References

Abatzoglou, John T., Solomon Z. Dobrowski, Sean A. Parks, and Katherine C. Hegewisch. 2018. “TerraClimate, a High-Resolution Global Dataset of Monthly Climate and Climatic Water Balance from 19582015.” Scientific Data 5 (1). https://doi.org/10.1038/sdata.2017.191.

Beck, Hylke E., Albert I. J. M. van Dijk, Pablo R. Larraondo, Tim R. McVicar, Ming Pan, Emanuel Dutra, and Diego G. Miralles. 2022. “MSWX: Global 3-Hourly 0.1° Bias-Corrected Meteorological Data Including Near-Real-Time Updates and Forecast Ensembles.” Bulletin of the American Meteorological Society 103 (3): E710–32. https://doi.org/10.1175/bams-d-21-0145.1.

Beck, Hylke E., Albert I. J. M. van Dijk, Vincenzo Levizzani, Jaap Schellekens, Diego G. Miralles, Brecht Martens, and Ad de Roo. 2017. “MSWEP: 3-Hourly 0.25° Global Gridded Precipitation (19792015) by Merging Gauge, Satellite, and Reanalysis Data.” Hydrology and Earth System Sciences 21 (1): 589–615. https://doi.org/10.5194/hess-21-589-2017.

Beck, Hylke E., Eric F. Wood, Ming Pan, Colby K. Fisher, Diego G. Miralles, Albert I. J. M. van Dijk, Tim R. McVicar, and Robert F. Adler. 2019. “MSWEP V2 Global 3-Hourly 0.1° Precipitation: Methodology and Quantitative Assessment.” Bulletin of the American Meteorological Society 100 (3): 473–500. https://doi.org/10.1175/bams-d-17-0138.1.

Becker, A., P. Finger, A. Meyer-Christoffer, B. Rudolf, K. Schamm, U. Schneider, and M. Ziese. 2013. “A Description of the Global Land-Surface Precipitation Data Products of the Global Precipitation Climatology Centre with Sample Applications Including Centennial (Trend) Analysis from 1901present.” Earth System Science Data 5 (1): 71–99. https://doi.org/10.5194/essd-5-71-2013.

Brown, Casey, Arthur M. Greene, Paul J. Block, and Alessandra Giannini. 2008. “Review of Downscaling Methodologies for Africa Climate Applications.” Columbia University. https://doi.org/10.7916/D8M04C88.

Cannon, Alex J., Stephen R. Sobie, and Trevor Q. Murdock. 2015. “Bias Correction of GCM Precipitation by Quantile Mapping: How Well Do Methods Preserve Changes in Quantiles and Extremes?” Journal of Climate 28 (17): 6938–59. https://doi.org/10.1175/jcli-d-14-00754.1.

Chakraborty, Debojyoti, Laura Dobor, Anita Zolles, Tomáš Hlásny, and Silvio Schueler. 2020. “High-Resolution Gridded Climate Data for Europe Based on Bias-Corrected EURO-CORDEX: The ECLIPS Dataset.” Geoscience Data Journal 8 (2): 121–31. https://doi.org/10.1002/gdj3.110.

Coulibaly, Paulin, Yonas B. Dibike, and François Anctil. 2005. “Downscaling Precipitation and Temperature with Temporal Neural Networks.” Journal of Hydrometeorology 6 (4): 483–96. https://doi.org/10.1175/jhm409.1.

Davy, Richard, and Erik Kusch. 2021. “Reconciling High Resolution Climate Datasets Using KrigR.” Environmental Research Letters 16 (12): 124040. https://doi.org/10.1088/1748-9326/ac39bf.

Falco, Magdalena, Andrea F. Carril, Claudio G. Menéndez, Pablo G. Zaninelli, and Laurent Z. X. Li. 2018. “Assessment of CORDEX Simulations over South America: Added Value on Seasonal Climatology and Resolution Considerations.” Climate Dynamics 52 (7-8): 4771–86. https://doi.org/10.1007/s00382-018-4412-z.

Fick, Stephen E., and Robert J. Hijmans. 2017. “WorldClim 2: New 1-Km Spatial Resolution Climate Surfaces for Global Land Areas.” International Journal of Climatology 37 (12): 4302–15. https://doi.org/10.1002/joc.5086.

