全球降水产品的综合评价及其在中国大陆干旱探测中的准确性

IF 3.1 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Huihui Zhang, H. Loáiciga, Qingyun Du, T. Sauter
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引用次数: 0

摘要

对卫星降水产品进行全面评价是准确探测气象干旱的必要条件。本文对2010 - 2019年15个最先进的降水产品(IMERG_cal、IMERG_uncal、GSMaP-G、CPC-Global、TRMM3B42、cmorph_crt、PERSIANN- cdr、PERSIANN、PERSIANN- ccs、SM2RAIN、CHIRPS、ERA5、ERA-interim、MERRA2和GLDAS)进行了综合评估,特别关注它们在0.25°空间分辨率下探测中国大陆气象干旱的表现。将引用的降水产品与来自2400个气象站的基于网格的日降水分析(cgpa)产品进行比较,并在日、季节和年降水时间尺度上对其质量进行评估。通过计算标准化降水蒸散指数(SPEI)来确定数据集中的气象干旱。在三个时间尺度(1个月、3个月和12个月)上评估了降水产品在SPEI方面的干旱检测性能。结果表明,GSMaP-G在干旱探测和降水估算方面优于其他卫星数据集。MERRA2和ERA5在降水估算和干旱探测方面比其他再分析产品平均更接近CGDPA参考数据。这些产品较好地反映了华南和华东地区SPEI的时空格局,检测概率(PODs)大于0.6,相关系数(CC)大于0.65。CPC-Global、IMERG卫星和ERA5再分析产品是中国西部地区,特别是青藏高原和新疆省的理想应用对象。一般来说,SPEI(即SPEI-12)的时间尺度越长,降水产品的干旱检测精度越高。该研究有助于卫星降水产品的干旱灾害探测和水文气象应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comprehensive evaluation of global precipitation products and their accuracy in drought detection in mainland China
Thorough evaluations of satellite precipitation products are necessary for accurately detecting meteorological drought. A comprehensive assessment of 15 state-of-the-art precipitation products (i.e., IMERG_cal, IMERG_uncal, GSMaP-G, CPC-Global, TRMM3B42, CMORPH-CRT, PERSIANN-CDR, PERSIANN, PERSIANN-CCS, SM2RAIN, CHIRPS, ERA5, ERA-interim, MERRA2, and GLDAS) is herein conducted for the period 2010 to 2019 giving special attention to their performance in detecting meteorological drought over mainland China at 0.25° spatial resolution. The cited precipitation products are compared against China’s gridded gauge-based Daily Precipitation Analysis (CGDPA) product, derived from 2400 meteorological stations, and their quality is assessed at daily, seasonal, and annual precipitation timescales. Meteorological droughts in the datasets are determined by calculating the Standardized Precipitation Evapotranspiration Index (SPEI). The performance of the precipitation products for drought detection with respect to the SPEI is assessed at three timescales (1-, 3-, and 12-month). The results show that the GSMaP-G outperforms other satellite-based datasets in drought detection and precipitation estimation. The MERRA2 and the ERA5 are on average closer to the CGDPA reference data than other reanalysis products for precipitation estimation and drought detection. These products capture well the spatial and temporal pattern of the SPEI in southern and eastern China having a probability of detection (PODs) above 0.6 and a correlation coefficient (CC) above 0.65. CPC-Global, IMERG satellite, and the ERA5 reanalysis product are ideal candidates for application in western China, especially in the Qinghai-Tibetan plateau and the Xinjiang Province. Generally, the accuracy of precipitation products for drought detection is improved with longer timescales of the SPEI (i.e., SPEI-12). This study contributes to drought-hazard detection and hydrometeorological applications of satellite precipitation products.
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来源期刊
Journal of Hydrometeorology
Journal of Hydrometeorology 地学-气象与大气科学
CiteScore
7.40
自引率
5.30%
发文量
116
审稿时长
4-8 weeks
期刊介绍: The Journal of Hydrometeorology (JHM) (ISSN: 1525-755X; eISSN: 1525-7541) publishes research on modeling, observing, and forecasting processes related to fluxes and storage of water and energy, including interactions with the boundary layer and lower atmosphere, and processes related to precipitation, radiation, and other meteorological inputs.
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