Abstract
Bolivia is a low-latitude, developing country at grave risk to the deleterious effects of human-induced climate changes. Due to the complexity of the topography in Bolivia, it is difficult to capture future impacts of the climate change on the regional scale with the coarse resolution of current GCMs. A robust strategy has been developed to dynamically downscale the GCM outputs to a more appropriate temporal and spatial resolution for impact studies. Prior to downscaling, however, evaluation of the GCMs used to provide large-scale forcing is a necessary step to ensure physically meaningful results from regional climate models. This study represents the first part of a broader project on evaluating climate change impacts over Bolivia. We examined precipitation, temperature, wind patterns and moisture transport to evaluate the performance of eight CMIP5 GCMs in simulating the continental and regional climate patterns. Phenomena including the seasonal and monthly positions of the intertropical convergence zone, South Atlantic convergence zone, Bolivian high, Chaco low and South American low-level jet, were analyzed. Our results confirm that, in general, all the GCMs do reasonably well in simulating the basic patterns of the variables with some discrepancies in magnitude across models, especially in the regional scale. Some models outperform the others for the variables and the region of our interest. Finally, the results of this research will help improve quantifying the uncertainty range of further regional downscaling outputs.
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References
Adler RF, Huffman GJ, Chang A et al (2003) The version-2 global precipitation climatology project (GPCP) monthly precipitation analysis(1979–Present). J Hydrometeorol 4:1147–1167. doi:10.1175/1525-7541(2003)004<1147:tvgpcp>2.0.co;2
Arora VK, Scinocca JF, Boer GJ et al (2011) Carbon emission limits required to satisfy future representative concentration pathways of greenhouse gases. Geophys Res Lett. doi:10.1029/2010gl046270
Arraut JM, Satyamurty P (2009) Precipitation and water vapor transport in the Southern Hemisphere with emphasis on the South American region. J Appl Meteorol Climatol 48(9):1902–1912. doi:10.1175/2009JAMC2030.1
Berbery EH, Barros VR (2002) The hydrologic cycle of the La Plata basin in South America. J Hydrometeorol 3:630–645. doi:10.1175/1525-7541(2002)003<0630:THCOTL>2.0.CO;2
Blacutt LA, Herdies DL, Gonçalves LGGD et al (2015) Precipitation comparison for the CFSR, MERRA, TRMM3B42 and combined scheme datasets in Bolivia. Atmos Res 163:117–131. doi:10.1016/j.atmosres.2015.02.002
Byerle LA, Paegle J (2002) Description of the seasonal cycle of low-level flows flanking the Andes and their interannual variability. 10th Conf Mt Meteorol MAP Meet 2002 27:71–88
Campetella CM, Vera CS (2002) The influence of the Andes mountains on the South American low-level flow. Geophys Res Lett 29(17):1826. doi:10.1029/2002GL015451
Carvalho LMV, Silva A, Jones C et al (2011) Moisture transport and intraseasonal variability in the South America monsoon system. Clim Dyn 36(9):1865–1880. doi:10.1007/s00382-010-0806-2
Chou SC, Marengo JA, Lyra AA et al (2011) Downscaling of South America present climate driven by 4-member HadCM3 runs. Clim Dyn 38:635–653. doi:10.1007/s00382-011-1002-8
Cook SJ, Kougkoulos I, Edwards LA et al (2016) Glacier change and glacial lake outburst flood risk in the Bolivian Andes. The Cryosphere 10:2399–2413. doi:10.5194/tc-10-2399-2016