Funk, Chris, Pete Peterson, Martin Landsfeld, Diego Pedreros, James Verdin, Shraddhanand Shukla, Gregory Husak, et al. 2015. “The Climate Hazards Infrared Precipitation with Stationsa New Environmental Record for Monitoring Extremes.” Scientific Data 2 (1). https://doi.org/10.1038/sdata.2015.66.

Gebrechorkos, Solomon Hailu, Stephan Hülsmann, and Christian Bernhofer. 2018. “Evaluation of Multiple Climate Data Sources for Managing Environmental Resources in East Africa.” Hydrology and Earth System Sciences 22 (8): 4547–64. https://doi.org/10.5194/hess-22-4547-2018.

Gebrechorkos, Solomon H., Stephan Hülsmann, and Christian Bernhofer. 2019. “Statistically Downscaled Climate Dataset for East Africa.” Scientific Data 6 (1). https://doi.org/10.1038/s41597-019-0038-1.

Gebrechorkos, Solomon, Julian Leyland, Louise Slater, Michel Wortmann, Philip J. Ashworth, Georgina L. Bennett, Richard Boothroyd, et al. 2023. “A High-Resolution Daily Global Dataset of Statistically Downscaled CMIP6 Models for Climate Impact Analyses.” Scientific Data 10 (1). https://doi.org/10.1038/s41597-023-02528-x.

Giorgi, Filippo, and William J. Gutowski. 2015. “Regional Dynamical Downscaling and the CORDEX Initiative.” Annual Review of Environment and Resources 40 (1): 467–90. https://doi.org/10.1146/annurev-environ-102014-021217.

H Sparks, Adam, Tomislav Hengl, and Andrew Nelson. 2017. “GSODR: Global Summary Daily Weather Data in r.” The Journal of Open Source Software 2 (10): 177. https://doi.org/10.21105/joss.00177.

Haarsma, Reindert J., Malcolm J. Roberts, Pier Luigi Vidale, Catherine A. Senior, Alessio Bellucci, Qing Bao, Ping Chang, et al. 2016. “High Resolution Model Intercomparison Project (HighResMIP V1.0) for CMIP6.” Geoscientific Model Development 9 (11): 4185–4208. https://doi.org/10.5194/gmd-9-4185-2016.

Harris, Ian, Timothy J. Osborn, Phil Jones, and David Lister. 2020. “Version 4 of the CRU TS Monthly High-Resolution Gridded Multivariate Climate Dataset.” Scientific Data 7 (1). https://doi.org/10.1038/s41597-020-0453-3.

Hausfather, Zeke, and Glen P. Peters. 2020. “Emissions the ‘Business as Usual’ Story Is Misleading.” Nature 577 (7792): 618–20. https://doi.org/10.1038/d41586-020-00177-3.

Hawkins, Ed, Thomas M. Osborne, Chun Kit Ho, and Andrew J. Challinor. 2013. “Calibration and Bias Correction of Climate Projections for Crop Modelling: An Idealised Case Study over Europe.” Agricultural and Forest Meteorology 170 (March): 19–31. https://doi.org/10.1016/j.agrformet.2012.04.007.

Hiebert, James, Alex J. Cannon, Trevor Murdock, Stephen Sobie, and Arelia Werner. 2018. “ClimDown: Climate Downscaling in r.” The Journal of Open Source Software 3 (22): 360. https://doi.org/10.21105/joss.00360.

Holdridge, LR, and Joseph A Tosi Jr. 1967. “Tropical Science Center: San Jose, Costa Rica.” Life Zone Ecology; Tropical Science Center: San Jose, Costa Rica.

Huffman, George J., Robert F. Adler, David T. Bolvin, and Eric J. Nelkin. 2009. “The TRMM Multi-Satellite Precipitation Analysis (TMPA).” In, 3–22. Springer Netherlands. https://doi.org/10.1007/978-90-481-2915-7_1.

Hunter, Richard D., and Ross K. Meentemeyer. 2005. “Climatologically Aided Mapping of Daily Precipitation and Temperature.” Journal of Applied Meteorology 44 (10): 1501–10. https://doi.org/10.1175/jam2295.1.

