ERA5 Reproduces Key Features of Global Precipitation Trends in A Warming Climate

IF 3.5 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES
Omon A. Obarein, Cameron C. Lee
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Abstract

The largest impact of future climate changes on societies and ecosystems will likely come from precipitation variability and change. Using the ERA5 dataset, this global study examines precipitation trends using many precipitation parameters across five main components: precipitation amount, precipitation frequency, precipitation type, wet and dry spells, and precipitation extremes. Global trends are summarised by land and ocean areas, by climate region, and then zonally averaged to identify broader precipitation patterns and interactions that may not be apparent in local and regional scale studies, especially with a reanalysis dataset. We find that the ERA5 dataset was able to reproduce key features of precipitation change: the near-ubiquitous increase in extreme precipitation, the increase in Arctic precipitation, the transition from snowfall to a rainfall regime in mid-to high latitudes, and the contrasting sign of change in precipitation amount and frequency between land and ocean. Two noteworthy findings from the ERA5 dataset are that (1) spatial intensification of extreme precipitation around the warmest locations (equatorial region) is not matched by temporal intensification around the warmest time of year (summer months) in the northern hemisphere, and (2) the Himalayas show altitudinal stratification of precipitation phase changes. Finally, consistent with other studies, we find that synoptic weather types may influence the scaling of extreme precipitation with temperature and should be explored in future research. Additionally, ERA5 results are compared to those from GPCC, GPCP, and MERRA-2 precipitation datasets to evaluate the robustness of the results. Daily, annual, and seasonal means, including inter-annual variability of ERA5 precipitation estimates align strongly with those of the three validation datasets; however, trends show mixed results, with minimal to moderate agreement. In general, trends in GPCC precipitation are most similar to those of ERA5.

Abstract Image

ERA5重现气候变暖下全球降水趋势的关键特征
未来气候变化对社会和生态系统的最大影响可能来自降水变率和变化。利用ERA5数据集,本全球研究使用五个主要组成部分的许多降水参数来检验降水趋势:降水量、降水频率、降水类型、干湿期和极端降水。按陆地和海洋区域、气候区域总结全球趋势,然后进行纬向平均,以确定在局部和区域尺度研究中可能不明显的更广泛的降水模式和相互作用,特别是使用再分析数据集。我们发现,ERA5数据集能够重现降水变化的关键特征:极端降水几乎无处不在的增加,北极降水的增加,中高纬度地区从降雪到降雨的转变,以及陆地和海洋之间降水数量和频率变化的对比迹象。ERA5数据的两个值得注意的发现是:(1)北半球最温暖地区(赤道地区)极端降水的空间强度与最温暖时期(夏季)的时间强度不匹配;(2)喜马拉雅地区降水相位变化呈现高度分层。最后,与其他研究结果一致,我们发现天气类型可能会影响极端降水与温度的尺度关系,值得进一步研究。此外,将ERA5结果与GPCC、GPCP和MERRA-2降水数据集的结果进行比较,以评估结果的稳健性。ERA5降水估计的日、年和季节均值(包括年际变率)与三个验证数据集的均值高度一致;然而,趋势显示出喜忧参半的结果,几乎没有到中等程度的共识。总体而言,GPCC降水趋势与ERA5最为相似。
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来源期刊
International Journal of Climatology
International Journal of Climatology 地学-气象与大气科学
CiteScore
7.50
自引率
7.70%
发文量
417
审稿时长
4 months
期刊介绍: The International Journal of Climatology aims to span the well established but rapidly growing field of climatology, through the publication of research papers, short communications, major reviews of progress and reviews of new books and reports in the area of climate science. The Journal’s main role is to stimulate and report research in climatology, from the expansive fields of the atmospheric, biophysical, engineering and social sciences. Coverage includes: Climate system science; Local to global scale climate observations and modelling; Seasonal to interannual climate prediction; Climatic variability and climate change; Synoptic, dynamic and urban climatology, hydroclimatology, human bioclimatology, ecoclimatology, dendroclimatology, palaeoclimatology, marine climatology and atmosphere-ocean interactions; Application of climatological knowledge to environmental assessment and management and economic production; Climate and society interactions
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