Downscaling of Climate Information

  • L. O. Mearns
  • M. Bukovsky
  • S. C. Pryor
  • V. Magaña


Previous work summarized the application of global models to simulate climate. The horizontal resolution of these models—generally 1–3 degrees latitude and longitude—while adequate for resolving sub-continental North American climate features, is insufficient for simulating the more detailed properties of regional climate, such as those represented in impacts models. Regionalized processes are also needed to resolve important processes at finer scales than those represented in global climate models. Such processes may include local conditions such as narrow jet cores, sea breeze type circulations, lake effects, and the atmospheric response to complex terrain. To achieve higher resolution, a variety of so-called downscaling methods have been developed. This chapter reviews these methods and the results of applying them to the regional climate change problem.


  1. Abatzoglou, John T., and Timothy J. Brown. 2012. A Comparison of Statistical Downscaling Methods Suited for Wildfire Applications. International Journal of Climatology 32 (5): 772–780.CrossRefGoogle Scholar
  2. Alexandru, Adelina, Ramon de Elia, and René Laprise. 2007. Internal Variability in Regional Climate Downscaling at the Seasonal Scale. Monthly Weather Review 135 (9): 3221–3238.CrossRefGoogle Scholar
  3. Alexandru, Adelina, Ramon De Elia, René Laprise, Leo Separovic, and Sébastien Biner. 2009. Sensitivity Study of Regional Climate Model Simulations to Large-Scale Nudging Parameters. Monthly Weather Review 137 (5): 1666–1686.CrossRefGoogle Scholar
  4. Antic, S., R. Laprise, B. Denis, and R. De Elía. 2004. Testing the Downscaling Ability of a One-Way Nested Regional Climate Model in Regions of Complex Topography. Climate Dynamics 23: 473–493.CrossRefGoogle Scholar
  5. Barsugli, Joseph J., Galina Guentchev, Radley M. Horton, Andrew Wood, Linda O. Mearns, Xin-Zhong Liang, Julie A. Winkler, et al. 2013. The Practitioner’s Dilemma: How to Assess the Credibility of Downscaled Climate Projections. Eos, Transactions American Geophysical Union.
  6. Bender, Morris A., Thomas R. Knutson, Robert E. Tuleya, Joseph J. Sirutis, Gabriel A. Vecchi, Stephen T. Garner, and Isaac M. Held. 2010. Modeled Impact of Anthropogenic Warming on the Frequency of Intense Atlantic Hurricanes. Science 327 (5964): 454–458.CrossRefGoogle Scholar
  7. Benestad, Rasmus E., Inger Hanssen-Bauer, and Deliang Chen. 2008. Empirical-Statistical Downscaling. Hackensack: World Scientific Publishing Co Inc.Google Scholar
  8. Bresson, Raphaël, and René Laprise. 2011. Scale-Decomposed Atmospheric Water Budget over North America as Simulated by the Canadian Regional Climate Model for Current and Future Climates. Climate Dynamics 36 (1–2): 365–384.CrossRefGoogle Scholar
  9. Bukovsky, Melissa S., and David J. Karoly. 2011. A Regional Modeling Study of Climate Change Impacts on Warm-Season Precipitation in the Central United States. Journal of Climate 24 (7): 1985–2002.CrossRefGoogle Scholar
  10. Bukovsky, Melissa S., David J. Gochis, and Linda O. Mearns. 2013. Towards Assessing NARCCAP Regional Climate Model Credibility for the North American Monsoon: Current Climate Simulations. Journal of Climate 26 (22): 8802–8826. Scholar
  11. Caldwell, Peter, Hung-Neng S. Chin, David C. Bader, and Govindasamy Bala. 2009. Evaluation of a WRF Dynamical Downscaling Simulation over California. Climatic Change 95 (3): 499–521.CrossRefGoogle Scholar
  12. Campbell, Jayaka D., Michael A. Taylor, Tannecia S. Stephenson, Rhodene A. Watson, and Felicia S. Whyte. 2011. Future Climate of the Caribbean from a Regional Climate Model. International Journal of Climatology 31 (12): 1866–1878.CrossRefGoogle Scholar
  13. Cañón, Julio, Francina Domínguez, and Juan B. Valdés. 2011. Downscaling Climate Variability Associated with Quasi-Periodic Climate Signals: A New Statistical Approach Using MSSA. Journal of Hydrology 398 (1): 65–75.CrossRefGoogle Scholar
  14. Carter, T. R., M. L. Parry, and H. Harasawa. 1994. IPCC Technical Guidelines for Assessing Climate Change Impacts and Adaptations. London: Department of Geography, University College London.Google Scholar
  15. Castro, Christopher L., Roger A. Pielke, and Giovanni Leoncini. 2005. Dynamical Downscaling: Assessment of Value Retained and Added Using the Regional Atmospheric Modeling System (RAMS). Journal of Geophysical Research: Atmospheres 110: 1–21.Google Scholar
  16. Castro, Christopher L., Roger A. Pielke Sr., and Jimmy O. Adegoke. 2007. Investigation of the Summer Climate of the Contiguous United States and Mexico Using the Regional Atmospheric Modeling System (RAMS). Part I: Model Climatology (1950–2002). Journal of Climate 20 (15): 3844–3865.CrossRefGoogle Scholar
  17. Caya, Daniel, and Sébastien Biner. 2004. Internal Variability of RCM Simulations over an Annual Cycle. Climate Dynamics 22 (1): 33–46.CrossRefGoogle Scholar
  18. Caya, Daniel, and Rene Laprise. 1999. A Semi-Implicit Semi-Lagrangian Regional Climate Model: The Canadian RCM. Monthly Weather Review 127 (3): 341–362.CrossRefGoogle Scholar
  19. Cha, Dong-Hyun, Chun-Sil Jin, Dong-Kyou Lee, and Ying-Hwa Kuo. 2011. Impact of Intermittent Spectral Nudging on Regional Climate Simulation Using Weather Research and Forecasting Model. Journal of Geophysical Research: Atmospheres 116: 1–11.Google Scholar
  20. Chen, W., Z. Jiang, L. Li, and P. Yiou. 2010. Simulation of Regional Climate Change Under the IPCC A2 Scenario in Southeast China. Climate Dynamics 36: 491–507.CrossRefGoogle Scholar
  21. Chen, Jie, François P. Brissette, and Robert Leconte. 2011a. Uncertainty of Downscaling Method in Quantifying the Impact of Climate Change on Hydrology. Journal of Hydrology 401 (3): 190–202.CrossRefGoogle Scholar
  22. Chen, Weilin, Zhihong Jiang, Laurent Li, and Pascal Yiou. 2011b. Simulation of Regional Climate Change under the IPCC A2 Scenario in Southeast China. Climate Dynamics 36 (3–4): 491–507.CrossRefGoogle Scholar
  23. Choi, Woonsup, Peter F. Rasmussen, Adam R. Moore, and Sung Joon Kim. 2009. Simulating Streamflow Response to Climate Scenarios in Central Canada Using a Simple Statistical Downscaling Method. Climate Research 40 (1): 89–102.CrossRefGoogle Scholar
  24. Christensen, O.B., M.A. Gaertner, J.A. Prego, and J. Polcher. 2001. Internal Variability of Regional Climate Models. Climate Dynamics 17 (11): 875–887.CrossRefGoogle Scholar
  25. Christensen, Jens Hesselbjerg, Bruce Hewitson, Aristita Busuioc, Anthony Chen, Xuejie Gao, R. Held, et al. 2007. Chapter 11: Regional Climate Projections. In Climate Change, 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, ed. S. Solomon, D. Qin, M. Manning, Z. Chen, M. Marquis, K.B. Averyt, M. Tignor, and H.L. Miller. Cambridge/New York: Cambridge University Press.Google Scholar
  26. Cocke, Steven, T.E. LaRow, and D.W. Shin. 2007. Seasonal Rainfall Predictions over the Southeast United States Using the Florida State University Nested Regional Spectral Model. Journal of Geophysical Research: Atmospheres 112: 1–14.Google Scholar
  27. Cosgrove, B.A., et al. 2003. Land Surface Model Spin-Up Behavior in the North American Land Data Assimilation System (NLDAS): GEWEX Continental-Scale International Project, Part 3 (GCIP3). Journal of Geophysical Research 108 (D22).
