Abstract
To enable downscaling of seasonal prediction and climate change scenarios, long-term baseline regional climatologies which employ global model forcing are needed for South America. As a first step in this process, this work examines climatological integrations with a regional climate model using a continental scale domain nested in both reanalysis data and multiple realizations of an atmospheric general circulation model (GCM). The analysis presents an evaluation of the nested model simulated large scale circulation, mean annual cycle and interannual variability which is compared against observational estimates and also with the driving GCM for the Northeast, Amazon, Monsoon and Southeast regions of South America. Results indicate that the regional climate model simulates the annual cycle of precipitation well in the Northeast region and Monsoon regions; it exhibits a dry bias during winter (July–September) in the Southeast, and simulates a semi-annual cycle with a dry bias in summer (December–February) in the Amazon region. There is little difference in the annual cycle between the GCM and renalyses driven simulations, however, substantial differences are seen in the interannual variability. Despite the biases in the annual cycle, the regional model captures much of the interannual variability observed in the Northeast, Southeast and Amazon regions. In the Monsoon region, where remote influences are weak, the regional model improves upon the GCM, though neither show substantial predictability. We conclude that in regions where remote influences are strong and the global model performs well it is difficult for the regional model to improve the large scale climatological features, indeed the regional model may degrade the simulation. Where remote forcing is weak and local processes dominate, there is some potential for the regional model to add value. This, however, will require improvments in physical parameterizations for high resolution tropical simulations.
Similar content being viewed by others
References
Afiesimama EA, Pal JS, Abiodun BJ, Gutowski WJ, Adedoyin A (2006) Simulation of West African monsoon using the RegCM3. Part I: Model validation and interannual variability. Theor Appl Cimatol. DOI:10.1007/s00704-005-0202-8
Arakawa A (1993) Closure assumptions in the cumulus parameterization problem, vol. The representation of cumulus convection in numerical models. American Meteorological Society, Boston
Arakawa A, Schubert WA (1974) Interaction of a cumulus cloud ensemble with the large scale environment, Part I. J Atmos Sci 31:674–701
Barreiro M, Chang P, Saravanan R (2002) Variability of the South Atlantic convergence zone simulated by an atmospheric general circulation model. J Clim 15:745–763
Barros V, Doyle M, González M, Bejarán R, Caffera R (2002) Climate variability over subtropical South America and the South American monsoon system: a review. Meteorologica 27:33–58
Berbery EH, Collini EA (2000) Springtime precipitation and water vapor flux over southeastern South America. Mon Wea Rev 124:2322–2339
Bonan GB, Oleson KW, Vertenstein M, Levis S, Zeng X, Dai Y, Dickinson RE, Yang ZL (2002) The land surface climatology of the community land model coupled to the NCAR community climate model. J Clim 15:3123–3149
Carvalho LMV, Jones C, Liebmann B (2004) The South Atlantic convergence zone: intensity, form, persistence, and relationships with intraseasonal to interannual activity and extreme rainfall. J Clim 17:88–108
Castro C, Pielke Sr RA, Leoncini G (2005) Dynamical downscaling: assessment of value retained and added using the Regional Atmospheric Modeling System (RAMS). J Geophys Res 110(D05108). DOI:10.1029/2004JD004721
Cavalcanti IFA, Marengo JA, Satyamurty P, Nobre CA, Trosnikov I, Bonatti JP, Manzi A, Tarasova T, Pezzi LP, D’Almeida C, Sampaio G, Castro CC, Sanches MB, Camargo H (2002) Global climatological features in a simulation using the CPTEC-COLA AGCM. J Clim 15(21):2965–2988
Chou SC, Tanajura CAS, Xue Y, Nobre CA (2002) Validation of the coupled Eta/SSiB model over South America. J Geophys Res 107, d20, 8088. DOI:10.1029/2000JD000270
Christensen OB, Christensen JH, Machenhauer B, Botzet M (1998) Very high resolution regional climate simulations over Scandanavia: present climate. J Clim 11:3204–3229
Christensen JH, Carter TR, Giorgi F (2002) PRUDENCE employs new methods to assess European climate change. EOS Trans 83:147
