Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin
Abstract
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.
- Authors:
-
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Arizona State Univ., Tempe, AZ (United States)
- Publication Date:
- Research Org.:
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- USDOE Laboratory Directed Research and Development (LDRD) Program
- OSTI Identifier:
- 1410623
- Report Number(s):
- LA-UR-17-27608
Journal ID: ISSN 0043-1397
- Grant/Contract Number:
- AC52-06NA25396
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Water Resources Research
- Additional Journal Information:
- Journal Volume: 54; Journal Issue: 1; Journal ID: ISSN 0043-1397
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; Earth Sciences
Citation Formats
Bennett, Katrina Eleanor, Urrego Blanco, Jorge Rolando, Jonko, Alexandra, Bohn, Theodore J., Atchley, Adam Lee, Urban, Nathan Mark, and Middleton, Richard Stephen. Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin. United States: N. p., 2017.
Web. doi:10.1002/2017WR020471.
Bennett, Katrina Eleanor, Urrego Blanco, Jorge Rolando, Jonko, Alexandra, Bohn, Theodore J., Atchley, Adam Lee, Urban, Nathan Mark, & Middleton, Richard Stephen. Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin. United States. https://doi.org/10.1002/2017WR020471
Bennett, Katrina Eleanor, Urrego Blanco, Jorge Rolando, Jonko, Alexandra, Bohn, Theodore J., Atchley, Adam Lee, Urban, Nathan Mark, and Middleton, Richard Stephen. Mon .
"Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin". United States. https://doi.org/10.1002/2017WR020471. https://www.osti.gov/servlets/purl/1410623.
@article{osti_1410623,
title = {Global Sensitivity of Simulated Water Balance Indicators Under Future Climate Change in the Colorado Basin},
author = {Bennett, Katrina Eleanor and Urrego Blanco, Jorge Rolando and Jonko, Alexandra and Bohn, Theodore J. and Atchley, Adam Lee and Urban, Nathan Mark and Middleton, Richard Stephen},
abstractNote = {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.},
doi = {10.1002/2017WR020471},
journal = {Water Resources Research},
number = 1,
volume = 54,
place = {United States},
year = {Mon Nov 20 00:00:00 EST 2017},
month = {Mon Nov 20 00:00:00 EST 2017}
}
Web of Science
Works referenced in this record:
A unified approach for process‐based hydrologic modeling: 1. Modeling concept
journal, April 2015
- Clark, Martyn P.; Nijssen, Bart; Lundquist, Jessica D.
- Water Resources Research, Vol. 51, Issue 4
A simple hydrologically based model of land surface water and energy fluxes for general circulation models
journal, January 1994
- Liang, Xu; Lettenmaier, Dennis P.; Wood, Eric F.
- Journal of Geophysical Research, Vol. 99, Issue D7
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
- Reynolds, C. A.; Jackson, T. J.; Rawls, W. J.
- Water Resources Research, Vol. 36, Issue 12
Model Projections of an Imminent Transition to a More Arid Climate in Southwestern North America
journal, May 2007
- Seager, R.; Ting, M.; Held, I.
- Science, Vol. 316, Issue 5828
More extreme precipitation in the world’s dry and wet regions
journal, March 2016
- Donat, Markus G.; Lowry, Andrew L.; Alexander, Lisa V.
- Nature Climate Change, Vol. 6, Issue 5
On the need to test hydrological models under changing conditions
journal, June 2015
- Thirel, Guillaume; Andréassian, Vazken; Perrin, Charles
- Hydrological Sciences Journal, Vol. 60, Issue 7-8
How do hydrologic modeling decisions affect the portrayal of climate change impacts?: Subjective Hydrologic Modelling Decisions in Climate Change Impacts
journal, October 2015
- Mendoza, Pablo A.; Clark, Martyn P.; Mizukami, Naoki
- Hydrological Processes, Vol. 30, Issue 7
The Delft-FEWS flow forecasting system
journal, February 2013
- Werner, M.; Schellekens, J.; Gijsbers, P.