Dee DP, Uppala SM, Simmons AJ et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteor Soc 137:553–597. doi:10.1002/qj.828
Dufresne JL, Foujols MA, Denvil S et al (2013) Climate change projections using the IPSL-CM5 earth system model: from CMIP3 to CMIP5. Clim Dyn 40:2123–2165. doi:10.1007/s00382-012-1636-1
FAO (2010) Global forest resources assessment 2010. FAO forestry paper 163. ISBN 978-92-5-106654-6. http://www.fao.org/docrep/013/i1757e/i1757e.pdf
Gan MA, Kousky VE, Ropelewski CF (2004) The South America monsoon circulation and its relationship to rainfall over west-central Brazil. J Clim 17(1):47–66. doi:10.1175/1520-0442(2004)017<0047:TSAMCA>2.0.CO;2
Garreaud R, Vuille M, Clement AC (2003) The climate of the Altiplano: observed current conditions and mechanisms of past changes. Palaeogeogr, Palaeoclimatol Palaeoecol 194:5–22. doi:10.1016/S0031-0182(03)00269-4
Garreaud RCAD, Vuille M, Compagnucci R et al (2009) Present-day South American climate. Palaeogeogr Palaeoclimatol Palaeoecol 281:180–195. doi:10.1016/j.palaeo.2007.10.032
Gent PR, Danabasoglu G, Donner LJ et al (2011) The community climate system model version 4. J Clim 24:4973–4991. doi:10.1175/2011jcli4083.1
Gleckler PJ, Taylor KE, Doutriaux C (2008) Performance metrics for climate models. J Geophys Res. doi:10.1029/2007jd008972
Grau HR, Aide M (2008) Globalization and land-use transitions in Latin America. Ecol Soc. doi:10.5751/es-02559-130216
Grimm AM (2011) Interannual climate variability in South America: impacts on seasonal precipitation, extreme events, and possible effects of climate change. Stoch Env Res Risk A 25(4):537–554. 10.1007/s00477-010-0420-1
Haylock MR, Peterson TC, Alves LM et al (2006) Trends in total and extreme South American rainfall in 1960–2000 and links with sea surface temperature. J Clim 19(8):1490–1512. doi:10.1175/JCLI3695.1
Insel N, Poulsen CJ, Sturm C et al (2013) Climate controls on Andean precipitation δ18O interannual variability. J Geophys Res Atmos 118:9721–9742. doi:10.1002/jgrd.50619
IPCC (2013) Climate change 2013: the physical science basis. In: Stocker TF, Qin D, Plattner GK, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Jones C, Carvalho LMV (2013) Climate change in the South American monsoon system: present climate and CMIP5 projections. J Clim 26:6660–6678. doi:10.1175/jcli-d-12-00412.1
Jones CD, Hughes JK, Bellouin N et al (2011) The HadGEM2-ES implementation of CMIP5 centennial simulations. Geosci Model Dev 4:543–570. doi:10.5194/gmd-4-543-2011
Lenters JD, Cook KH (1997) On the origin of the Bolivian high and related circulation features of the South American climate. J Atmos Sci 54:656–678. doi:10.1175/1520-0469(1997)054<0656:otootb>2.0.co;2
Lenters JD, Cook KH (1999) Summertime precipitation variability over South America: role of the large-scale circulation. Mon Weather Rev 127:409–431. doi:10.1175/1520-0493(1999)127<0409:spvosa>2.0.co;2
Liebmann B, Mechoso CR (2011) The South American monsoon system. Glob Monsoon Syst World Sci Ser Asia Pac Weather Clim. doi:10.1142/9789814343411_0009
Liebmann B, Kiladis GN, Vera CS et al (2004) Subseasonal variations of rainfall in South America in the vicinity of the low-level jet east of the Andes and comparison to those in the South Atlantic convergence zone. J Clim 17(19):3829–3842. doi:10.1175/1520-0442(2004)017<3829:SVORIS>2.0.CO;2
Marengo JA, Soares WR, Saulo C et al (2004) Climatology of the low-level jet east of the Andes as derived from the NCEP-NCAR reanalyses: characteristics and temporal variability. J Clim 17(12):2261–2280. doi:10.1175/1520-0442(2004)017<2261:cotlje>2.0.co;2
