Assessing the Impacts of Climate Change on Future Precipitation Trends Based on Downscaled CMIP5 Simulations Data
Keywords: Climate Change Impact, Coupled Model Inter Comparison Project Phase-5, Precipitation,
Columbia River Basin, Bayesian Model Averaging
Mehran University Research Journal of Engineering & Technology
Volume 36 , Issue 2
GHULAM HUSSAIN DARS , MOHAMMAD REZA NAJAFI , ABDUL LATIF QURESHI ,
References
1. |
Huntington, T.G., "Evidence for Intensification of the
Global Water Cycle: Review and Synthesis", Journal of
Hydrology, Volume 319, No. 1, pp. 83-95, 2006. |
2. |
Dominguez, F., Rivera, E., Lettenmaier, D.P., and Castro,
C.L., "Changes in Winter Precipitation Extremes for
the Western United States under a Warmer Climate as
Simulated by Regional Climate Models", Geophysical
Research Letters, Volume 39, No. 5, 2012 |
3. |
Emori, S., and Brown, S.J., "Dynamic and
Thermodynamic Changes in Mean and Extreme
Precipitation under Changed Climate", Geophysical
Research Letters, Volume 32, No. 17, 2005. |
4. |
Najafi, M.R., and Moradkhani, H., "Analysis of Runoff Extremes using Spatial Hierarchical Bayesian Modeling",
Water Resources Research, Volume 49, No. 10,
pp. 6656-6670, 2013. |
5. |
Cohen, S.J., Miller, K.A., Hamlet, A.F., and Avis, W.,
"Climate Change and Resource Management in the
Columbia River Basin", Water International,
Volume 25, No. 2, pp. 253-272, 2000. |
6. |
Taylor, K.E., Stouffer, R.J., and Meehl, G.A., "An
Overview of CMIP5 and the Experiment Design",
American Meteorological Society, Volume 93, No. 4,
pp. 485-498, 2012. |
7. |
Rana, A., and Moradkhani, H., "Spatial, Temporal and
Frequency Based Climate Change Assessment in Columbia
River Basin Using Multi Downscaled-Scenarios", Climate
Dynamics, pp. 1-22, 2015. |
8. |
Bates, J.M., and Granger, C., "The Combination of
Forecasts", Operational Research Society, Volume 20,
No. 4, pp. 451-468, 1969 |
9. |
Dickinson, J.P., "Some Statistical Results in the
Combination of Forecasts", Journal of the Operational
Research Society, Volume 24, No. 2, pp. 253-260, 1973. |
10. |
Duan, Q., Ajami, N.K., Gao, X., and Sorooshian, S.,
"Multi-Model Ensemble Hydrologic Prediction Using
Bayesian Model Averaging", Advances in Water
Resources, Volume 30, No. 5, pp. 1371-1386, 2007. |
11. |
Hoeting, J.A., Madigan, D., Raftery, A.E., and Volinsky,
C.T., "Bayesian Model Averaging: A Tutorial", Statistical
Science, pp. 382-401, 1999. |
12. |
Fernandez, C., Ley, E., and Steel, M., "Benchmark Priors
for Bayesian Model Averaging", Journal of
Econometrics, Volume 100, No. 2, pp. 381-427, 2001. |
13. |
Viallefont, V., Raftery, A.E., and Richardson, S., "Variable Selection and Bayesian Model Averaging in Case Control
Studies", Statistics in Medicine, Volume 20, No. 21,
pp. 3215-3230, 2001. |
14. |
Wintle, B.A., McCarthy, M.A., Volinsky, C.T., and
Kavanagh, R.P., "The Use of Bayesian Model Averaging
to Better Represent Uncertainty in Ecological Models",
Conservation Biology, Volume 17, No. 6,
pp. 1579-1590, 2003. |
15. |
Snover, A., "Impacts of Global Climate Change on the
Pacific Northwest", Seattle US Global Change Research
Program and Office of Science and Tehcnology Policy,
Pacific Northwest Regional Climate Change Workshop,
1997. |
16. |
Kmusser, "Columbia River Basin [Online image]",
Retrieved August 16, 2016 from https://en.wikipedia.org. |
17. |
Volkman, J.M., "A River in Common: The Columbia
River, the Salmon Ecosystem, and Water Policy",
Western Water Policy Review Advisory Commission,
1997. |
18. |
Payne, J.T., Wood, A.W., Hamlet, A.F., Palmer, R.N.,
and Lettenmaier, D.P., "Mitigating the Effects of
Climate Change on the Water Resources of the Columbia