- Environmental Modelling & Software, Vol. 40
Understanding Uncertainties in Future Colorado River Streamflow
journal, January 2014
- Vano, Julie A.; Udall, Bradley; Cayan, Daniel R.
- Bulletin of the American Meteorological Society, Vol. 95, Issue 1
On the relation between NDVI, fractional vegetation cover, and leaf area index
journal, December 1997
- Carlson, Toby N.; Ripley, David A.
- Remote Sensing of Environment, Vol. 62, Issue 3
Statistical emulation of streamflow projections from a distributed hydrological model: Application to CMIP3 and CMIP5 climate projections for British Columbia, Canada
journal, November 2014
- Schnorbus, Markus A.; Cannon, Alex J.
- Water Resources Research, Vol. 50, Issue 11
Warming may create substantial water supply shortages in the Colorado River basin
journal, January 2007
- McCabe, Gregory J.; Wolock, David M.
- Geophysical Research Letters, Vol. 34, Issue 22
A comparison of statistical downscaling methods suited for wildfire applications
journal, March 2011
- Abatzoglou, John T.; Brown, Timothy J.
- International Journal of Climatology, Vol. 32, Issue 5
Sensitivity of streamflow in the Colorado Basin to climatic changes
journal, July 1991
- Nash, Linda L.; Gleick, Peter H.
- Journal of Hydrology, Vol. 125, Issue 3-4
Groundwater depletion during drought threatens future water security of the Colorado River Basin: GROUNDWATER LOSS IN COLORADO RIVER BASIN
journal, August 2014
- Castle, Stephanie L.; Thomas, Brian F.; Reager, John T.
- Geophysical Research Letters, Vol. 41, Issue 16
Surface soil moisture parameterization of the VIC-2L model: Evaluation and modification
journal, June 1996
- Liang, Xu; Wood, Eric F.; Lettenmaier, Dennis P.
- Global and Planetary Change, Vol. 13, Issue 1-4
Combined impacts of current and future dust deposition and regional warming on Colorado River Basin snow dynamics and hydrology
journal, January 2013
- Deems, J. S.; Painter, T. H.; Barsugli, J. J.
- Hydrology and Earth System Sciences, Vol. 17, Issue 11
Future dryness in the southwest US and the hydrology of the early 21st century drought
journal, December 2010
- Cayan, D. R.; Das, T.; Pierce, D. W.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 50
Monte Carlo sensitivity analysis of land surface parameters using the Variable Infiltration Capacity model
journal, January 2007
- Demaria, Eleonora M.; Nijssen, Bart; Wagener, Thorsten
- Journal of Geophysical Research, Vol. 112, Issue D11
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
- Graham, L. Phil; Andréasson, Johan; Carlsson, Bengt
- Climatic Change, Vol. 81, Issue S1
Updated streamflow reconstructions for the Upper Colorado River Basin: UPDATED COLORADO RIVER RECONSTRUCTIONS
journal, May 2006
- Woodhouse, Connie A.; Gray, Stephen T.; Meko, David M.
- Water Resources Research, Vol. 42, Issue 5
A Conterminous United States Multilayer Soil Characteristics Dataset for Regional Climate and Hydrology Modeling
journal, January 1998
- Miller, Douglas A.; White, Richard A.
- Earth Interactions, Vol. 2, Issue 2
The Impacts of Climatic Changes for Water Resources of the Colorado and Sacramento-San Joaquin River Basins
journal, December 1999
- Gleick, Peter H.; Chalecki, Elizabeth L.
- Journal of the American Water Resources Association, Vol. 35, Issue 6
Evolution of Collaboration within the US Long Term Ecological Research Network
journal, December 2010
- Johnson, Jeffrey C.; Christian, Robert R.; Brunt, James W.
- BioScience, Vol. 60, Issue 11
First operational BRDF, albedo nadir reflectance products from MODIS
journal, November 2002
- Schaaf, Crystal B.; Gao, Feng; Strahler, Alan H.
