Evaluation of precipitation products in a Brazilian watershed: Tocantins-Araguaia watershed case study

IF 2.8 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Theoretical and Applied Climatology Pub Date : 2024-07-13 DOI:10.1007/s00704-024-05091-6
Débora R. Pereira, Ana R. Oliveira, Maurício S. Costa, Tiago B. Ramos , Marcelo Rollnic, Ramiro J. J. Neves
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Abstract

Precipitation plays a vital role in various fields, including hydroclimatic modeling, climate change studies, agricultural optimization, and water resources management. Precipitation data can be obtained through observational measurements using the rain gauge approach or as Gridded precipitation products (GPP) derived from satellites or atmospheric models. GPPs provide optimized global estimates of climate data without spatial or temporal gaps, making them a valuable solution for areas with sparse or nonexistent rain gauges. However, it is essential to assess their reliability and limitations across different time scales and regions before usage. This study aims to evaluate the accuracy of two specific GPP datasets, ERA5 and MERRA-2, in comparison with two observational datasets, focusing on the Tocantins-Araguaia watershed and Pará river estuary in Brazil. The results show that both GPPs, ERA5 and MERRA-2, captured the overall precipitation regime for the analyzed period. However, discrepancies emerged, particularly at the daily and annual scales, with better agreement observed at monthly and climatology scales when compared to observational datasets. ERA5 demonstrated a higher number of acceptable stations compared to MERRA-2. Although both reanalysis products showed good agreement in climatological analysis, a more detailed evaluation revealed shortcomings in simulating precipitation during the dry season. While GPPs offer consistent time series with higher temporal and spatial resolutions, the observational precipitation data is deemed the most suitable input for hydrological-hydrodynamic modeling in the Tocantins-Araguaia watershed. Its widespread coverage, numerous rain gauges, and accurate representation of reality make it an ideal choice for hydrological modeling in the region.

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巴西流域降水产品评估:托坎廷斯-阿拉瓜亚流域案例研究
降水在水文气候建模、气候变化研究、农业优化和水资源管理等多个领域发挥着重要作用。降水数据可以通过使用雨量计方法进行观测测量获得,也可以通过卫星或大气模型得出的网格降水产品(GPP)获得。GPP 提供优化的全球气候数据估算,不存在空间或时间差距,因此对于雨量计稀少或不存在雨量计的地区来说是一种宝贵的解决方案。然而,在使用之前,必须评估其在不同时间尺度和地区的可靠性和局限性。本研究旨在评估ERA5 和 MERRA-2 这两个特定 GPP 数据集与两个观测数据集的准确性,重点是巴西的托坎廷斯-阿拉瓜亚流域和帕拉河口。结果表明,ERA5 和 MERRA-2 这两个全球降水潜能值都捕捉到了分析期间的总体降水机制。然而,与观测数据集相比,两者在日和年尺度上出现了差异,而在月和气候尺度上的一致性较好。与 MERRA-2 相比,ERA5 可接受的站点数量更多。虽然两种再分析产品在气候学分析方面显示出良好的一致性,但更详细的评估显示出在模拟旱季降水方面的不足。虽然 GPPs 提供了具有更高时空分辨率的一致时间序列,但观测降水数据被认为是最适合用于托坎廷斯-阿拉瓜亚流域水文-水动力建模的输入数据。观测数据覆盖范围广、雨量计数量多、准确反映现实情况,因此是该地区水文模型的理想选择。
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来源期刊
Theoretical and Applied Climatology
Theoretical and Applied Climatology 地学-气象与大气科学
CiteScore
6.00
自引率
11.80%
发文量
376
审稿时长
4.3 months
期刊介绍: Theoretical and Applied Climatology covers the following topics: - climate modeling, climatic changes and climate forecasting, micro- to mesoclimate, applied meteorology as in agro- and forestmeteorology, biometeorology, building meteorology and atmospheric radiation problems as they relate to the biosphere - effects of anthropogenic and natural aerosols or gaseous trace constituents - hardware and software elements of meteorological measurements, including techniques of remote sensing
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