Mehran University Research Journal Of Engineering &
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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. Seguí, 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.