River Basin", Climatic Change, Volume 62, No. 1-3,
pp. 233-256, 2004. |
19. |
Maurer, E.P., Wood, A.W., Adam, J.C., Lettenmaier,
D.P., and Nijssen, B., "A Long-Term Hydrologically
Based Dataset of Land Surface Fluxes and States for the Conterminous United States", Journal of Climate,
Volume 15, No. 22, pp. 3237-3251, 2002. |
20. |
Fowler, H.J., Blenkinsop, S., and Tebaldi, C., "Linking Climate Change Modelling to Impacts Studies: Recent
Advances in Downscaling Techniques for Hydrological
Modelling", International Journal of Climatology,
Volume 27, No. 12, pp. 1547-1578, 2007 |
21. |
Moradkhani, H., Baird, R.G., and Wherry, S.A.,
"Assessment of Climate Change Impact on Floodplain
and Hydrologic Ecotones", Journal of Hydrology,
Volume 395, No. 3, pp. 264-278, 2010. |
22. |
SeguÃ, P.Q., Ribes, A., Martin, E., Habets, F., and Boe, J.,
"Comparison of Three Downscaling Methods in
Simulating the Impact of Climate Change on the
Hydrology of Mediterranean Basins", Journal of
Hydrology, Volume 383, No. 1, pp. 111-124, 2010. |
23. |
Wood, A.W., Leung, L.R., Sridhar, V., and Lettenmaier,
D.P., "Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model
Outputs", Climatic Change, Volume 62, No. 1,
pp. 189-216, 2004. |
24. |
Fisher, R.A., and Tippet, L., "Limiting Forms of the
Frequency Distribution of the Largest or Smallest
Member of a Sample", Mathematical Proceedings of the
Cambridge Philosophical Society, Volume 24, No. 2,
pp. 180-190, 1928. |
25. |
El Adlouni, S., Ouarda, T.B.M.J, Zhang, X., Roy, R., and
Bobee, B., "Generalized Maximum Likelihood Estimators
for the Nonstationary Generalized Extreme Value
Model", Water Resources Research, Volume 43, No. 3,
2007. |
26. |
26] Halmstad, A., Najafi, M.R., and Moradkhani, H.,
"Analysis of Precipitation Extremes with the Assessment
of Regional Climate Models over the Willamette River
Basin, USA", Hydrological Processes, Volume 27,
No. 18, pp. 2579-2590, 2013. |
27. |
Katz, R.W., Parlange, M.B., and Naveau, P., "Statistics
of Extremes in Hydrology", Advances in Water
Resources, Volume 25, No. 8, pp. 1287-1304, 2002 |
28. |
Ekström, M., Fowler, H.J., Kilsby, C.G., and Jones, P.D.,
"New Estimates of Future Changes in Extreme Rainfall
Across the UK Using Regional Climate Model
Integrations. 2. Future Estimates and Use in Impact
Studies", Journal of Hydrology, Volume 300, No. 1, 2005 |
29. |
Kharin, V.V., and Zwiers, F.W.,"Changes in the Extremes
in an Ensemble of Transient Climate Simulations with a
Coupled Atmosphere-Ocean GCM", Journal of Climate,
Volume 13, No. 21, pp. 3760-3788, 2000. |
30. |
Kharin, V.V., and Zwiers, F.W., "Estimating Extremes in Transient Climate Change Simulations", Journal of
Climate, Volume 18, No. 8, pp. 1156-1173, 2005. |
31. |
Kharin, V.V., Zwiers, F.W., Zhang, X., and Hegerl, G.C.,
"Changes in Temperature and Precipitation Extremes
in the IPCC Ensemble of Global Coupled Model
Simulations", Journal of Climate, Volume 20, No. 8,
pp. 1419-1444, 2007 |
32. |
Ajami, N.K., Duan, Q., and Sorooshian, S., "An Integrated
Hydrologic Bayesian Multimodel Combination
Framework: Confronting Input, Parameter, and Model
Structural Uncertainty in Hydrologic Prediction", Water
Resources Research, Volume 43, No. 1, 2007. |
33. |
Hsu, K.-l., Moradkhani, H., and Sorooshian, S., "A
Sequential Bayesian Approach for Hydrologic Model
Selection and Prediction", Water Resources Research
Volume 45, No. 12 2009. |
34. |
Raftery, A.E., Gneiting, T., Balabdaoui, F., and
Polakowski, M., "Using Bayesian Model Averaging to
Calibrate Forecast Ensembles", Monthly Weather
Review, Volume 133, No. 5, pp. 1155-1174, 2005. |
|
|
|