  28. Côté, Jean, Sylvie Gravel, André Méthot, Alain Patoine, Michel Roch, and Andrew Staniforth. 1998. The Operational CMC–MRB Global Environmental Multiscale (GEM) Model. Part I: Design Considerations and Formulation. Monthly Weather Review 126 (6): 1373–1395.CrossRefGoogle Scholar
  29. Cotton, William R., R.A. Pielke Sr., R.L. Walko, G.E. Liston, C.J. Tremback, H. Jiang, R.L. McAnelly, et al. 2003. RAMS 2001: Current Status and Future Directions. Meteorology and Atmospheric Physics 82 (1): 5–29.CrossRefGoogle Scholar
  30. Cubasch, U., J. Waszkewitz, G. Hegerl, and J. Perlwitz. 1995. Regional Climate Changes as Simulated in Time-Slice Experiments. Climatic Change 31 (2–4): 273–304.CrossRefGoogle Scholar
  31. Cueto, Rafael O. García, Adalberto Tejeda Martínez, and Ernesto Jáuregui Ostos. 2010. Heat Waves and Heat Days in an Arid City in the Northwest of Mexico: Current Trends and in Climate Change Scenarios. International Journal of Biometeorology 54 (4): 335–345.CrossRefGoogle Scholar
  32. de Elia, Ramón, René Laprise, and Bertrand Denis. 2002. Forecasting Skill Limits of Nested, Limited-Area Models: A Perfect-Model Approach. Monthly Weather Review 130 (8): 2006–2023.CrossRefGoogle Scholar
  33. de Elía, Ramón, Daniel Caya, Hélène Côté, Anne Frigon, Sébastien Biner, Michel Giguère, Dominique Paquin, Richard Harvey, and David Plummer. 2008. Evaluation of Uncertainties in the CRCM-Simulated North American Climate. Climate Dynamics 30 (2–3): 113–132.CrossRefGoogle Scholar
  34. Denis, Bertrand, René Laprise, Daniel Caya, and J. Côté. 2002. Downscaling Ability of One-Way Nested Regional Climate Models: The Big-Brother Experiment. Climate Dynamics 18 (8): 627–646.CrossRefGoogle Scholar
  35. Déqué, M., R.G. Jones, M. Wild, F. Giorgi, J.H. Christensen, D.C. Hassell, P.L. Vidale, et al. 2005. Global High Resolution vs. Regional Climate Model Climate Change Scenarios over Europe: Quantifying Confidence Level from PRUDENCE Results. Climate Dynamics 25: 653–670.CrossRefGoogle Scholar
  36. Deser, Clara, Adam Phillips, Vincent Bourdette, and Haiyan Teng. 2010. Uncertainty in Climate Change Projections: The Role of Internal Variability. Climate Dynamics.
  37. Deser, Clara, Reto Knutti, Susan Solomon, and Adam S. Phillips. 2012. Communication of the Role of Natural Variability in Future North American Climate. Nature Climate Change 2 (11): 775–779.CrossRefGoogle Scholar
  38. Di Luca, Alejandro, Ramón de Elía, and René Laprise. 2012. Potential for Added Value in Precipitation Simulated by High-Resolution Nested Regional Climate Models and Observations. Climate Dynamics 38 (5–6): 1229–1247.CrossRefGoogle Scholar
  39. ———. 2013. Potential for Added Value in Temperature Simulated by High-Resolution Nested RCMs in Present Climate and in the Climate Change Signal. Climate Dynamics 40 (1–2): 443–464.CrossRefGoogle Scholar
  40. Diaconescu, Emilia Paula, René Laprise, and Laxmi Sushama. 2007. The Impact of Lateral Boundary Data Errors on the Simulated Climate of a Nested Regional Climate Model. Climate Dynamics 28 (4): 333–350.CrossRefGoogle Scholar
  41. Dibike, Y.B., P. Gachon, A. St-Hilaire, T.B.M.J. Ouarda, and Van T.-V. Nguyen. 2008. Uncertainty Analysis of Statistically Downscaled Temperature and Precipitation Regimes in Northern Canada. Theoretical and Applied Climatology 91 (1): 149–170.CrossRefGoogle Scholar
  42. Dickinson, Robert E., Ronald M. Errico, Filippo Giorgi, and Gary T. Bates. 1989. A Regional Climate Model for the Western United States. Climatic Change 15 (3): 383–422.CrossRefGoogle Scholar
  43. Dimitrijevic, Milena, and René Laprise. 2005. Validation of the Nesting Technique in a Regional Climate Model and Sensitivity Tests to the Resolution of the Lateral Boundary Conditions during Summer. Climate Dynamics 25 (6): 555–580.CrossRefGoogle Scholar
  44. Dominguez, Francina, E. Rivera, D.P. Lettenmaier, and C.L. Castro. 2012. Changes in Winter Precipitation Extremes for the Western United States Under a Warmer Climate as Simulated by Regional Climate Models. Geophysical Research Letters 39 (5): 1–7.Google Scholar
  45. Duffy, P.B., B. Govindasamy, J.P. Iorio, J. Milovich, K.R. Sperber, K.E. Taylor, M.F. Wehner, and S.L. Thompson. 2003. High-Resolution Simulations of Global Climate, Part 1: Present Climate. Climate Dynamics 21 (5–6): 371–390.CrossRefGoogle Scholar
  46. Duffy, P.B., R.W. Arritt, J. Coquard, William Gutowski, J. Han, J. Iorio, Jongil Kim, L.-R. Leung, J. Roads, and E. Zeledon. 2006. Simulations of Present and Future Climates in the Western United States with Four Nested Regional Climate Models. Journal of Climate 19 (6): 873–895.CrossRefGoogle Scholar
  47. Englehart, Phil J., and Arthur V. Douglas. 2001. The Role of Eastern North Pacific Tropical Storms in the Rainfall Climatology of Western Mexico. International Journal of Climatology 21 (11): 1357–1370.CrossRefGoogle Scholar
  48. Evans, Jason P., Robert J. Oglesby, and William M. Lapenta. 2005. Time Series Analysis of Regional Climate Model Performance. Journal of Geophysical Research: Atmospheres 110: 1–23.Google Scholar
  49. Feser, Frauke, Burkhardt Rockel, Hans von Storch, Jörg Winterfeldt, and Matthias Zahn. 2011. Regional Climate Models Add Value to Global Model Data: A Review and Selected Examples. Bulletin of the American Meteorological Society 92 (9): 1181–1192. Scholar
  50. Foley, A.M. 2010. Uncertainty in Regional Climate Modeling: A Review. Progress in Physical Geography 34: 647–670.CrossRefGoogle Scholar
  51. Fowler, H.J., S. Blenkinsop, and C. Tebaldi. 2007. Linking Climate Change Modelling to Impacts Studies: Recent Advances in Downscaling Techniques for Hydrological Modelling. International Journal of Climatology 27 (12): 1547–1578. Scholar
  52. Fox-Rabinovitz, Michael, Jean Côté, Bernard Dugas, Michel Déqué, and John L. McGregor. 2006. Variable Resolution General Circulation Models: Stretched-Grid Model Intercomparison Project (SGMIP). Journal of Geophysical Research: Atmospheres 111 (D16).
