Drought severity

干旱严重程度
  • 文章类型: Journal Article
    在全球变暖的背景下,中国热带地区干旱的强度和频率正在增加,准确评估干旱严重程度和持续时间对于可持续生态系统管理至关重要。以前的研究通常依赖于从气象站或再分析数据计算的一个或多个干旱指数。然而,基于这些干旱指数的评估结果不一致,这可能是由于数据源和索引参数的差异。在这项研究中,我们的目标是确定最佳的数据集和干旱指数,准确评价了我国热带地区的干旱严重程度和干旱持续时间。我们评估了五个干旱指数的准确性,即降水异常百分比(PA),相对水分指数(MI),标准化降水指数(SPI),标准化降水蒸散指数(SPEI)和气象干旱综合指数(MCI),根据气象站数据和中国气象强迫数据集(CMFD)计算,涉及地方政府编制的干旱记录。结果表明,与CMFD相比,基于气象站数据计算的干旱指数可以更好地匹配政府编制的干旱记录。MI是研究区干旱严重程度和持续时间评估的最佳指标。特别是冬春干旱和严重干旱,其次是PA。在SPI计算中,冬季和春季拟合降水的归一化钟形线偏向少雨一侧,即使对于官方推荐的MCI,也会导致更多的低估,并且实际的供水在SPEI计算中也被错误地表示。这项研究为决策者使用最佳数据集和干旱指数准确评估干旱事件提供了有价值的见解,并采取有效措施缓解其对我国热带生态系统的影响。
    The intensity and frequency of drought are increasing in the tropical zone of China under global warming, and accurate assessment of drought severity and duration is critical for sustainable ecosystem management. Previous studies usually rely on one or more drought indices calculated from meteorological station or reanalysis data. However, the assessment results based on these drought indices are not consistent, which can be due to the differences in data sources and index parameters. In this study, we aim to identify the optimal dataset and drought index, and accurately evaluate the drought severity and drought duration in the tropical zone of China. We assessed the accuracy of five drought indices, namely Precipitation Anomaly in Percentage (PA), Relative Moisture Index (MI), Standardized Precipitation Index (SPI), Standardized Precipitation Evapotranspiration Index (SPEI) and Meteorological Drought Composite Index (MCI), calculated from meteorological station data and the China Meteorological Forcing Dataset (CMFD) with respect to drought records compiled by local government. Results indicate that the drought index calculated based on meteorological station data can better match the government-compiled drought records than CMFD. MI is the optimal index for drought severity and duration assessment in study area, especially for winter-spring drought and severe drought, followed by PA. The normalized bell-shaped line of fitted precipitation in winter and spring is biased towards the less rainy side in SPI calculations, which leads to more underestimation even for officially recommended MCI, and actual water supply are also misrepresented in SPEI calculations. This study offers valuable insights for policymakers to use optimal dataset and drought index to accurately assess the drought events, and take effective measures to alleviate its impact on tropical ecosystems in China.
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  • 文章类型: Journal Article
    在流域一级评估干旱参数是规划可持续作物生产的基本过程之一。这项研究旨在评估Vaippar盆地内的短期和长期气象干旱参数,位于印度南部,采用标准化降水指数(SPI)。使用从13个雨量计站开发的网格降雨值来计算SPI值。干旱参数,涵盖事件,强度,持续时间,频率,和趋势,对短期和长期干旱进行了评估。研究结果表明,短期干旱的发生率为51.7%,长期干旱占49.82%。值得注意的是,该盆地在1980年、1998年和2016年经历了极端的短期干旱,在1981年、2013年和2017年经历了长期干旱。利用创新的SPI值趋势识别方法,短期干旱在10月和12月以及长期干旱在12月发现了显着的单调上升趋势。这项研究定义了最小阈值降雨量,这代表了防止短期干旱(设定为390毫米)和长期干旱(设定为635毫米)所需的临界量。本研究得出的干旱严重度复发曲线表明,当SPI值低于-1.0时,短期干旱会影响流域面积的25%,而长期干旱以20年的复发间隔影响流域50%的面积。此外,干旱灾害指数(DHI),结合了干旱强度和严重程度,在西北地区短期干旱和南部地区长期干旱表现出较高的值。这项研究的发现,突出干旱脆弱地区,严重程度,和盆地的复发模式,当干旱开始时,引导注意力及时干预。
    Evaluating drought parameters at the basin level is one of the fundamental processes for planning sustainable crop production. This study aimed to evaluate both short-term and long-term meteorological drought parameters within the Vaippar Basin, located in southern India, by employing the standardized precipitation index (SPI). Gridded rainfall values developed from 13 rain gauge stations were employed to calculate the SPI values. Drought parameters, encompassing occurrence, intensity, duration, frequency, and trends, were assessed for both short-term and long-term droughts. The study findings indicated that the occurrence of short-term drought was 51.7%, while that of long-term drought was 49.82%. Notably, the basin experienced extreme short-term droughts in 1980, 1998 and 2016 and long-term droughts in 1981, 2013, and 2017. Utilizing an innovative trend identification method for SPI values, a significant monotonic upwards trend was identified in October and December for short-term drought and in December for long-term drought. This study defined the minimum threshold rainfall, which represents the critical amount required to prevent short-term drought (set at 390 mm) and long-term drought (set at 635 mm). The drought severity recurrence curves developed in this study indicate that when the SPI values fall below - 1.0, short-term drought affects 25% of the basin area, while long-term drought impacts 50% of the basin area at a 20-year recurrence interval. Additionally, the drought hazard index (DHI), which combines drought intensity and severity, demonstrated higher values in the northwestern regions for short-term drought and in the southern areas for long-term drought. The study\'s findings, highlighting areas of drought vulnerability, severity, and recurrence patterns in the basin, direct the attention for timely intervention when drought initiates.