Cook KH, Vizy EK (2005) South American climate during the last glacial maximum: delayed onset of the South American monsoon. J Geophys Res 111, d02110
Dickinson RE, Henderson-Sellers A, Kennedy PJ (1993) Biosphere-atmosphere transfer scheme (BATS) version 1e as coupled to the NCAR community climate model. Tech Note TN-387+STR, NCAR, pp 72
Eltahir EAB, Bras RL (1993) On the response of the tropical atmosphere to large-scale deforestation. Quart J R Meteor Soc 119:779–793
Eltahir EAB, Bras RL (1994) Sensitivity of regional climate to deforestation in the Amazonbasin. Adv Water Res 17:101–115
Emanuel KA (1991) A scheme for representing cumulus convection in large-scale models. J Atmos Sci 48(21):2313–2335
Emanuel KA, Zivkovic-Rothman M (1999) Development and evaluation of a convection scheme for use in climate models. J Atmos Sci 56:1766–1782
Fu C (2003) Potential impacts of human induced land cover change on East Asia monsoon. Glob Planet Change 37:219–229
Giorgi F, Shields C, Bates GT (1994) Regional climate change scenarios over the United States produced with a nested regional climate model. J Clim 7:375–399
Giorgi F, Bi X, Pal JS (2004) Mean, interannual variability and trends in a regional climate change experiment over Europe. I. Present day climate (1961–1990). Clim Dyn 22:733–756
Grell G, Dudhia J, Stauffer D (1994) A description of the fifth generation Penn State NCAR Mesoscale Model (MM5). Technical report NCAR, 398
Grimm AM (2003) El Nino impact on the summer monsoon in Brazil: regional processes versus remote influences. J Clim 16:263–280
Hastenrath S, Heller L (1977) Dynamics of climatic hazards in northeast Brazil. Quart J R Meteor Soc 435:77–92
Holtslag AAM, Boville BA (1993) Local versus nonlocal boundary layer diffusion in a global climate model. J Clim 6:1825–1842
Huntingford C, Gash J (2005) Climate equity for all. Science 309:1789
Indeje M, Semazzi FHM, Xie L (2001) Mechanistic model simulations of the East African climate using NCAR regional climate model: influence of large scale orography on the Turkana low-level jet. J Clim 14:2710–2724
Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woollen J, Zhu Y, Leetmaa A, Reynolds B, Chelliah M, Ebisuzaki W, Higgins W, Janowiak J, Mo KC, Ropelewski C, Wang J, Jenne R, Joseph D (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteor Soc 77:437–472
Kiehl JT, Hack JJ, Bonan GB, Boville BA, Williamson DL, Rasch PJ (1998) The National Center for Atmospheric Research Community Climate Model (CCM3). J Clim 11:1307–1326
Kousky VE (1988) Pentad outgoing longwave radiation climatology for the South American sector. Rev Bras Meteor 3:217–231
Leung LR, Qian Y, Bian X, Washington WM, Han J, Roads JO (2004) Mid-century ensemble regional climate change scenarios for the western United States. Clim Change 62:75–113
Marengo JA (2004) Interdecadal variability and trends of rainfall across the Amazon basin. Theor Appl Climatol 78:79–96
Marengo JA, Cavalcanti IFA, Satyamurty P, Trosnikov I, Nobre CA, Bonati JP, Camargo H, Sampaio G, Sanches MB, Manzi AO, Castro CAC, D’Almeida C, Pezzi LP, Candido L (2003) Assessment of regional seasonal rainfall predictability using the CPTEC/COLA atmospheric GCM. Clim Dyn 21:459–475
McGregor JL, Walsh K (1994) Climate change simulations of Tasmanian precipitation using multiple nesting. J Geophys Res 99:20889–20905
Mearns LO et al (2005) North American regional climate change assessment program. In: Proceedings of the 85th American Meterological Society Annual Meeting, san Diego
Mearns L, Giorgi F, McDaniel L, Shields C (1995) Analysis of daily precipitation variability in a nested regional climate model: comparison with observations and 2 × CO2 results. Glob Planet Change 10:55–78
Menéndez CG, Cabré MF, Nuñez MN (2004) Interannual and diurnal variability of January precipitation over subtropical South America simulated by a regional climate model. CLIVAR Exchanges
Miguez-Macho G, Stenchikov GL, Robock A (2004) Spectral nudging to eliminate the effects of domain position and geometry in regional climate model simulatons. J Geophys Res 109(D13104). DOI:10.1029/2003JD004495
Moura AD, Shukla J (1981) On the dynamics of droughts in Northeast Brazil: observations, theory and numerical experiments with a general circulation model. J Atmos Sci 38:2653–2675
Nobre P, Moura AD, Sun L (2001) Dynamical downscaling of seasonal climate prediction over Nordeste Brazil with ECHAM3 and NCEP’s regional spectral model at IRI. Bull Am Meteor Soc 82:2787–2796