- Remote Sensing of Environment, Vol. 83, Issue 1-2
Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications
journal, April 2015
- Song, Xiaomeng; Zhang, Jianyun; Zhan, Chesheng
- Journal of Hydrology, Vol. 523
A comparison of downscaled and raw GCM output: implications for climate change scenarios in the San Juan River basin, Colorado
journal, November 1999
- Wilby, R. L.; Hay, L. E.; Leavesley, G. H.
- Journal of Hydrology, Vol. 225, Issue 1-2
The future of distributed models: Model calibration and uncertainty prediction
journal, July 1992
- Beven, Keith; Binley, Andrew
- Hydrological Processes, Vol. 6, Issue 3
The implications of climate change scenario selection for future streamflow projection in the Upper Colorado River Basin
journal, January 2012
- Harding, B. L.; Wood, A. W.; Prairie, J. R.
- Hydrology and Earth System Sciences, Vol. 16, Issue 11
Global evaluation of MTCLIM and related algorithms for forcing of ecological and hydrological models
journal, July 2013
- Bohn, Theodore J.; Livneh, Ben; Oyler, Jared W.
- Agricultural and Forest Meteorology, Vol. 176
Impacts of a Severe Sustained Drought on Colorado rwer Water Resources
journal, October 1995
- Harding, Benjamin L.; Sangoyomi, Taiye B.; Payton, Elizabeth A.
- Journal of the American Water Resources Association, Vol. 31, Issue 5
Incorporating Medium-Range Numerical Weather Model Output into the Ensemble Streamflow Prediction System of the National Weather Service
journal, April 2005
- Werner, Kevin; Brandon, David; Clark, Martyn
- Journal of Hydrometeorology, Vol. 6, Issue 2
Remote sensing in hydrology
journal, August 2002
- Schmugge, Thomas J.; Kustas, William P.; Ritchie, Jerry C.
- Advances in Water Resources, Vol. 25, Issue 8-12
The impact of structural error on parameter constraint in a climate model
journal, January 2016
- McNeall, Doug; Williams, Jonny; Booth, Ben
- Earth System Dynamics, Vol. 7, Issue 4
Importance of soil moisture measurements for inferring parameters in hydrologic models of low-yielding ephemeral catchments
journal, January 2003
- Wooldridge, S. A.; Kalma, J. D.; Walker, J. P.
- Environmental Modelling & Software, Vol. 18, Issue 1
Streamflow simulation for continental-scale river basins
journal, April 1997
- Nijssen, Bart; Lettenmaier, Dennis P.; Liang, Xu
- Water Resources Research, Vol. 33, Issue 4
Towards simplification of hydrologic modeling: identification of dominant processes
journal, January 2016
- Markstrom, Steven L.; Hay, Lauren E.; Clark, Martyn P.
- Hydrology and Earth System Sciences, Vol. 20, Issue 11
A 1,200-year perspective of 21st century drought in southwestern North America
journal, December 2010
- Woodhouse, C. A.; Meko, D. M.; MacDonald, G. M.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 50
Land-sea warming contrast: the role of the horizontal energy transport
journal, March 2015
- Geoffroy, Olivier; Saint-Martin, David; Voldoire, Aurore
- Climate Dynamics, Vol. 45, Issue 11-12
The future of Earth observation in hydrology
journal, January 2017
- McCabe, Matthew F.; Rodell, Matthew; Alsdorf, Douglas E.
- Hydrology and Earth System Sciences, Vol. 21, Issue 7
Using field observations to inform thermal hydrology models of permafrost dynamics with ATS (v0.83)
journal, January 2015
- Atchley, A. L.; Painter, S. L.; Harp, D. R.
- Geoscientific Model Development, Vol. 8, Issue 9
The importance of warm season warming to western U.S. streamflow changes: WARM SEASON WARMING STREAMFLOW CHANGES
journal, December 2011
- Das, Tapash; Pierce, David W.; Cayan, Daniel R.
- Geophysical Research Letters, Vol. 38, Issue 23
Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data
journal, November 2002
- Myneni, R. B.; Hoffman, S.; Knyazikhin, Y.