Joyce, Robert J., John E. Janowiak, Phillip A. Arkin, and Pingping Xie. 2004. “CMORPH: A Method That Produces Global Precipitation Estimates from Passive Microwave and Infrared Data at High Spatial and Temporal Resolution.” Journal of Hydrometeorology 5 (3): 487–503. https://doi.org/10.1175/1525-7541(2004)005<0487:camtpg>2.0.co;2.

Karger, Dirk Nikolaus, Olaf Conrad, Jürgen Böhner, Tobias Kawohl, Holger Kreft, Rodrigo Wilber Soria-Auza, Niklaus E. Zimmermann, H. Peter Linder, and Michael Kessler. 2017. “Climatologies at High Resolution for the Earth’s Land Surface Areas.” Scientific Data 4 (1). https://doi.org/10.1038/sdata.2017.122.

Karl, Thomas R., Neville Nicholls, and Anver Ghazi. 1999. “CLIVAR/GCOS/WMO Workshop on Indices and Indicators for Climate Extremes Workshop Summary.” In, 3–7. Springer Netherlands. https://doi.org/10.1007/978-94-015-9265-9_2.

Kobayashi, Chiaki, and Toshiki Iwasaki. 2016. “Brewer-Dobson Circulation Diagnosed from JRA-55.” Journal of Geophysical Research: Atmospheres 121 (4): 1493–1510. https://doi.org/10.1002/2015jd023476.

Kummerow, Christian, William Barnes, Toshiaki Kozu, James Shiue, and Joanne Simpson. 1998. “The Tropical Rainfall Measuring Mission (TRMM) Sensor Package.” Journal of Atmospheric and Oceanic Technology 15 (3): 809–17. https://doi.org/10.1175/1520-0426(1998)015<0809:ttrmmt>2.0.co;2.

Lanzante, John R., Mary Jo Nath, Carolyn E. Whitlock, Keith W. Dixon, and Dennis Adams-Smith. 2019. “Evaluation and Improvement of Tail Behaviour in the Cumulative Distribution Function Transform Downscaling Method.” International Journal of Climatology 39 (4): 2449–60. https://doi.org/10.1002/joc.5964.

Liang-Liang, Li, Li Jian, and Yu Ru-Cong. 2022. “Evaluation of CMIP6 HighResMIP Models in Simulating Precipitation over Central Asia.” Advances in Climate Change Research 13 (1): 1–13. https://doi.org/10.1016/j.accre.2021.09.009.

Lutz, Arthur F., Herbert W. ter Maat, Hester Biemans, Arun B. Shrestha, Philippus Wester, and Walter W. Immerzeel. 2016. “Selecting Representative Climate Models for Climate Change Impact Studies: An Advanced Envelope-Based Selection Approach.” International Journal of Climatology 36 (12): 3988–4005. https://doi.org/10.1002/joc.4608.

Maidment, Ross I, David Grimes, Emily Black, Elena Tarnavsky, Matthew Young, Helen Greatrex, Richard P Allan, et al. 2017. “A New, Long-Term Daily Satellite-Based Rainfall Dataset for Operational Monitoring in Africa.” Scientific Data 4 (1). https://doi.org/10.1038/sdata.2017.63.

Maurer, E. P., H. G. Hidalgo, T. Das, M. D. Dettinger, and D. R. Cayan. 2010. “The Utility of Daily Large-Scale Climate Data in the Assessment of Climate Change Impacts on Daily Streamflow in California.” Hydrology and Earth System Sciences 14 (6): 1125–38. https://doi.org/10.5194/hess-14-1125-2010.

McGinnis, Seth, and Linda Mearns. 2021. “Building a Climate Service for North America Based on the NA-CORDEX Data Archive.” Climate Services 22 (April): 100233. https://doi.org/10.1016/j.cliser.2021.100233.

Menne, Matthew J., Imke Durre, Russell S. Vose, Byron E. Gleason, and Tamara G. Houston. 2012. “An Overview of the Global Historical Climatology Network-Daily Database.” Journal of Atmospheric and Oceanic Technology 29 (7): 897–910. https://doi.org/10.1175/jtech-d-11-00103.1.