  53. Fox-Rabinovitz, Michael, Jean Cote, Bernard Dugas, Michel Deque, John L. McGregor, and A. Belochitski. 2008. Stretched-Grid Model Intercomparison Project: Decadal Regional Climate Simulations with Enhanced Variable and Uniform-Resolution GCMs. Meteorology and Atmospheric Physics 100 (1): 159–177.CrossRefGoogle Scholar
  54. Franco, Guido, and Alan H. Sanstad. 2008. Climate Change and Electricity Demand in California. Climatic Change 87: 139–151.CrossRefGoogle Scholar
  55. Gao, Yanhong, Julie A. Vano, Chunmei Zhu, and Dennis P. Lettenmaier. 2011. Evaluating Climate Change over the Colorado River Basin Using Regional Climate Models. Journal of Geophysical Research: Atmospheres 116: 1–20.Google Scholar
  56. Gates, W. Lawrence. 1985. The Use of General Circulation Models in the Analysis of the Ecosystem Impacts of Climatic Change. Climatic Change 7 (3): 267–284.CrossRefGoogle Scholar
  57. Ghan, Steven J., and Timothy Shippert. 2006. Physically Based Global Downscaling: Climate Change Projections for a Full Century. Journal of Climate 19 (9): 1589–1604.CrossRefGoogle Scholar
  58. Ghan, Steven J., Timothy Shippert, and Jared Fox. 2006. Physically Based Global Downscaling: Regional Evaluation. Journal of Climate 19 (3): 429–445.CrossRefGoogle Scholar
  59. Giorgi, F., and L.O. Mearns. 1991. Approaches to the Simulation of Regional Climate Change: A Review. Reviews of Geophysics 29: 191–216.CrossRefGoogle Scholar
  60. Giorgi, F., and L.O. Mearns. 1999. Regional Climate Modeling Revisited: An Introduction to the Special Issue. Journal of Geophysical Research 104 (D6): 6335–6352.CrossRefGoogle Scholar
  61. Giorgi, Filippo, Maria Rosaria Marinucci, and Gary T. Bates. 1993a. Development of a Second-Generation Regional Climate Model (RegCM2). Part I: Boundary-Layer and Radiative Transfer Processes. Monthly Weather Review 121 (10): 2794–2813.CrossRefGoogle Scholar
  62. Giorgi, Filippo, Maria Rosaria Marinucci, Gary T. Bates, and Gerardo De Canio. 1993b. Development of a Second-Generation Regional Climate Model (RegCM2). Part II: Convective Processes and Assimilation of Lateral Boundary Conditions. Monthly Weather Review 121 (10): 2814–2832.CrossRefGoogle Scholar
  63. Giorgi, Filippo, Bruce Hewitson, J. Christensen, Michael Hulme, Hans Von Storch, Penny Whetton, R. Jones, et al. 2001. Regional Climate Information—Evaluation and Projections. The Scientific Basis, Contribution of Working Group I to the Third Assessment Report of the IPCC 1: 739–768.Google Scholar
  64. Giorgi, Filippo, Colin Jones, Ghassem R. Asrar, et al. 2009. Addressing Climate Information Needs at the Regional Level: The CORDEX Framework. World Meteorological Organization (WMO) Bulletin 58 (3): 175–183.Google Scholar
  65. Giorgi, F., and X. Bi. 2000. A Study of Internal Variability of a Regional Climate Model. Journal of Geophysical Research 105: 503–521.CrossRefGoogle Scholar
  66. Goldenberg, Stanley B., Christopher W. Landsea, Alberto M. Mestas-Nuñez, and William M. Gray. 2001. The Recent Increase in Atlantic Hurricane Activity: Causes and Implications. Science 293 (5529): 474–479.CrossRefGoogle Scholar
  67. Govindasamy, Balasubramanian, Philip B. Duffy, and Jeremy Coquard. 2003. High-Resolution Simulations of Global Climate, Part 2: Effects of Increased Greenhouse Cases. Climate Dynamics 21 (5–6): 391–404.CrossRefGoogle Scholar
  68. Grell, Georg A., Jimy Dudhia, and David R. Stauffer. 1993. A Description of the Fifth-Generation Penn State/NCAR Mesoscale Model (MM5). NCAR Tech NCAR/TN-398(1A): 107.Google Scholar
  69. Groisman, Pavel Ya, Thomas R. Karl, David R. Easterling, Richard W. Knight, Paul F. Jamason, Kevin J. Hennessy, et al. 1999. Changes in the Probability of Heavy Precipitation: Important Indicators of Climatic Change. Climatic Change 42 (1): 243–283.Google Scholar
  70. Gutmann, Ethan, Tom Pruitt, Martyn P. Clark, Levi Brekke, Jeffrey R. Arnold, David A. Raff, and Roy M. Rasmussen. 2013. Submitted 2014. An Intercomparison of Statistical Downscaling Methods Used for Water Resource Assessments in the United States. Water Resources Research 50 (9): 7167–7186.CrossRefGoogle Scholar
  71. Gutowski, William J., Stephanie S. Willis, Jason C. Patton, Benjamin R.J. Schwedler, Raymond W. Arritt, and Eugene S. Takle. 2008. Changes in Extreme, Cold-Season Synoptic Precipitation Events Under Global Warming. Geophysical Research Letters 35 (20).
  72. Gutzler, David S., and Tessia O. Robbins. 2011. Climate Variability and Projected Change in the Western United States: Regional Downscaling and Drought Statistics. Climate Dynamics 37 (5–6): 835–849.CrossRefGoogle Scholar
  73. Hall, Alex, Fengpeng Sun, Daniel Walton, Scott Capps, Qu Xin, Hsin-Yuan Huang, Neil Berg, et al. 2012. Mid-Century Warming in the Los Angeles Region-Part I of the ‘Climate Change in the Los Angeles Region’ Projec, 47. Los Angeles: UCLA and LARC.Google Scholar
  74. Han, Jongil, and John O. Roads. 2004. US Climate Sensitivity Simulated with the NCEP Regional Spectral Model. Climatic Change 62 (1): 115–154.CrossRefGoogle Scholar
  75. Harpham, Colin, and Robert L. Wilby. 2005. Multi-Site Downscaling of Heavy Daily Precipitation Occurrence and Amounts. Journal of Hydrology 312 (1): 235–255.CrossRefGoogle Scholar
  76. Hawkins, Ed, and Rowan Sutton. 2011. The Potential to Narrow Uncertainty in Projections of Regional Precipitation Change. Climate Dynamics 37 (1–2): 407–418. Scholar
  77. Hay, Lauren E., Steven L. Markstrom, and Christian Ward-Garrison. 2011. Watershed-Scale Response to Climate Change Through the Twenty-First Century for Selected Basins Across the United States. Earth Interactions 15 (17): 1–37. Scholar
  78. Hayhoe, Katharine, Daniel Cayan, Christopher B. Field, Peter C. Frumhoff, Edwin P. Maurer, Norman L. Miller, Susanne C. Moser, et al. 2004. Emissions Pathways, Climate Change, and Impacts on California. Proceedings of the National Academy of Sciences of the United States of America 101 (34): 12422–12427. Scholar
  79. Hayhoe, Katharine, Cameron P. Wake, Thomas G. Huntington, Lifeng Luo, Mark D. Schwartz, Justin Sheffield, Eric Wood, et al. 2007. Past and Future Changes in Climate and Hydrological Indicators in the US Northeast. Climate Dynamics 28 (4): 381–407.CrossRefGoogle Scholar
  80. Hayhoe, Katharine, Cameron Wake, Bruce Anderson, Xin-Zhong Liang, Edwin Maurer, Jinhong Zhu, James Bradbury, Art DeGaetano, Anne Marie Stoner, and Donald Wuebbles. 2008. Regional Climate Change Projections for the Northeast USA. Mitigation and Adaptation Strategies for Global Change 13 (5–6): 425–436.CrossRefGoogle Scholar
  81. Hayhoe, Katharine, Jeff VanDorn, I.I. Thomas Croley, Nicole Schlegal, and Donald Wuebbles. 2010. Regional Climate Change Projections for Chicago and the US Great Lakes. RES 36 (2 SI): 7–21. Scholar
  82. Haylock, Malcolm R., Gavin C. Cawley, Colin Harpham, Rob L. Wilby, and Clare M. Goodess. 2006. Downscaling Heavy Precipitation over the United Kingdom: A Comparison of Dynamical and Statistical Methods and Their Future Scenarios. International Journal of Climatology 26 (10): 1397–1415. Scholar
  83. Horton, Radley, Vivien Gornitz, Malcolm Bowman, and Reginald Blake. 2010. Climate Observations and Projections. Annals of the New York Academy of Sciences 1196 (1): 41–62.CrossRefGoogle Scholar
  84. Inatsu, Masaru, and Masahide Kimoto. 2009. A Scale Interaction Study on East Asian Cyclogenesis Using a General Circulation Model Coupled with an Interactively Nested Regional Model. Monthly Weather Review 137 (9): 2851–2868.CrossRefGoogle Scholar
  85. Janjić, Zaviša I. 1994. The Step-Mountain Eta Coordinate Model: Further Developments of the Convection, Viscous Sublayer, and Turbulence Closure Schemes. Monthly Weather Review 122 (5): 927–945.CrossRefGoogle Scholar
  86. Jha, Manoj, Zaitao Pan, Eugene S. Takle, and Gu Roy. 2004. Impacts of Climate Change on Streamflow in the Upper Mississippi River Basin: A Regional Climate Model Perspective. Journal of Geophysical Research: Atmospheres 109 (D9).