- Remote Sensing of Environment, Vol. 83, Issue 1-2
How to avoid a perfunctory sensitivity analysis
journal, December 2010
- Saltelli, Andrea; Annoni, Paola
- Environmental Modelling & Software, Vol. 25, Issue 12
Towards a comprehensive assessment of model structural adequacy: ASSESSMENT OF MODEL STRUCTURAL ADEQUACY
journal, August 2012
- Gupta, Hoshin V.; Clark, Martyn P.; Vrugt, Jasper A.
- Water Resources Research, Vol. 48, Issue 8
A Statistical Exploration of the Relationships of Soil Moisture Characteristics to the Physical Properties of Soils
journal, June 1984
- Cosby, B. J.; Hornberger, G. M.; Clapp, R. B.
- Water Resources Research, Vol. 20, Issue 6
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
- Mizukami, Naoki; Clark, Martyn P.; Gutmann, Ethan D.
- Journal of Hydrometeorology, Vol. 17, Issue 1
Future humidity trends over the western United States in the CMIP5 global climate models and variable infiltration capacity hydrological modeling system
journal, January 2013
- Pierce, D. W.; Westerling, A. L.; Oyler, J.
- Hydrology and Earth System Sciences, Vol. 17, Issue 5
Description and Evaluation of a Hydrometeorological Forecast System for Mountainous Watersheds
journal, April 2002
- Westrick, Kenneth J.; Storck, Pascal; Mass, Clifford F.
- Weather and Forecasting, Vol. 17, Issue 2
Novel climates, no-analog communities, and ecological surprises
journal, November 2007
- Williams, John W.; Jackson, Stephen T.
- Frontiers in Ecology and the Environment, Vol. 5, Issue 9
Hierarchy of climate and hydrological uncertainties in transient low-flow projections
journal, January 2016
- Vidal, Jean-Philippe; Hingray, Benoît; Magand, Claire
- Hydrology and Earth System Sciences, Vol. 20, Issue 9
The Effects of Climate Change on Water Resources in the West: Introduction and Overview
journal, January 2004
- Barnett, Tim; Malone, Robert; Pennell, William
- Climatic Change, Vol. 62, Issue 1-3
The role of sensitivity analysis in hydrologic modeling
journal, January 1973
- McCuen, Richard H.
- Journal of Hydrology, Vol. 18, Issue 1
How Essential is Hydrologic Model Calibration to Seasonal Streamflow Forecasting?
journal, December 2008
- Shi, Xiaogang; Wood, Andrew W.; Lettenmaier, Dennis P.
- Journal of Hydrometeorology, Vol. 9, Issue 6
Estimates of the Regression Coefficient Based on Kendall's Tau
journal, December 1968
- Sen, Pranab Kumar
- Journal of the American Statistical Association, Vol. 63, Issue 324
When will Lake Mead go dry?: WHEN WILL LAKE MEAD GO DRY?
journal, March 2008
- Barnett, Tim P.; Pierce, David W.
- Water Resources Research, Vol. 44, Issue 3
Development of regional parameter estimation equations for a macroscale hydrologic model
journal, October 1997
- Abdulla, Fayez A.; Lettenmaier, Dennis P.
- Journal of Hydrology, Vol. 197, Issue 1-4
A spatially comprehensive, hydrometeorological data set for Mexico, the U.S., and Southern Canada 1950–2013
journal, August 2015
- Livneh, Ben; Bohn, Theodore J.; Pierce, David W.
- Scientific Data, Vol. 2, Issue 1
The Effects of Climate Change on the Hydrology and Water Resources of the Colorado River Basin
journal, January 2004
- Christensen, Niklas S.; Wood, Andrew W.; Voisin, Nathalie
- Climatic Change, Vol. 62, Issue 1-3
Process‐based characterization of evapotranspiration sources over the North American monsoon region
journal, January 2016
- Bohn, Theodore J.; Vivoni, Enrique R.