Marengo JA, Liebmann B, Grimm AM et al (2012) Recent developments on the South American monsoon system. Int J Clim. doi:10.1002/joc.2254
Marengo JA, Chou SC, Torres RR et al A (2014) Climate change in Central and South America: recent trends, future projections, and impacts on regional agriculture. CGIAR Res Progr Clim Change, Agric Food Secur (CCAFS) 73:93
Newman M, Kiladis GN, Weickmann KM et al (2012) Relative contributions of synoptic and low-frequency eddies to time-mean atmospheric moisture transport, including the role of atmospheric rivers. J Clim 25:7341–7361. doi:10.1175/jcli-d-11-00665.1
Nogués-Paegle J, Mechoso CR, Fu R et al (2002) Progress in Pan American CLIVAR research: understanding the South American monsoon. Meteorologica 27:1–30
Oglesby R, Rowe C, Grunwaldt A et al (2016) A high-resolution modeling strategy to assess impacts of climate change for Mesoamerica and the Caribbean. Am J Clim Change 05:202–228. doi:10.4236/ajcc.2016.52019
Ovando A, Tomasella J, Rodriguez DA et al (2016) Extreme flood events in the Bolivian Amazon wetlands. J Hydrol Reg Stud 5:25. doi:10.1016/j.ejrh.2016.01.024
Penven P (2005) Average circulation, seasonal cycle, and mesoscale dynamics of the Peru current system: a modeling approach. J Geophys Res. doi:10.1029/2005jc002945
Raia A, Cavalcanti IFA (2008) The life cycle of the South American monsoon system. J Clim 21(23):6227–6246. doi:10.1175/2008JCLI2249.1
Rupp DE, Abatzoglou JT, Hegewisch KC et al (2013) Evaluation of CMIP5 20th century climate simulations for the Pacific Northwest USA. J Geophys Res Atmos. doi:10.1002/jgrd.50843
Salazar A, Baldi G, Hirota M et al (2015) Land use and land cover change impacts on the regional climate of non-Amazonian South America: a review. Glob Planet Change. doi:10.1016/j.gloplacha.2015.02.009
Salio P, Nicolini M, Zipser EJ (2007) Mesoscale convective systems over southeastern South America and their relationship with the South American low-level jet. Mon Weather Rev 135:1290–1309. doi:10.1175/mwr3305.1
Sánchez-Azofeifa GA, Portillo-Quintero C (2011) Extent and drivers of change of neotropical seasonally dry tropical forests. Seas Dry Trop For. doi:10.5822/978-1-61091-021-7_3
Satyamurty P, Wanzeler da Costa CP, Manzi AO (2013) Moisture source for the Amazon Basin: a study of contrasting years. Theor Appl Climatol 111(1–2):195–209. doi:10.1007/s00704-012-0637-7
Seiler C, Hutjes RWA, Kabat P (2013a) Climate variability and trends in Bolivia. J Appl Meteorol Climatol 52:130–146. doi:10.1175/jamc-d-12-0105.1
Seiler C, Hutjes RWA, Kabat P (2013b) Likely ranges of climate change in Bolivia. J Appl Meteorol Climatol 52:1303–1317. doi:10.1175/jamc-d-12-0224.1
Sheffield J, Barrett AP, Colle B et al (2013) North American climate in CMIP5 experiments. Part I: evaluation of historical simulations of continental and regional climatology*. J Clim 26:9209–9245. doi:10.1175/jcli-d-12-00592.1
Soares WR, Marengo JA (2009) Assessments of moisture fluxes east of the Andes in South America in a global warming scenario. Int J Clim 29:1395–1414. doi:10.1002/joc.1800
Solman SA, Sanchez E, Samuelsson P et al (2013) Evaluation of an ensemble of regional climate model simulations over South America driven by the ERA-Interim reanalysis: model performance and uncertainties. Clim Dyn 41(5–6):1139–1157. 10.1007/s00382-013-1667-2
Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteor Soc 93:485–498. doi:10.1175/bams-d-11-00094.1