  87. Jiao, Yanjun, and Daniel Caya. 2006. An Investigation of Summer Precipitation Simulated by the Canadian Regional Climate Model. Monthly Weather Review 134 (3): 919–932.CrossRefGoogle Scholar
  88. Johnson, T.E., J.B. Butcher, A. Parker, and C.P. Weaver. 2012. Investigating the Sensitivity of US Streamflow and Water Quality to Climate Change: US EPA Global Change Research Program’s 20 Watersheds Project. Journal of Water Resources Planning and Management 138 (5): 453–464.CrossRefGoogle Scholar
  89. Jones, R.G., D.C. Hassell, D. Hudson, S.S. Wilson, G.J. Jenkins, and J.F.B. Mitchell. 2004. Workbook on Generating High Resolution Climate Change Scenarios Using PRECIS. New York: UNDP.Google Scholar
  90. Juang, Hann-Ming Henry, Song-You Hong, and Masao Kanamitsu. 1997. The NCEP Regional Spectral Model: An Update. Bulletin of the American Meteorological Society 78 (10): 2125–2143.CrossRefGoogle Scholar
  91. Kanamitsu, Masao, and Laurel DeHaan. 2011. The Added Value Index: A New Metric to Quantify the Added Value of Regional Models. Journal of Geophysical Research: Atmospheres 116 (D11).
  92. Karmalkar, Ambarish V., Raymond S. Bradley, and Henry F. Diaz. 2011. Climate Change in Central America and Mexico: Regional Climate Model Validation and Climate Change Projections. Climate Dynamics 37 (3–4): 605–629.CrossRefGoogle Scholar
  93. Katz, Richard W., Marc B. Parlange, and Claudia Tebaldi. 2003. Stochastic Modeling of the Effects of Large-Scale Circulation on Daily Weather in the Southeastern US. In Issues in the Impacts of Climate Variability and Change on Agriculture, 189–216. Dordrecht: Springer.CrossRefGoogle Scholar
  94. Khan, Mohammad Sajjad, Paulin Coulibaly, and Yonas Dibike. 2006. Uncertainty Analysis of Statistical Downscaling Methods. Journal of Hydrology 319 (1): 357–382. Scholar
  95. Knutson, Thomas R., Joseph J. Sirutis, Stephen T. Garner, Gabriel A. Vecchi, and Isaac M. Held. 2008. Simulated Reduction in Atlantic Hurricane Frequency under Twenty-First-Century Warming Conditions. Nature Geoscience 1 (6): 359–364.CrossRefGoogle Scholar
  96. Knutson, Thomas R., John L. McBride, Johnny Chan, Kerry Emanuel, Greg Holland, Chris Landsea, Isaac Held, James P. Kossin, A.K. Srivastava, and Masato Sugi. 2010. Tropical Cyclones and Climate Change. Nature Geoscience 3 (3): 157–163.CrossRefGoogle Scholar
  97. Knutti, R., G. Abramowitz, M. Collins, V. Eyring, P.J. Gleckler, B. Hewitson, et al. 2010. Good Practice Guidance Paper on Assessing and Combining Multi Model Climate Projections. In Meeting Report of the Intergovernmental Panel on Climate Change Expert Meeting on Assessing and Combining Multi Model Climate Projections, ed. T.F. Stocker, D. Qin, G.-K. Plattner, M. Tignor, and P.M. Midgley. Bern: IPCC Working Group I Technical Support Unit.Google Scholar
  98. Kunkel, Kenneth E., David R. Easterling, Kenneth Hubbard, and Kelly Redmond. 2004. Temporal Variations in Frost-Free Season in the United States: 1895–2000. Geophysical Research Letters 31 (3.) https://doi:03210.01029/02003GL018624. Google Scholar
  99. Landman, Willem A., Mary-Jane Kgatuke, Maluta Mbedzi, Asmerom Beraki, Anna Bartman, and Annelise du Piesanie. 2009. Performance Comparison of Some Dynamical and Empirical Downscaling Methods for South Africa from a Seasonal Climate Modelling Perspective. International Journal of Climatology 29 (11): 1535–1549. Scholar
  100. Laprise, René. 2008. Regional Climate Modelling. Journal of Computational Physics 227 (7): 3641–3666.CrossRefGoogle Scholar
  101. Laprise, René, Daniel Caya, Anne Frigon, and Dominique Paquin. 2003. Current and Perturbed Climate as Simulated by the Second-Generation Canadian Regional Climate Model (CRCM-II) over Northwestern North America. Climate Dynamics 21 (5–6): 405–421.CrossRefGoogle Scholar
  102. Larson, Joshua, Yaping Zhou, and R. Wayne Higgins. 2005. Characteristics of Landfalling Tropical Cyclones in the United States and Mexico: Climatology and Interannual Variability. Journal of Climate 18 (8): 1247–1262.CrossRefGoogle Scholar
  103. Lawler, Joshua J., Sarah L. Shafer, Denis White, Peter Kareiva, Edwin P. Maurer, Andrew R. Blaustein, and Patrick J. Bartlein. 2009. Projected Climate-Induced Faunal Change in the Western Hemisphere. Ecology 90 (3): 588–597.CrossRefGoogle Scholar
  104. Leduc, Martin, and René Laprise. 2009. Regional Climate Model Sensitivity to Domain Size. Climate Dynamics 32 (6): 833–854.CrossRefGoogle Scholar
  105. Lei, F., and Z. Yaocun. 2007. Impacts of the Thermal Effects of Sub-Grid Orography on the Heavy Rainfall Events Along the Yangtze River Valley in 1991. Advances in Atmospheric Sciences 24: 881–892.CrossRefGoogle Scholar
  106. Leung, Lai R., and Steven J. Ghan. 1998. Parameterizing Subgrid Orographic Precipitation and Surface Cover in Climate Models. Monthly Weather Review 126 (12): 3271–3291.CrossRefGoogle Scholar
  107. Leung, L.R., and S.J. Ghan. 1999a. Pacific Northwest Climate Sensitivity Simulated by a Regional Climate Model Driven by a GCM. Part II: 2$\times$ CO2 Simulations. Journal of Climate 12 (7): 2031–2053.CrossRefGoogle Scholar
  108. Leung, Lai R., and Steven J. Ghan. 1999b. Pacific Northwest Climate Sensitivity Simulated by a Regional Climate Model Driven by a GCM. Part I: Control Simulations. Journal of Climate 12 (7): 2010–2030.CrossRefGoogle Scholar
  109. Leung, L. Ruby, Yun Qian, Xindi Bian, Warren M. Washington, Jongil Han, and John O. Roads. 2004. Mid-Century Ensemble Regional Climate Change Scenarios for the Western United States. Climatic Change 62 (1): 75–113.CrossRefGoogle Scholar
  110. Li, Xiangshang, and David J. Sailor. 2000. Application of Tree-Structured Regression for Regional Precipitation Prediction Using General Circulation Model Output. Climate Research 16: 17–30.CrossRefGoogle Scholar
  111. Li, Guilong, Xuebin Zhang, Francis Zwiers, and Qiuzi H. Wen. 2012. Quantification of Uncertainty in High-Resolution Temperature Scenarios for North America. Journal of Climate 25 (9): 3373–3389.CrossRefGoogle Scholar
  112. Liang, Xin-Zhong, Jianping Pan, Jinhong Zhu, Kenneth E. Kunkel, Julian X.L. Wang, and Aiguo Dai. 2006. Regional Climate Model Downscaling of the US Summer Climate and Future Change. Journal of Geophysical Research: Atmospheres 111 (D10).