Muñoz-Sabater, Joaquín, Emanuel Dutra, Anna Agustí-Panareda, Clément Albergel, Gabriele Arduini, Gianpaolo Balsamo, Souhail Boussetta, et al. 2021. “ERA5-Land: A State-of-the-Art Global Reanalysis Dataset for Land Applications.” Earth System Science Data 13 (9): 4349–83. https://doi.org/10.5194/essd-13-4349-2021.

Navarro-Racines, Carlos, Jaime Tarapues, Philip Thornton, Andy Jarvis, and Julian Ramirez-Villegas. 2020. “High-Resolution and Bias-Corrected CMIP5 Projections for Climate Change Impact Assessments.” Scientific Data 7 (1). https://doi.org/10.1038/s41597-019-0343-8.

Okamoto, K.i., T. Ushio, T. Iguchi, N. Takahashi, and K. Iwanami. n.d. “The Global Satellite Mapping of Precipitation (GSMaP) Project.” Proceedings. 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005. IGARSS ’05. https://doi.org/10.1109/igarss.2005.1526575.

Platts, Philip J., Peter A. Omeny, and Rob Marchant. 2014. “AFRICLIM: High-Resolution Climate Projections for Ecological Applications in Africa.” African Journal of Ecology 53 (1): 103–8. https://doi.org/10.1111/aje.12180.

Quintana Seguí, P., A. Ribes, E. Martin, F. Habets, and J. Boé. 2010. “Comparison of Three Downscaling Methods in Simulating the Impact of Climate Change on the Hydrology of Mediterranean Basins.” Journal of Hydrology 383 (1-2): 111–24. https://doi.org/10.1016/j.jhydrol.2009.09.050.

Shen, Chenwei, Qingyun Duan, Chiyuan Miao, Chang Xing, Xuewei Fan, Yi Wu, and Jingya Han. 2020. “Bias Correction and Ensemble Projections of Temperature Changes over Ten Subregions in CORDEX East Asia.” Advances in Atmospheric Sciences 37 (11): 1191–1210. https://doi.org/10.1007/s00376-020-0026-6.

Tabor, Karyn, and John W. Williams. 2010. “Globally Downscaled Climate Projections for Assessing the Conservation Impacts of Climate Change.” Ecological Applications 20 (2): 554–65. https://doi.org/10.1890/09-0173.1.

Taylor, Karl E. 2001. “Summarizing Multiple Aspects of Model Performance in a Single Diagram.” Journal of Geophysical Research: Atmospheres 106 (D7): 7183–92. https://doi.org/10.1029/2000jd900719.

Taylor, Karl E., Ronald J. Stouffer, and Gerald A. Meehl. 2012. “An Overview of CMIP5 and the Experiment Design.” Bulletin of the American Meteorological Society 93 (4): 485–98. https://doi.org/10.1175/bams-d-11-00094.1.

Tokarska, Katarzyna B., Martin B. Stolpe, Sebastian Sippel, Erich M. Fischer, Christopher J. Smith, Flavio Lehner, and Reto Knutti. 2020. “Past Warming Trend Constrains Future Warming in CMIP6 Models.” Science Advances 6 (12). https://doi.org/10.1126/sciadv.aaz9549.

Werner, Arelia T., and Alex J. Cannon. 2016. “Hydrologic Extremes an Intercomparison of Multiple Gridded Statistical Downscaling Methods.” Hydrology and Earth System Sciences 20 (4): 1483–1508. https://doi.org/10.5194/hess-20-1483-2016.

Wilby, R. L., and C. W. Dawson. 2012. “The Statistical DownScaling Model: Insights from One Decade of Application.” International Journal of Climatology 33 (7): 1707–19. https://doi.org/10.1002/joc.3544.

Wilby, R. L, C. W Dawson, and E. M Barrow. 2002. “Sdsm a Decision Support Tool for the Assessment of Regional Climate Change Impacts.” Environmental Modelling & Software 17 (2): 145–57. https://doi.org/10.1016/s1364-8152(01)00060-3.

Zhang, X.-C. 2005. “Spatial Downscaling of Global Climate Model Output for Site-Specific Assessment of Crop Production and Soil Erosion.” Agricultural and Forest Meteorology 135 (1-4): 215–29. https://doi.org/10.1016/j.agrformet.2005.11.016.