skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin

Journal Article · · Water Resources Research
DOI:https://doi.org/10.1002/2017WR020471· OSTI ID:1410623

The Colorado River basin is a fundamentally important river for society, ecology and energy in the United States. Streamflow estimates are often provided using modeling tools which rely on uncertain parameters; sensitivity analysis can help determine which parameters impact model results. Despite the fact that simulated flows respond to changing climate and vegetation in the basin, parameter sensitivity of the simulations under climate change has rarely been considered. In this study, we conduct a global sensitivity analysis to relate changes in runoff, evapotranspiration, snow water equivalent and soil moisture to model parameters in the Variable Infiltration Capacity (VIC) hydrologic model. Here, we combine global sensitivity analysis with a space-filling Latin Hypercube sampling of the model parameter space and statistical emulation of the VIC model to examine sensitivities to uncertainties in 46 model parameters following a variance-based approach.

Research Organization:
Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Laboratory Directed Research and Development (LDRD) Program
Grant/Contract Number:
AC52-06NA25396
OSTI ID:
1410623
Report Number(s):
LA-UR-17-27608
Journal Information:
Water Resources Research, Vol. 54, Issue 1; ISSN 0043-1397
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 19 works
Citation information provided by
Web of Science

References (93)

A unified approach for process‐based hydrologic modeling: 1. Modeling concept journal April 2015
A simple hydrologically based model of land surface water and energy fluxes for general circulation models journal January 1994
Estimating soil water-holding capacities by linking the Food and Agriculture Organization Soil map of the world with global pedon databases and continuous pedotransfer functions journal December 2000
Model Projections of an Imminent Transition to a More Arid Climate in Southwestern North America journal May 2007
More extreme precipitation in the world’s dry and wet regions journal March 2016
On the need to test hydrological models under changing conditions journal June 2015
How do hydrologic modeling decisions affect the portrayal of climate change impacts?: Subjective Hydrologic Modelling Decisions in Climate Change Impacts journal October 2015
The Delft-FEWS flow forecasting system journal February 2013
Understanding Uncertainties in Future Colorado River Streamflow journal January 2014
On the relation between NDVI, fractional vegetation cover, and leaf area index journal December 1997
Statistical emulation of streamflow projections from a distributed hydrological model: Application to CMIP3 and CMIP5 climate projections for British Columbia, Canada journal November 2014
Warming may create substantial water supply shortages in the Colorado River basin journal January 2007
A comparison of statistical downscaling methods suited for wildfire applications journal March 2011
Sensitivity of streamflow in the Colorado Basin to climatic changes journal July 1991
Groundwater depletion during drought threatens future water security of the Colorado River Basin: GROUNDWATER LOSS IN COLORADO RIVER BASIN journal August 2014
Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification journal June 1996
Combined impacts of current and future dust deposition and regional warming on Colorado River Basin snow dynamics and hydrology journal January 2013
Future dryness in the southwest US and the hydrology of the early 21st century drought journal December 2010
Monte Carlo sensitivity analysis of land surface parameters using the Variable Infiltration Capacity model journal January 2007
Assessing climate change impacts on hydrology from an ensemble of regional climate models, model scales and linking methods – a case study on the Lule River basin journal March 2007
Updated streamflow reconstructions for the Upper Colorado River Basin: UPDATED COLORADO RIVER RECONSTRUCTIONS journal May 2006
A Conterminous United States Multilayer Soil Characteristics Dataset for Regional Climate and Hydrology Modeling journal January 1998
The Impacts of Climatic Changes for Water Resources of the Colorado and Sacramento-San Joaquin River Basins journal December 1999
Evolution of Collaboration within the US Long Term Ecological Research Network journal December 2010
First operational BRDF, albedo nadir reflectance products from MODIS journal November 2002
Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications journal April 2015
A comparison of downscaled and raw GCM output: implications for climate change scenarios in the San Juan River basin, Colorado journal November 1999
The future of distributed models: Model calibration and uncertainty prediction journal July 1992
The implications of climate change scenario selection for future streamflow projection in the Upper Colorado River Basin journal January 2012
Global evaluation of MTCLIM and related algorithms for forcing of ecological and hydrological models journal July 2013
Impacts of a Severe Sustained Drought on Colorado rwer Water Resources journal October 1995
Incorporating Medium-Range Numerical Weather Model Output into the Ensemble Streamflow Prediction System of the National Weather Service journal April 2005
Remote sensing in hydrology journal August 2002
The impact of structural error on parameter constraint in a climate model journal January 2016
Importance of soil moisture measurements for inferring parameters in hydrologic models of low-yielding ephemeral catchments journal January 2003
Streamflow simulation for continental-scale river basins journal April 1997
Towards simplification of hydrologic modeling: identification of dominant processes journal January 2016
A 1,200-year perspective of 21st century drought in southwestern North America journal December 2010
Land-sea warming contrast: the role of the horizontal energy transport journal March 2015
The future of Earth observation in hydrology journal January 2017
Using field observations to inform thermal hydrology models of permafrost dynamics with ATS (v0.83) journal January 2015
The importance of warm season warming to western U.S. streamflow changes: WARM SEASON WARMING STREAMFLOW CHANGES journal December 2011
Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data journal November 2002