Nogués-Paegle J, Mo KC (1997) Alternating wet and dry conditions over South America during summer. Mon Wea Rev 125:279–291
Pal JS, Small EE, Eltahir EAB (2000) Simulation of regional-scale water and energy budgets: representation of subgrid cloud and precipitation processes within RegCM. J Geophys Res 105(D24):29579–29594. DOI:10.1029/2000JD900415
Pal J, Giorgi F, Bi X (2004) Consistency of recent European summer precipitation trends and extremes with future regional climate projections. Geophys Res Let 31(L13202). DOI:10.1029/2004GL019836
Pal JS, Giorgi F, Bi X et al (2006) The ICTP RegCM3 and RegCNET: regional climate modeling for the developing World. Bull Am Meteorol Soc (in press)
Qian JH, Tao WK, Lau KM (2004) Mechanisms for torrential rain associated with the Mei-yu development during SCSMEX 1998. Mon Wea Rev 132:3–27
Rauscher SA, Seth A, Qian JH, Camargo SJ (2006) Domain choice in an experimental nested modeling prediction system for South America. Theor App Climatol. DOI:10.1007/s00704-006-0206-z
Reynolds RW, Rayner NA, Smith TM, Stokes DC, Wang W (2002) An improved in situ and satellite SST analysis for climate. J Clim 15:1609–1625
Robertson AW, Mechoso CR (2000) Interannual and interdecadal variability of the south Atlantic convergence zone. Mon Wea Rev 128:2947–2957
Roeckner E, Arpe K, Bengtsson L et al (1996) The atmospheric general circulation model ECHAM-4: model description and simulation of present day climate. Technical Report 218, Max-Planck Institute for Meteorology
Rojas M, Seth A (2003) Simulation and sensitivity in a nested modeling system for South America. Part II: GCM boundary forcing. J Clim 16:2454–2471
Ropelewski CF, Halpert MS (1987) Global and regional scale precipitation patterns associated with the El Niño Southern Oscillation. Mon Wea Rev 115:1606–1626
Saulo AC, Nicolini M, Chou SC (2000) Model characterization of the South American low level flow during the 1997–1998 spring–summer season. Clim Dyn 16:867–881
Seth A, Rojas M (2003) Simulation and sensitivity in a nested modeling system for South America. Part I: Reanalyses boundary forcing. J Clim 16:2437–2453
von Storch H, Lanenberg H, Feser F (2000) A spectral nudging technique for dynamical downscaling purposes. Mon Wea Rev 128:3664–3673
Sun L, Moncunill DF, Li H, Moura AD, Filho FAS (2005) Climate downscaling over Nordeste, Brazil, using the NCEP RSM97. J Clim 18:551–567
Sun L, Moncunill DF, Li H, Moura AD, de Assis F, Zebiak SE (2006) An operational dynamical downscaling prediction system from Nordeste Brazil and the 2002–04 real-time forecast evaluation. J Clim 19:1990–2007
Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization on large scale models. Mon Wea Rev 117:779–1800
Vera CS, Vigliarolo PK, Berbery EH (2002) Cold season synoptic-scale waves over subtropical South America. Mon Wea Rev 130:684–699
Vizy EK, Cook KH (2005) Evaluation of LGM SST reconstructions throug their influence on South American climate. J Geophys Res 110(D11105). DOI:10.1029/2004JD005415
Wang Y, Leung LR, McGregor JL, Lee DK, Wang WC, Ding Y, Kimura F (2004) Regional climate modeling: progress, challenges, and prospects. J Meteor Soc Jpn 82(6):1599–1628
Xie P, Arkin P (1996) Analysis of global monthly precipitation using gauge observation, satellite estimates and numerical model predictions. J Clim 9:840–858
Zeng X, Zhao M, Dickinson RE (1998) Intercomparison of bulk aerodynamic algorithms for the computation of sea surface fluxes using TOGA COARE and TAO data. J Clim 11:2628–2644
Acknowledgments
The authors thank Filippo Giorgi for the use of RegCM3 and Dave Dewitt for assistance with the ECHAM global model. Dr. Xunqiang Bi provided guidance with the model pre- and post-processing. Huilan Li helped to develop the interface between ECHAM and RegCM3. The comments from three anonymous reviewers improved the quality and presentation of these results and are much appreciated. This research was funded in part by NOAA, Award # NA16GP2029, and the International Research Institute for Climate and Society # NA050AR4311004. The views expressed herein are those of the author(s) and do not necessarily reflect the views of NOAA or any of its sub-agencies.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Seth, A., Rauscher, S.A., Camargo, S.J. et al. RegCM3 regional climatologies for South America using reanalysis and ECHAM global model driving fields. Clim Dyn 28, 461–480 (2007). https://doi.org/10.1007/s00382-006-0191-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-006-0191-z