- Water Resources Research, Vol. 52, Issue 1
Sensitivity analysis in presence of model uncertainty and correlated inputs
journal, October 2006
- Jacques, Julien; Lavergne, Christian; Devictor, Nicolas
- Reliability Engineering & System Safety, Vol. 91, Issue 10-11
Global Carbon Budget 2015
journal, January 2015
- Le Quéré, C.; Moriarty, R.; Andrew, R. M.
- Earth System Science Data, Vol. 7, Issue 2
A Hybrid Reduced-Order Model of Fine-Resolution Hydrologic Simulations at a Polygonal Tundra Site
journal, January 2016
- Liu, Yaning; Bisht, Gautam; Subin, Zachary M.
- Vadose Zone Journal, Vol. 15, Issue 2
A review of spatial downscaling of satellite remotely sensed soil moisture: Downscale Satellite-Based Soil Moisture
journal, April 2017
- Peng, Jian; Loew, Alexander; Merlin, Olivier
- Reviews of Geophysics, Vol. 55, Issue 2
A global sensitivity analysis tool for the parameters of multi-variable catchment models
journal, June 2006
- van Griensven, A.; Meixner, T.; Grunwald, S.
- Journal of Hydrology, Vol. 324, Issue 1-4
Sustainable water deliveries from the Colorado River in a changing climate
journal, April 2009
- Barnett, T. P.; Pierce, D. W.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 18
A large-scale horizontal routing model to be coupled to land surface parametrization schemes
journal, January 1996
- Lohmann, Dag; Nolte-Holube, Ralph; Raschke, Ehrhard
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 48, Issue 5
The representative concentration pathways: an overview
journal, August 2011
- van Vuuren, Detlef P.; Edmonds, Jae; Kainuma, Mikiko
- Climatic Change, Vol. 109, Issue 1-2
Projections of declining surface-water availability for the southwestern United States
journal, December 2012
- Seager, Richard; Ting, Mingfang; Li, Cuihua
- Nature Climate Change, Vol. 3, Issue 5
Evaluation of precipitation in the Intermountain Region as simulated by the NARCCAP regional climate models
journal, January 2009
- Wang, Shih-Yu; Gillies, Robert R.; Takle, Eugene S.
- Geophysical Research Letters, Vol. 36, Issue 11
Changing climatic conditions in the Colorado River Basin: Implications for water resources management
journal, April 2012
- Dawadi, Srijana; Ahmad, Sajjad
- Journal of Hydrology, Vol. 430-431
A three-pillar approach to assessing climate impacts on low flows
journal, January 2016
- Laaha, Gregor; Parajka, Juraj; Viglione, Alberto
- Hydrology and Earth System Sciences, Vol. 20, Issue 9
The HadGEM2-ES implementation of CMIP5 centennial simulations
journal, January 2011
- Jones, C. D.; Hughes, J. K.; Bellouin, N.
- Geoscientific Model Development, Vol. 4, Issue 3
Global Sensitivity Analysis of environmental models: Convergence and validation
journal, May 2016
- Sarrazin, Fanny; Pianosi, Francesca; Wagener, Thorsten
- Environmental Modelling & Software, Vol. 79
Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale: MULTISCALE PARAMETER REGIONALIZATION
journal, May 2010
- Samaniego, Luis; Kumar, Rohini; Attinger, Sabine
- Water Resources Research, Vol. 46, Issue 5
Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index
journal, February 2010
- Saltelli, Andrea; Annoni, Paola; Azzini, Ivano
- Computer Physics Communications, Vol. 181, Issue 2
Land/sea warming ratio in response to climate change: IPCC AR4 model results and comparison with observations
journal, January 2007
- Sutton, Rowan T.; Dong, Buwen; Gregory, Jonathan M.
- Geophysical Research Letters, Vol. 34, Issue 2
Framework for Understanding Structural Errors (FUSE): A modular framework to diagnose differences between hydrological models: DIFFERENCES BETWEEN HYDROLOGICAL MODELS
journal, August 2008
- Clark, Martyn P.; Slater, Andrew G.; Rupp, David E.
- Water Resources Research, Vol. 44, Issue 12
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States*
journal, November 2002
- Maurer, E. P.; Wood, A. W.; Adam, J. C.