  113. Lim, Young-Kwon, D.W. Shin, Steven Cocke, T.E. LaRow, Justin T. Schoof, James J. O’Brien, and Eric P. Chassignet. 2007. Dynamically and Statistically Downscaled Seasonal Simulations of Maximum Surface Air Temperature over the Southeastern United States. Journal of Geophysical Research: Atmospheres 112 (D24).
  114. Liverman, D.M., W.H. Terjung, J.T. Hayes, and L.O. Mearns. 1986. Climatic Change and Grain Corn Yields in the North American Great Plains. Climatic Change 9 (3): 327–347.CrossRefGoogle Scholar
  115. Lo, J.C.F., Z.L. Yang, and R.A. Pielke. 2008. Assessment of Three Dynamical Climate Downscaling Methods Using the Weather Research and Forecasting (WRF) Model. Journal of Geophysical Research: Atmospheres 113 (D9).Google Scholar
  116. Lorenz, Philip, and Daniela Jacob. 2005. Influence of Regional Scale Information on the Global Circulation: A Two-Way Nesting Climate Simulation. Geophysical Research Letters 32 (18).
  117. Lucas-Picher, Philippe, Daniel Caya, Sebastien Biner, and Rene Laprise. 2008. Quantification of the Lateral Boundary Forcing of a Regional Climate Model Using an Aging Tracer. Monthly Weather Review 136 (12): 4980–4996.CrossRefGoogle Scholar
  118. Lucas-Picher, Philippe, Samuel Somot, Michel Déqué, Bertrand Decharme, and Antoinette Alias. 2013. Evaluation of the Regional Climate Model ALADIN to Simulate the Climate over North America in the CORDEX Framework. Climate Dynamics 41 (5–6): 1117–1137.CrossRefGoogle Scholar
  119. Magana, Victor, David Zermeño, and Carolina Neri. 2012. Climate Change Scenarios and Potential Impacts on Water Availability in Northern Mexico. Climate Research 51 (2): 171–184.CrossRefGoogle Scholar
  120. Mailhot, Alain, Sophie Duchesne, Daniel Caya, and Guillaume Talbot. 2007. Assessment of Future Change in Intensity–Duration–Frequency (IDF) Curves for Southern Quebec Using the Canadian Regional Climate Model (CRCM). Journal of Hydrology 347 (1): 197–210.CrossRefGoogle Scholar
  121. Mailhot, Alain, Ian Beauregard, Guillaume Talbot, Daniel Caya, and Sébastien Biner. 2012. Future Changes in Intense Precipitation over Canada Assessed from Multi-Model NARCCAP Ensemble Simulations. International Journal of Climatology 32 (8): 1151–1163.CrossRefGoogle Scholar
  122. Manning, L.J., J.W. Hall, H.J. Fowler, C.G. Kilsby, and C. Tebaldi. 2009. Using Probabilistic Climate Change Information from a Multimodel Ensemble for Water Resources Assessment. Water Resources Research 45 (11).
  123. Maraun, Douglas, F. Wetterhall, A.M. Ireson, R.E. Chandler, E.J. Kendon, M. Widmann, S. Brienen, et al. 2010. Precipitation Downscaling under Climate Change: Recent Developments to Bridge the Gap Between Dynamical Models and the End User. Reviews of Geophysics 48 (3).
  124. Martínez-Castro, D., R. Porfirio da Rocha, A. Bezanilla-Morlot, L. Alvarez-Escudero, J.P. Reyes-Fernández, Y. Silva-Vidal, and R.W. Arritt. 2006. Sensitivity Studies of the RegCM3 Simulation of Summer Precipitation, Temperature and Local Wind Field in the Caribbean Region. Theoretical and Applied Climatology 86 (1): 5–22.CrossRefGoogle Scholar
  125. Martynov, Andrey, René Laprise, Laxmi Sushama, Katja Winger, L. Šeparović, and B. Dugas. 2013. Reanalysis-Driven Climate Simulation over CORDEX North America Domain Using the Canadian Regional Climate Model, Version 5: Model Performance Evaluation. Climate Dynamics 41 (11–12): 2973–3005.CrossRefGoogle Scholar
  126. Maurer, E.P., and H.G. Hidalgo. 2008. Utility of Daily vs. Monthly Large-Scale Climate Data: An Intercomparison of Two Statistical Downscaling Methods. Hydrology and Earth System Sciences 12 (2): 551–563.CrossRefGoogle Scholar
  127. Maurer, Edwin P., Levi Brekke, Tom Pruitt, and Philip P. Duffy. 2007. Fine-Resolution Climate Projections Enhance Regional Climate Change Impact Studies. Eos 88 (47): 504.CrossRefGoogle Scholar
  128. May, W., and E. Roeckner. 2001. A Time Slice-Experiment with the EC HAM4 AGCM at High Resolution: The Impact of Horizontal Resolution on Annual Mean Climate Change. Climate Dynamics 17: 407–420.CrossRefGoogle Scholar
  129. McGregor, J.L., and M.R. Dix. 2008. An Updated Description of the Conformal-Cubic Atmospheric Model. In High Resolution Simulation of the Atmosphere and Ocean, eds. K Hamilton, W Ohfuchi, 51–76. Springer, New York.Google Scholar
  130. Mearns, L.O., M. Hulme, T.R. Carter, R. Leemans, M. Lal, and P. Whetton. 2001. Climate Scenario Development (Chapter 13). In Climate Change 2001: The Scientific Basis, Contribution of Working Group I to the Third Assessment Report of the IPCC, ed. J.T. Houghton et al., 583–638. Cambridge: Cambridge University Press.Google Scholar
  131. Mearns, L.O., G. Carbone, E. Tsvetsinskaya, R. Adams, B. McCarl, and R. Doherty. 2003. The Uncertainty of Spatial Scale of Climate Scenarios in Integrated Assessments: An Example from Agriculture. Integrated Assessment 4 (4): 225–235.CrossRefGoogle Scholar
  132. Mearns, L.O., W.J. Gutowski, R. Jones, L.-Y. Leung, S. McGinnis, A.M.B. Nunes, et al. 2009. A Regional Climate Change Assessment Program for North America. Eos 90: 311–312.CrossRefGoogle Scholar
  133. Mearns, L.O., R. Arritt, S. Biner, M.S. Bukovsky, S. McGinnis, S. Sain, et al. 2012. The North American Regional Climate Change Assessment Program: Overview of Phase I Results. Bulletin of the American Meteorological Society 93: 1337–1362.CrossRefGoogle Scholar
  134. Mearns, L.O., R. Leung, R. Arritt, S. Biner, M. Bukovsky, D. Caya, J. Correia, W. Gutowski, R. Jones, Y. Qian, L. Sloan, and G. Takle. 2013a. Response to R. Pielke, Sr. Commentary on Mearns et al. 2012. Bulletin of the American Meteorological Society 94: 1077–1078.CrossRefGoogle Scholar
  135. Mearns, L.O., S. Sain, R. Leung, M. Bukovsky, et al. 2013b. Climate Change Projections of the North American Regional Climate Change Assessment Program (NARCCAP). Climatic Change Letters.
