Climate · 2023 · 21 citations · 101 references
Natural SciencesEarth SciencesMeteorologyClimatologyHydrometeorologyRemote SensingPrecipitation EstimationRainfall MeasurementRegional ClimatologySatellite HydrometeorologyTropical ClimatologyPrecipitation RateRainfall ClimatologyRainfall RetrievalsSatellite Rainfall EstimationSatellite Rainfall RetrievalSatellite-based Precipitation EstimationSatellite-based Precipitation RetrievalSatellite-based Rainfall Retrieval
Monitoring rainfall in the Brazilian Legal Amazon (BLA), which comprises most of the largest tropical rainforest and largest river basin on the planet, is extremely important but challenging. The size of the area and land cover alone impose difficulties on the operation of a rain gauge network. Given this, we aimed to evaluate the performance of nine databases that estimate rainfall in the BLA, four from gridded analyses based on pluviometry (Xavier, CPC, GPCC and CRU), four based on remote sensing (CHIRPS, IMERG, CMORPH and PERSIANN-CDR), and one from reanalysis (ERA5Land). We found that all the bases are efficient in characterizing the average annual cycle of accumulated precipitation in the BLA, but with a predominantly negative bias. Parameters such as Pearson’s correlation (r), root-mean-square error (RMSE) and Taylor diagrams (SDE), applied in a spatial analysis for the entire BLA as well as for six pluviometrically homogeneous regions, showed that, based on a skill ranking, the data from Xavier’s grid analysis, CHIRPS, GPCC and ERA5Land best represent precipitation in the BLA at monthly, seasonal and annual levels. The PERSIANN-CDR data showed intermediate performance, while the IMERG, CMORPH, CRU and CPC data showed the lowest correlations and highest errors, characteristics also captured in the Taylor diagrams. It is hoped that this demonstration of hierarchy based on skill will subsidize climate studies in this region of great relevance in terms of biodiversity, water resources and as an important climate regulator.
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Hans Hersbach, Bill Bell, Paul Berrisford et al. · Quarterly Journal of the Royal Meteorological Society · 2020 · 30.4K citations · Full text
The NCEP/NCAR 40-Year Reanalysis Project
Eugenia Kalnay, Masao Kanamitsu, Robert Kistler et al. · Bulletin of the American Meteorological Society · 1996 · 29.1K citations
S. Uppala, P. Kållberg, A. J. Simmons et al. · Quarterly Journal of the Royal Meteorological Society · 2005 · 7.1K citations · Full text