Trenberth KE, Fasullo JT, Mackaro J (2011) Atmospheric moisture transports from ocean to land and global energy flows in reanalyses. J Clim 24:4907–4924. doi:10.1175/2011jcli4171.1
Vera CS, Vigliarolo PK, Berbery EH (2002) Cold season synoptic-scale waves over subtropical South America. Mon Weather Rev 130(3):684–699. doi:10.1175/1520-0493(2002)130<0684:CSSSWO>2.0.CO;2
Vera C, Silvestri G, Liebmann B, González P (2006a) Climate change scenarios for seasonal precipitation in South America from IPCC-AR4 models. Geophys Res Lett. doi:10.1029/2006gl025759
Vera C, Baez J, Douglas M et al (2006b) The South American low-level jet experiment. Bull Am Meteor Soc 87:63–77. doi:10.1175/bams-87-1-63
Vicente-Serrano SM, Chura O, López-Moreno JI et al (2014) Spatio-temporal variability of droughts in Bolivia: 1955–2012. Int J Clim 35:3024–3040. doi:10.1002/joc.4190
Voldoire A, Sanchez-Gomez E, Mélia DSY et al (2012) The CNRM-CM5.1 global climate model: description and basic evaluation. Clim Dyn 40:2091–2121. doi:10.1007/s00382-011-1259-y
Wanzeler da Costa CP, Satyamurty P (2016) Inter-hemispheric and inter-zonal moisture transports and monsoon regimes. Int J Clim 36(15):4705–4722. doi:10.1002/joc.4662
Watanabe M, Suzuki T, O’Ishi R et al (2010) Improved climate simulation by MIROC5: mean states, variability, and climate sensitivity. J Clim 23:6312–6335. doi:10.1175/2010jcli3679.1
Watanabe S, Hajima T, Sudo K et al (2011) MIROC-ESM: model description and basic results of CMIP5-20c3m experiments. Geosci Model Dev Discuss 4:1063–1128. doi:10.5194/gmdd-4-1063-2011
Wheeler D (2011) Quantifying vulnerability to climate change: implications for adaptation assistance. SSRN Electron J. doi:10.2139/ssrn.1824611
Zanchettin D, Rubino A, Matei D et al (2012) Multidecadal-to-centennial SST variability in the MPI-ESM simulation ensemble for the last millennium. Clim Dyn 40:1301–1318. doi:10.1007/s00382-012-1361-9
Zhou J, Lau KM (1998) Does a monsoon climate exist over South America? J Clim 11(5):1020–1040. doi:10.1175/1520-0442(1998)011<1020:DAMCEO>2.0.CO;2
Zhou J, Lau KM (2001) Principal modes of interannual and decadal variability of summer rainfall over South America. Int J Clim 21(13):1623–1644. doi:10.1002/joc.700
Acknowledgements
This work was initially supported by the Ministry of Environment and Water (MMAyA) of the Plurinational State of Bolivia (contract MMAyA/PPCR no 117/2012 to RO and CR). We acknowledge further support from the Interamerican Development Bank (to RO and CR) for the development of tools and techniques used in this research, the Daugherty Water for Food Global Institute (postdoctoral support to RM), and the UNL Holland Computing Center. We also acknowledge the World Climate Research Programme’s Working Group on Coupled Modelling, which is responsible for CMIP, and we thank the climate modeling groups (listed in Table 1 of this paper) for producing and making available their model output. For CMIP the U.S. Department of Energy’s Program for Climate Model Diagnosis and Intercomparison provides coordinating support and led development of software infrastructure in partnership with the Global Organization for Earth System Science Portals.
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Abadi, A.M., Oglesby, R., Rowe, C. et al. Evaluation of GCMs historical simulations of monthly and seasonal climatology over Bolivia. Clim Dyn 51, 733–754 (2018). https://doi.org/10.1007/s00382-017-3952-y
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DOI: https://doi.org/10.1007/s00382-017-3952-y