  136. Miguez-Macho, G., G.L. Stenchikov, and A. Robock. 2005. Regional Climate Simulations Over North America: Interaction of Local Processes with Improved Large-Scale Flow. Journal of Climate 18: 1227–1246.CrossRefGoogle Scholar
  137. Mladjic, B., L. Sushama, M.N. Khaliq, R. Laprise, D. Caya, and R. Roy. 2011. Canadian RCM Projected Changes to Extreme Precipitation Characteristics Over Canada. Journal of Climate 24: 2565–2584.CrossRefGoogle Scholar
  138. Montero-Martínez, M., and J.L. Pérez-López. 2008. Regionalización de proyecciones climáticas en México de precipitación y temperatura en superficie usando el método REA para el siglo XXI. In Efectos del Cambio Climático en los Recursos Hídricos de México, ed. P. Martínez and A. Aguilar, vol. 2, 11–21. Jiutepec: Instituto Mexicano de Tecnología del Agua.Google Scholar
  139. Muluye, G.Y. 2011. Implications of Medium-Range Numerical Weather Model Output in Hydrologic Applications: Assessment of Skill and Economic Value. Journal of Hydrology 400 (3–4): 448–464.CrossRefGoogle Scholar
  140. NAS. 2012. A National Strategy for Advancing Climate Modeling. Washington, DC: National Academies Press.Google Scholar
  141. Noguer, M., R.G. Jones, and J.M. Murphy. 1998. Sources of Systematic Errors in the Climatology of a Nested Regional Climate Model (RCM) Over Europe. Climate Dynamics 14: 691–712.CrossRefGoogle Scholar
  142. Otte, T.L., C.G. Nolte, M.J. Otte, and J.H. Bowden. 2012. Does Nudging Squelch the Extremes in Regional Climate Modeling? Journal of Climate 25: 7046–7066.CrossRefGoogle Scholar
  143. Pal, J.S., F. Giorgi, X. Bi, N. Elguindi, F. Solmon, S. Rauscher, X. Gao, R. Francisco, A. Zakey, J. Winter, M. Ashfaq, et al. 2007. Regional Climate Modeling for the Developing World—The ICTP RegCM3 and RegCNET. Bulletin of the American Meteorological Society 88: 1395–1409.CrossRefGoogle Scholar
  144. Patricola, C.M., and K.H. Cook. 2010. Northern African Climate at the End of the Twentyfirst Century: Integrated Application of Regional and Global Climate Models. Climate Dynamics 35: 193–212.CrossRefGoogle Scholar
  145. Patricola, C.M., and K.H. Cook. 2013. Mid-Twenty-First Century Warm Season Climate Change in the Central United States. Part 1: Regional and Global Model Predictions. Climate Dynamics 40: 551–568.CrossRefGoogle Scholar
  146. Pan, Z., R.W. Arritt, E.S. Takle, W.J. Gutkowski Jr., C.J. Anderson, and M. Segal. 2004. Altered Hydrologic Feedback in a Warming Climate Introduces a “Warming Hole”. Geophysical Research Letters 31: L17109. Scholar
  147. Pan, L.-L., S.-H. Chen, D. Cayan, M.-Y. Lin, Q. Hart, M.-H. Zhang, et al. 2010. Influences of Climate Change on California and Nevada Regions Revealed by a High-Resolution Dynamical Downscaling Study. Climate Dynamics.
  148. Payne, J.T., A.W. Wood, A.F. Hamlet, R.N. Palmer, and D.P. Lettenmaier. 2004. Mitigating the Effects of Climate Change on the Water Resources of the Columbia River Basin. Climatic Change 62: 233–256.CrossRefGoogle Scholar
  149. Pérez-Pérez, E., M. Méndez, and V. Magaña. 2007. High Spatial Resolution Climate Change Scenarios for Mexico Based on Experiments Conducted with the Earth Simulator. In Visualizing Future Climate in Latin America: Results from the Application of the Earth Simulator, W. Vergara (Coordinator). Latin America and Caribbean Region Sustainable Development Working Paper 30, the World Bank, p. 90.Google Scholar
  150. Pielke, R.A., W.R. Cotton, R.L. Walko, C.J. Trembeck, W.A. Lyons, L.D. Grasso, M.E. Nicholls, M.D. Moran, D.A. Wesley, T.J. Lee, and J.H. Copeland. 1992. A Comprehensive Meteorological Modeling System? RAMS. Meteorology and Atmospheric Physics 49: 65–78.CrossRefGoogle Scholar
  151. Pitman, A.J., A. Arneth, and L. Ganzeveld. 2010. Regionalizing Global Climate Models. International Journal of Climatology.
