Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome

This study investigates the applicability of Satellite Precipitation Products (SPPs) in streamflow simulations performed in the Brazilian Cerrado biome, which is one of the world’s biodiversity hotspots. Local data from ground observations were used as a reference for evaluating the Tropical Rainfal...

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Main Authors: Jhones da S. Amorim, Marcelo R. Viola, Rubens Junqueira, Vinicius A. de Oliveira, Carlos R. de Mello
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/12/9/2571
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spelling doaj-19164686874f4b4dba42a10ce0c434b12020-11-25T03:41:20ZengMDPI AGWater2073-44412020-09-01122571257110.3390/w12092571Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado BiomeJhones da S. Amorim0Marcelo R. Viola1Rubens Junqueira2Vinicius A. de Oliveira3Carlos R. de Mello4Department of Water Resources and Sanitation, Federal University of Lavras, Lavras 37200-900, BrazilDepartment of Water Resources and Sanitation, Federal University of Lavras, Lavras 37200-900, BrazilDepartment of Water Resources and Sanitation, Federal University of Lavras, Lavras 37200-900, BrazilDepartment of Water Resources and Sanitation, Federal University of Lavras, Lavras 37200-900, BrazilDepartment of Water Resources and Sanitation, Federal University of Lavras, Lavras 37200-900, BrazilThis study investigates the applicability of Satellite Precipitation Products (SPPs) in streamflow simulations performed in the Brazilian Cerrado biome, which is one of the world’s biodiversity hotspots. Local data from ground observations were used as a reference for evaluating the Tropical Rainfall Measuring Mission (TRMM) Multi-satellite Precipitation Analysis (TMPA) and Integrated Multi-Satellite Retrievals for Global Precipitation Measurement (IMERG). The Soil and Water Assessment Tool (SWAT) was used to simulate the streamflow in a subbasin of the Tocantins river basin. Statistical precision metrics showed that both SPPs presented a satisfactory performance for precipitation monitoring on a monthly scale, in which IMERG performed better than TMPA. The Nash–Sutcliff coefficient and Kling–Gupta efficiency obtained for both calibration and validation period were greater than 0.82 and 0.79, respectively, demonstrating that both SPPs were able to simulate the hydrological regime adequately. However, the bias indicated that the SPPs overestimated the observed streamflow. The r-factor and p-factor values showed that both TMPA and IMERG presented low uncertainty in streamflow simulations. SPPs offer a great alternative for monitoring the precipitation and hydrological studies in the Brazilian Cerrado biome, and presented better simulation results than rain gauges.https://www.mdpi.com/2073-4441/12/9/2571GPM IMERGTRMM-TMPASoil and Water Assessment ToolBrazilian Savana
collection DOAJ
language English
format Article
sources DOAJ
author Jhones da S. Amorim
Marcelo R. Viola
Rubens Junqueira
Vinicius A. de Oliveira
Carlos R. de Mello
spellingShingle Jhones da S. Amorim
Marcelo R. Viola
Rubens Junqueira
Vinicius A. de Oliveira
Carlos R. de Mello
Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
Water
GPM IMERG
TRMM-TMPA
Soil and Water Assessment Tool
Brazilian Savana
author_facet Jhones da S. Amorim
Marcelo R. Viola
Rubens Junqueira
Vinicius A. de Oliveira
Carlos R. de Mello
author_sort Jhones da S. Amorim
title Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
title_short Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
title_full Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
title_fullStr Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
title_full_unstemmed Evaluation of Satellite Precipitation Products for Hydrological Modeling in the Brazilian Cerrado Biome
title_sort evaluation of satellite precipitation products for hydrological modeling in the brazilian cerrado biome
publisher MDPI AG
series Water
issn 2073-4441
publishDate 2020-09-01
description This study investigates the applicability of Satellite Precipitation Products (SPPs) in streamflow simulations performed in the Brazilian Cerrado biome, which is one of the world’s biodiversity hotspots. Local data from ground observations were used as a reference for evaluating the Tropical Rainfall Measuring Mission (TRMM) Multi-satellite Precipitation Analysis (TMPA) and Integrated Multi-Satellite Retrievals for Global Precipitation Measurement (IMERG). The Soil and Water Assessment Tool (SWAT) was used to simulate the streamflow in a subbasin of the Tocantins river basin. Statistical precision metrics showed that both SPPs presented a satisfactory performance for precipitation monitoring on a monthly scale, in which IMERG performed better than TMPA. The Nash–Sutcliff coefficient and Kling–Gupta efficiency obtained for both calibration and validation period were greater than 0.82 and 0.79, respectively, demonstrating that both SPPs were able to simulate the hydrological regime adequately. However, the bias indicated that the SPPs overestimated the observed streamflow. The r-factor and p-factor values showed that both TMPA and IMERG presented low uncertainty in streamflow simulations. SPPs offer a great alternative for monitoring the precipitation and hydrological studies in the Brazilian Cerrado biome, and presented better simulation results than rain gauges.
topic GPM IMERG
TRMM-TMPA
Soil and Water Assessment Tool
Brazilian Savana
url https://www.mdpi.com/2073-4441/12/9/2571
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AT marcelorviola evaluationofsatelliteprecipitationproductsforhydrologicalmodelinginthebraziliancerradobiome
AT rubensjunqueira evaluationofsatelliteprecipitationproductsforhydrologicalmodelinginthebraziliancerradobiome
AT viniciusadeoliveira evaluationofsatelliteprecipitationproductsforhydrologicalmodelinginthebraziliancerradobiome
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