How to avoid a perfunctory sensitivity analysis journal December 2010
Towards a comprehensive assessment of model structural adequacy: ASSESSMENT OF MODEL STRUCTURAL ADEQUACY journal August 2012
A Statistical Exploration of the Relationships of Soil Moisture Characteristics to the Physical Properties of Soils journal June 1984
Implications of the Methodological Choices for Hydrologic Portrayals of Climate Change over the Contiguous United States: Statistically Downscaled Forcing Data and Hydrologic Models journal January 2016
Future humidity trends over the western United States in the CMIP5 global climate models and variable infiltration capacity hydrological modeling system journal January 2013
Description and Evaluation of a Hydrometeorological Forecast System for Mountainous Watersheds journal April 2002
Novel climates, no-analog communities, and ecological surprises journal November 2007
Hierarchy of climate and hydrological uncertainties in transient low-flow projections journal January 2016
The Effects of Climate Change on Water Resources in the West: Introduction and Overview journal January 2004
The role of sensitivity analysis in hydrologic modeling journal January 1973
How Essential is Hydrologic Model Calibration to Seasonal Streamflow Forecasting? journal December 2008
Estimates of the Regression Coefficient Based on Kendall's Tau journal December 1968
When will Lake Mead go dry?: WHEN WILL LAKE MEAD GO DRY? journal March 2008
Development of regional parameter estimation equations for a macroscale hydrologic model journal October 1997
A spatially comprehensive, hydrometeorological data set for Mexico, the U.S., and Southern Canada 1950–2013 journal August 2015
The Effects of Climate Change on the Hydrology and Water Resources of the Colorado River Basin journal January 2004
Process‐based characterization of evapotranspiration sources over the North American monsoon region journal January 2016
Sensitivity analysis in presence of model uncertainty and correlated inputs journal October 2006
Global Carbon Budget 2015 journal January 2015
A Hybrid Reduced-Order Model of Fine-Resolution Hydrologic Simulations at a Polygonal Tundra Site journal January 2016
A review of spatial downscaling of satellite remotely sensed soil moisture: Downscale Satellite-Based Soil Moisture journal April 2017
A global sensitivity analysis tool for the parameters of multi-variable catchment models journal June 2006
Sustainable water deliveries from the Colorado River in a changing climate journal April 2009
A large-scale horizontal routing model to be coupled to land surface parametrization schemes journal January 1996
The representative concentration pathways: an overview journal August 2011
Projections of declining surface-water availability for the southwestern United States journal December 2012
Evaluation of precipitation in the Intermountain Region as simulated by the NARCCAP regional climate models journal January 2009
Changing climatic conditions in the Colorado River Basin: Implications for water resources management journal April 2012
A three-pillar approach to assessing climate impacts on low flows journal January 2016
The HadGEM2-ES implementation of CMIP5 centennial simulations journal January 2011
Global Sensitivity Analysis of environmental models: Convergence and validation journal May 2016
Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale: MULTISCALE PARAMETER REGIONALIZATION journal May 2010
Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index journal February 2010
Land/sea warming ratio in response to climate change: IPCC AR4 model results and comparison with observations journal January 2007
Framework for Understanding Structural Errors (FUSE): A modular framework to diagnose differences between hydrological models: DIFFERENCES BETWEEN HYDROLOGICAL MODELS journal August 2008
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States* journal November 2002
Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models journal June 2005
Hydrologic Sensitivities of Colorado River Runoff to Changes in Precipitation and Temperature journal June 2012
MIROC-ESM 2010: model description and basic results of CMIP5-20c3m experiments journal January 2011
A multimodel ensemble approach to assessment of climate change impacts on the hydrology and water resources of the Colorado River Basin journal January 2007
Implications of 21st century climate change for the hydrology of Washington State journal May 2010
Increasing influence of air temperature on upper Colorado River streamflow: TEMPERATURE AND COLORADO STREAMFLOW journal March 2016
Overview of the radiometric and biophysical performance of the MODIS vegetation indices journal November 2002
Effects of Hydrologic Model Choice and Calibration on the Portrayal of Climate Change Impacts journal April 2015
Climate and carbon cycle changes from 1850 to 2100 in MPI-ESM simulations for the Coupled Model Intercomparison Project phase 5: Climate Changes in MPI-ESM journal July 2013
Seasonal Cycle Shifts in Hydroclimatology over the Western United States journal January 2005
Response of Colorado River runoff to dust radiative forcing in snow journal September 2010
Regional scale hydrology: I. Formulation of the VIC-2L model coupled to a routing model journal February 1998
Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery journal May 2012
A large-scale horizontal routing model to be coupled to land surface parametrization schemes journal October 1996

Cited By (3)

Climate-driven disturbances in the San Juan River sub-basin of the Colorado River journal January 2018
Threats to a Colorado river provisioning basin under coupled future climate and societal scenarios journal September 2019
Spatial Pattern Oriented Multicriteria Sensitivity Analysis of a Distributed Hydrologic Model journal September 2018

Similar Records

Historical and Future Extreme Event Indices for the Colorado River Basin
Dataset · Wed Mar 23 00:00:00 EDT 2022 · OSTI ID:1410623

Strong Influence of Irrigation on Water Budget and Land Surface Temperature in Indian Subcontinental River Basins
Journal Article · Tue Jan 15 00:00:00 EST 2019 · Journal of Geophysical Research: Atmospheres · OSTI ID:1410623

An experimental seasonal hydrological forecasting system over the Yellow River basin – Part 2: The added value from climate forecast models
Journal Article · Wed Jun 22 00:00:00 EDT 2016 · Hydrology and Earth System Sciences (Online) · OSTI ID:1410623