  152. Prömmel, K., B. Geyer, J.M. Jones, and M. Widmann. 2010. Evaluation of the Skill and Added Value of a Reanalysis-Driven Regional Simulation for Alpine Temperature. International Journal of Climatology 30: 760–773.Google Scholar
  153. Pryor, S.C., and J.T. Schoof. 2010. Importance of the SRES in Projections of Climate Change Impacts on Near-Surface Wind Regimes. Meteorologische Zeitschrift 19 (3): 267–274.CrossRefGoogle Scholar
  154. Pryor, S.C., J.T. Schoof, and R.J. Barthelmie. 2006. Winds of Change: Projections of Near-Surface Winds Under Climate Change Scenarios. Geophysical Research Letters 33: L11702. Scholar
  155. Pryor, S.C., J.A. Howe, and K.E. Kunkel. 2009. How Spatially Coherent and Statistically Robust Are Temporal Changes in Extreme Precipitation in the Contiguous USA? International Journal of Climatology 29 (1): 31–45. Scholar
  156. Pryor, S.C., and R.J. Barthelmie. 2010. Climate Change Impacts on Wind Energy: A Review. Renewable and Sustainable Energy Reviews 14: 430–437.CrossRefGoogle Scholar
  157. Pryor, S.C., R.J. Barthelmie, and J.T. Schoof. 2012a. Past and Future Wind Climates Over the Contiguous USA Based on the NARCCAP Model Suite. Journal of Geophysical Research 117: D19119. Scholar
  158. Pryor, S.C., G. Nikulin, and C. Jones. 2012b. Influence of Spatial Resolution on Regional Climate Model Derived Wind Climates. Journal of Geophysical Research 117: D03117. Scholar
  159. Pryor, S.C., R.J. Barthelmie, and J.T. Schoof. 2013. High-Resolution Projections of Climate- Related Risks for the Midwestern USA. Climate Research 56: 61–79.CrossRefGoogle Scholar
  160. Qian, B., S. Gameda, and H. Hayhoe. 2008. Performance of Stochastic Weather Generators LARS-WG and AAFC-WG for Reproducing Daily Extremes of Diverse Canadian Climates. Climate Research 37 (1): 17–33. Scholar
  161. Qian, B.D., S. Gameda, R. de Jong, P. Falloon, and J. Gornall. 2010. Comparing Scenarios of Canadian Daily Climate Extremes Derived Using a Weather Generator. Climate Research 41 (2): 131–149. Scholar
  162. Racherla, P.N., D.T. Shindell, and G.S. Faluvegi. 2012. The Added Value to Global Model Projections of Climate Change by Dynamical Downscaling: A Case Study Over the Continental US Using the GISS-ModelE2 and WRF Model. Journal of Geophysical Research 117:D20118, pp. 3015–3048.Google Scholar
  163. Radu, R., M. Déqué, and S. Somot. 2008. Spectral Nudging in a Spectral Regional Climate Model. Tellus 60: 898–910.CrossRefGoogle Scholar
  164. Rasmussen, R., C. Liu, K. Ikeda, D. Gochis, D. Yates, F. Chen, M. Tewari, M. Barlage, J. Dudhia, W. Yu, K. Miller, et al. 2011. High Resolution Coupled Climate-Runoff Simulations of Seasonal Snowfall Over Colorado: A Process Study of Current and Warmer Climate. Journal of Climate 24: 3015–3048.CrossRefGoogle Scholar
  165. Rauscher, S.A., A. Seth, J.-H. Qian, and S.J. Camargo. 2006. Domain Choice in an Experimental Nested Modeling Prediction System for South America. Theoretical and Applied Climatology 86: 229–246.CrossRefGoogle Scholar
  166. Rauscher, S.A., F. Giorgi, N.S. Diffenbaugh, and A. Seth. 2008. Extension and Intensification of the Meso-American Mid-Summer Drought in the Twenty-First Century. Climate Dynamics.
  167. Rauscher, S.A., F. Kucharski, and D.B. Enfield. 2011. The Role of Regional SST Warming Variations in the Drying of Meso-America in Future Climate Projections. Journal of Climate 24: 2003–2016.CrossRefGoogle Scholar
  168. Rawlins, M.A., R.S. Bradley, and H.F. Diaz. 2012. Assessment of Regional Climate Model Simulation Estimates Over the Northeast United States. Journal of Geophysical Research 117: D23112. Scholar
  169. Ritchie, E.A., K.M. Wood, D.S. Gutzler, and S.R. White. 2011. The Influence of Eastern Pacific Tropical Cyclone Remnants on the Southwestern United States. Monthly Weather Review 139: 192–210. Scholar
  170. Rosenberg, E.A., P.W. Keys, D.B. Booth, D. Hartley, J. Burkey, A.C. Steinemann, et al. 2010. Precipitation Extremes and the Impacts of Climate Change on Stormwater Infrastructure in Washington State. Climatic Change 102: 319–349.CrossRefGoogle Scholar
  171. Rosenzweig, C. 1985. Potential CO2-Induced Climate Effects on North American Wheatproducing Regions. Climatic Change 7: 367–389. Scholar
  172. Rummukainen, M. 2010. State-of-the-Art with Regional Climate Models. WIRE Advanced Review 1 (1): 82–96.Google Scholar
  173. Rupp, T.S., X. Chen, M. Olson, and A.D. McGuire. 2007. Sensitivity of Simulated Boreal Fire Dynamics to Uncertainties in Climate Drivers. Earth Interactions 11 (3): 1–21.CrossRefGoogle Scholar
  174. Salathé, E.P. 2006. Influences of a Shift in North Pacific Storm Tracks on Western North American Precipitation Under Global Warming. Geophysical Research Letters 33 (19).
  175. Salathé, E.P., Jr., R. Steed, C.F. Mass, and P.H. Zahn. 2008. A High-Resolution Climate Model for the US Pacific Northwest: Mesoscale Feedbacks and Local Responses to Climate Change. Journal of Climate 21: 5708–5726.CrossRefGoogle Scholar
  176. Salathé, E.P., Jr., L.R. Leung, Y. Qian, and Y. Zhang. 2010. Regional Climate Model Projections for the State of Washington. Climatic Change 102: 51–75.CrossRefGoogle Scholar
  177. Schoof, J.T. 2009. Historical and Projected Changes in the Length of the Frost-Free Season. In Understanding Climate Change: Climate Variability, Predictability and Change in the Midwestern United States, ed. S.C. Pryor, 42–54. Bloomington: Indiana University Press.Google Scholar
  178. Schoof, J.T. 2012. Historical and Projected Changes in Human Heat Stress in the Midwestern USA. In Understanding Climate Change: Climate Change Impacts, Risks, Vulnerability and Adaptation in the Midwestern United States, ed. S.C. Pryor, 146–156. Bloomington: Indiana University Press.Google Scholar
  179. Schoof, J.T., and S.C. Pryor. 2001. Downscaling Temperature and Precipitation: A Comparison of Regression-Based Methods and Artificial Neural Networks. International Journal of Climatology 21: 773–790.CrossRefGoogle Scholar
  180. Schoof, J.T., and S.C. Pryor. 2008. On the Proper Order of Markov Chain Model for Daily Precipitation Occurrence in the Contiguous United States. Journal of Applied Meteorology and Climatology 47: 2477–2486.CrossRefGoogle Scholar
  181. Schoof, J.T., S.C. Pryor, and S.M. Robeson. 2007. Downscaling Daily Maximum and Minimum Temperatures in the Midwestern USA: A Hybrid Empirical Approach. International Journal of Climatology 27 (4): 439–454. Scholar
  182. Schoof, J.T., S.C. Pryor, and J. Suprenant. 2010. Development of Daily Precipitation Projections for the United States Based on Probabilistic Downscaling. Journal of Geophysical Research 115 (D13).
  183. Schoof, J.T., D.W. Shin, S. Cocke, T.E. LaRow, Y.K. Lim, and J.J. O’Brien. 2009. Dynamically and Statistically Downscaled Seasonal Temperature and Precipitation Hindcast Ensembles for the Southeastern USA. International Journal of Climatology 29 (2): 243–257. Scholar
  184. Semenov, M.A., R.J. Brooks, E.M. Barrow, and C.W. Richardson. 1998. Comparison of the WGEN and LARS-WG Stochastic Weather Generators for Diverse Climates. Climate Research 10 (2): 95–107.CrossRefGoogle Scholar
  185. Separovic, L., R. de Elía, and R. Laprise. 2011. Impact of Spectral Nudging and Domain Size in Studies of RCM Response to Parameter Modification. Climate Dynamics.
  186. Shepherd, A., K.M. Gill, and S.B. Rood. 2010. Climate Change and Future Flows of Rocky Mountain Rivers: Converging Forecasts from Empirical Trend Projection and Down-Scaled Global Circulation Modelling. Hydrological Processes 24 (26): 3864–3877. Scholar
  187. Sheridan, S.C., and C.C. Lee. 2010. Synoptic Climatology and the General Circulation Model. Progress in Physical Geography 34 (1): 101–109. Scholar
  188. Skamarock, W.C., J.B. Klemp, J. Dudhia, D.O. Gill, D.M. Barker, W. Wang, and et al. 2005. A Description of the Advanced Research WRF Version 2. In NCAR Technical Note NCAR/TN-468 + STR.Google Scholar
  189. Skamarock, W.C., J.B. Klemp, M. Duda, L. Fowler, and S-H. Park. 2010. Global Nonhydrostatic Modeling Using Voronoi Meshes: The MPAS Model. In Proceedings of the ECMWF Workshop on Nonhydrostatic Modelling, European Center for Medium Range Forecasting, Reading, 8–10 Nov 2010.