- Journal of Climate, Vol. 15, Issue 22
Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models
journal, June 2005
- Dibike, Yonas B.; Coulibaly, Paulin
- Journal of Hydrology, Vol. 307, Issue 1-4
Hydrologic Sensitivities of Colorado River Runoff to Changes in Precipitation and Temperature
journal, June 2012
- Vano, Julie A.; Das, Tapash; Lettenmaier, Dennis P.
- Journal of Hydrometeorology, Vol. 13, Issue 3
MIROC-ESM 2010: model description and basic results of CMIP5-20c3m experiments
journal, January 2011
- Watanabe, S.; Hajima, T.; Sudo, K.
- Geoscientific Model Development, Vol. 4, Issue 4
A multimodel ensemble approach to assessment of climate change impacts on the hydrology and water resources of the Colorado River Basin
journal, January 2007
- Christensen, N. S.; Lettenmaier, D. P.
- Hydrology and Earth System Sciences, Vol. 11, Issue 4
Implications of 21st century climate change for the hydrology of Washington State
journal, May 2010
- Elsner, Marketa M.; Cuo, Lan; Voisin, Nathalie
- Climatic Change, Vol. 102, Issue 1-2
Increasing influence of air temperature on upper Colorado River streamflow: TEMPERATURE AND COLORADO STREAMFLOW
journal, March 2016
- Woodhouse, Connie A.; Pederson, Gregory T.; Morino, Kiyomi
- Geophysical Research Letters, Vol. 43, Issue 5
Overview of the radiometric and biophysical performance of the MODIS vegetation indices
journal, November 2002
- Huete, A.; Didan, K.; Miura, T.
- Remote Sensing of Environment, Vol. 83, Issue 1-2
Effects of Hydrologic Model Choice and Calibration on the Portrayal of Climate Change Impacts
journal, April 2015
- Mendoza, Pablo A.; Clark, Martyn P.; Mizukami, Naoki
- Journal of Hydrometeorology, Vol. 16, Issue 2
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
- Giorgetta, Marco A.; Jungclaus, Johann; Reick, Christian H.
- Journal of Advances in Modeling Earth Systems, Vol. 5, Issue 3
Seasonal Cycle Shifts in Hydroclimatology over the Western United States
journal, January 2005
- Regonda, Satish Kumar; Rajagopalan, Balaji; Clark, Martyn
- Journal of Climate, Vol. 18, Issue 2
Response of Colorado River runoff to dust radiative forcing in snow
journal, September 2010
- Painter, T. H.; Deems, J. S.; Belnap, J.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 40
Regional scale hydrology: I. Formulation of the VIC-2L model coupled to a routing model
journal, February 1998
- Lohmann, D.; Raschke, E.; Nijssen, B.
- Hydrological Sciences Journal, Vol. 43, Issue 1
Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery
journal, May 2012
- Atzberger, Clement; Richter, Katja
- Remote Sensing of Environment, Vol. 120
A large-scale horizontal routing model to be coupled to land surface parametrization schemes
journal, October 1996
- Lohmann, Dag; Nolte-Holube, Ralph; Raschke, Ehrhard
- Tellus A, Vol. 48, Issue 5
Works referencing / citing this record:
Climate-driven disturbances in the San Juan River sub-basin of the Colorado River
journal, January 2018
- Bennett, Katrina E.; Bohn, Theodore J.; Solander, Kurt
- Hydrology and Earth System Sciences, Vol. 22, Issue 1
Threats to a Colorado river provisioning basin under coupled future climate and societal scenarios
journal, September 2019
- Bennett, Katrina E.; Tidwell, Vincent C.; Llewellyn, Dagmar
- Environmental Research Communications, Vol. 1, Issue 9
Spatial Pattern Oriented Multicriteria Sensitivity Analysis of a Distributed Hydrologic Model
journal, September 2018
- Demirel, Mehmet; Koch, Julian; Mendiguren, Gorka
- Water, Vol. 10, Issue 9