  190. Skamarock, W.C., J.B. Klemp, M.G. Duda, L.D. Fowler, and S.-H. Park. 2012. A Multiscale Nonhydrostatic Atmospheric Model Using Centroidal Voronoi Tessellations and C-Grid Staggering. Monthly Weather Review 140: 3090–3105.CrossRefGoogle Scholar
  191. Snyder, M.A., and L.C. Sloan. 2005. Transient Future Climate Over the Western United States Using a Regional Climate Model. Earth Interactions 9: 1–21.CrossRefGoogle Scholar
  192. Solomon, S., ed. 2007. Climate Change 2007-the Physical Science Basis: Working Group I Contribution to the Fourth Assessment Report of the IPCC. Vol. 4. Cambridge: Cambridge University Press.Google Scholar
  193. Spak, S., T. Holloway, B. Lynn, and R. Goldberg. 2007. A Comparison of Statistical and Dynamical Downscaling for Surface Temperature in North America. Journal of Geophysical Research-Atmospheres 112 (D8).
  194. Stoll, S., H.J.H. Franssen, M. Butts, and W. Kinzelbach. 2011. Analysis of the Impact of Climate Change on Groundwater Related Hydrological Fluxes: A Multi-Model Approach Including Different Downscaling Methods. Hydrology and Earth System Sciences 15 (1): 21–38. Scholar
  195. Sushama, L., R. Laprise, D. Caya, A. Frigon, and M. Slivitzky. 2006. Canadian RCM Projected Climate Change Signal and Its Sensitivity to Model Errors. International Journal of Climatology 26: 2141–2159.CrossRefGoogle Scholar
  196. Sushama, L., R. Laprise, D. Caya, D. Versghy, and M. Allard. 2007. An RCM Projection of Soil Thermal and Moisture Regimes for North American Permafrost Zones. Geophysical Research Letters 34: L20711. Scholar
  197. Timm, O., and H.F. Diaz. 2009. Synoptic-Statistical Approach to Regional Downscaling of IPCC Twentyfirst-Century Climate Projections: Seasonal Rainfall Over the Hawaiian Islands. Journal of Climate 22 (16): 4261–4280. Scholar
  198. Tryhorn, L., and A. DeGaetano. 2011. A Comparison of Techniques for Downscaling Extreme Precipitation Over the Northeastern United States. International Journal of Climatology 31 (13): 1975–1989.CrossRefGoogle Scholar
  199. Vannitsem, S., and F. Chomé. 2005. One-Way Nested Regional Climate Simulations and Domain Size. Journal of Climate 18: 229–233.CrossRefGoogle Scholar
  200. Vrac, M., M. Stein, and K. Hayhoe. 2007. Statistical Downscaling of Precipitation Through Nonhomogeneous Stochastic Weather Typing. Climate Research 34: 169–184. Scholar
  201. Wang, J.F., and X.B. Zhang. 2008. Downscaling and Projection of Winter Extreme Daily Precipitation Over North America. Journal of Climate 21 (5): 923–937. Scholar
  202. Warner, T.T. 2011. Numerical Weather and Climate Prediction. Cambridge, UK: Cambridge University Press.Google Scholar
  203. Wehner, M.F., G. Bala, P. Duffy, A.A. Mirin, and R. Romano. 2010. Towards Direct Simulation of Future Tropical Cyclone Statistics in a High-Resolution Global Atmospheric Model. Advances in Meteorology.
  204. Wetterhall, F., F. Pappenberger, Y. He, J. Freer, and H.L. Cloke. 2012. Conditioning Model Output Statistics of Regional Climate Model Precipitation on Circulation Patterns. Nonlinear Processes in Geophysics 19 (6): 623–633.CrossRefGoogle Scholar
  205. White, M.R. 1985. Characterization of Information Requirements for Studies of CO2 Effects: Water Resources, Agriculture, Fisheris, Forests, and Human Health. Washington, DC: US Department of Energy, Office of Energy Research. DOE/ER-0236.Google Scholar
  206. Wi, Sungwook, Francina Dominguez, Matej Durcik, Juan Valdes, Henry F. Diaz, and Christopher L. Castro. 2012. Climate Change Projection of Snowfall in the Colorado River Basin Using Dynamical Downscaling. Water Resources Research 48 (5): W05504. Scholar
  207. Wilby, R.L., and H.J. Fowler. 2012. Regional Climate Downscaling. In Modelling the Impact of Climate Change on Water Resources, ed. C.F. Fung, A. Lopez, and M. New, 34–85. Chichester: Wiley-Blackwell.Google Scholar
  208. Wilby, R.L., and T.M.L. Wigley. 1997. Downscaling General Circulation Model Output: A Review of Methods and Limitations. Progress in Physical Geography 21: 530–548.CrossRefGoogle Scholar
  209. Wilby, R.L., and T.M.L. Wigley. 2000. Precipitation Predictors for Downscaling: Observed and General Circulation Model Relationships. International Journal of Climatology 20: 641–661.<641::AID-JOC501>3.3.CO;2-T.CrossRefGoogle Scholar
  210. Wilby, R.L., J. Troni, Y. Biot, L. Tedd, B.C. Hewitson, D.M. Smith, and R.T. Sutton. 2009. A Review of Climate Risk Information for Adaptation and Development Planning. International Journal of Climatology 29: 1193–1215. Scholar
  211. Wilks, D.S. 2012. Stochastic Weather Generators for Climate-Change Downscaling, Part II: Multivariable and Spatially Coherent Multisite Downscaling. Wiley Interdisciplinary Reviews: Climate Change 3 (3): 267–278.Google Scholar
  212. Wood, A.W., E.P. Maurer, A. Kumar, and D.P. Lettenmaier. 2002. Long Range Experimental Hydrologic Forecasting for the Eastern United States. Journal of Geophysical Research 107 (D20): ACL6.1–ACL6.15.CrossRefGoogle Scholar
  213. Wood, A.W., L.R. Leung, V. Sridhar, and D.P. Lettenmaier. 2004. Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model Outputs. Climatic Change 62 (1–3): 189–216.CrossRefGoogle Scholar
  214. Xue, Y., R. Vasic, Z. Janjic, F. Mesinger, and K.E. Mitchell. 2007. Assessment of Dynamic Downscaling of the Continental US Regional Climate Using the Eta/SSiB Regional Climate Model. Journal of Climate 20: 4172–4193.CrossRefGoogle Scholar
  215. Yohe, G., and M. Oppenheimer. 2011. Evaluation, Characterization, and Communication of Uncertainty by the Intergovernmental Panel on Climate Change—An Introductory Essay. Climatic Change 108 (4): 629.CrossRefGoogle Scholar
  216. Yoon, J.-H., L.R. Leung, and J. Correia Jr. 2012. Comparison of Dynamically and Statistically Downscaled Seasonal Climate Forecasts for the Cold Season Over the United States. Journal of Geophysical Research-Atmospheres 117 (D21).

Copyright information

© The Author(s) 2018

Authors and Affiliations

  • L. O. Mearns
    • 1
  • M. Bukovsky
    • 1
  • S. C. Pryor
    • 2
  • V. Magaña
    • 3
  1. 1.National Center for Atmospheric Research (NCAR)BoulderUSA
  2. 2.Cornell UniversityIthacaUSA
  3. 3.Universidad Nacional Autónoma de MéxicoMéxico CityMexico

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