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  • 文章类型: Journal Article
    迫切需要针对树木物种的干旱应对措施,以评估当前气候变化对森林生态系统的影响。这里,我们描述了抵抗的特征,recovery,弹性,根据中国北方广泛分布的三种树种的年轮宽度指数数据(>30年),以及对不同干旱事件的生长恢复期,其中落叶松(落叶松-ruprechtiiMayr)和蒙古松(PinussylvestrisL.var。蒙古利特夫.)是用于造林的两个主要物种,和桦树(白桦。)是最常见的自然树种之一。尽管轻度干旱对树木生长没有显著影响,严重的干旱事件显著降低了所有物种的生长,具有相反的物种特异性反应。落叶松在这三个物种中具有最低的抗性和恢复力,与桦树相比,蒙古松树的抗性更强,但恢复期更长。干旱响应随树木大小而变化。在严重干旱期间,大型蒙古松树和桦树的抵抗力更高,但大型落叶松树比小树更脆弱。较小的桦树对严重干旱的抵抗力更高。我们的研究显示了干旱响应的物种特异性差异,并表明干旱响应与树木大小相关,干旱强度相关。这进一步为该地区选择最佳栽培树种和设计森林管理提供了指导。
    Tree species-specific responses to drought are urgently needed for assessing the impacts of current climate change on forest ecosystems. Here, we characterized the resistance, recovery, resilience, and growth recovery periods in response to different drought events based on tree-ring width index data (>30 years) for three tree species widely distributed in northern China, among which larch (Larix principis-rupprechtii Mayr) and Mongolian pine (Pinus sylvestris L. var. mongolica Litv.) are two major species used for afforestation, and birch (Betula platyphylla Suk.) is one of the most common natural tree species. Despite no significant effects of mild drought on tree growth, severe drought events significantly reduced the growth of all species, with contrasting species-specific responses. Larch trees had the lowest resistance and resilience among the three species, and Mongolian pine trees were more resistant but had a longer recovery period than birch trees. The drought responses varied with tree size. Large Mongolian pine and birch trees were more resistant but large larch trees were much more vulnerable than small trees during severe droughts. Smaller birch trees had higher resilience to severe droughts. Our study shows species-specific differences in drought responses and suggests that drought responses are tree-size dependent and drought-intensity associated, which further provides a guidance for selecting optimal cultivated tree species and designing forest managements in this region.
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  • 文章类型: Journal Article
    具有优质栖息地的走廊通过促进栖息地斑块之间的分散来维持种群的空间动态,潜在的缓冲人群,和社区反对持续的全球变化。然而,这种功能受到栖息地日益分散的威胁,栖息地矩阵变得越来越荒凉,可能会降低人口的韧性和持久性。然而,我们缺乏对走廊质量下降如何与环境变化速率相互作用以破坏人口稳定的清晰认识。使用包含CollembolaFolsomia念珠菌种群的实验室缩影,我们调查了一系列模拟干旱下走廊质量对群体持久性的影响,这个物种的关键压力源。我们操纵了干旱的严重程度和受干旱影响的斑块数量,这些斑块是通过优质或劣质走廊连接的景观。我们测量了种群灭绝的时间,群体下降的最大速度,以及斑块之间丰度的变异性作为评估种群持久性能力的标准。我们表明,尽管干旱严重程度对种群灭绝的时间产生了负面影响,而干旱斑块的增加导致种群减少,这些结果被高质量的走廊所缓解,这增加了种群的持续时间,并减少了种群下降的速度和丰度的间期变异性。我们的结果表明,提高走廊质量可以增加群体的持久性,增加保护行动生效的时间,和/或物种在面对持续的压力时适应或移动。鉴于碎片化增加了栖息地的隔离,改善栖息地走廊的质量可能为增强空间结构种群的抵抗力提供有用的策略。
    Corridors with good-quality habitats maintain the spatial dynamics of metapopulations by promoting dispersal between habitat patches, potentially buffering populations, and communities against continued global change. However, this function is threatened by habitats becoming increasingly fragmented, and habitat matrices becoming increasingly inhospitable, potentially reducing the resilience and persistence of populations. Yet, we lack a clear understanding of how reduced corridor quality interacts with rates of environmental change to destabilize populations. Using laboratory microcosms containing metapopulations of the Collembola Folsomia candida, we investigate the impact of corridor quality on metapopulation persistence under a range of simulated droughts, a key stressor for this species. We manipulated both drought severity and the number of patches affected by drought across landscapes connected by either good- or poor-quality corridors. We measured the time of metapopulation extinction, the maximum rate of metapopulation decline, and the variability of abundance among patches as criteria to evaluate the persistence ability of metapopulations. We show that while drought severity negatively influenced the time of metapopulation extinction and the increase in drought patches caused metapopulation decline, these results were mitigated by good-quality corridors, which increased metapopulation persistence time and decreased both how fast metapopulations declined and the interpatch variability in abundances. Our results suggest that enhancing corridor quality can increase the persistence of metapopulations, increasing the time available for conservation actions to take effect, and/or for species to adapt or move in the face of continued stress. Given that fragmentation increases the isolation of habitats, improving the quality of habitat corridors may provide a useful strategy to enhance the resistance of spatially structured populations.
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  • 文章类型: Journal Article
    Drought is increasingly affecting farmers in agro-pastoralist and pastoralists region. It is one of the most harmful natural disasters that significantly affects rain-fed agriculture in developing countries. Drought assessment is an important component of drought risk management. This study used CHIRPS rainfall data to monitor the characteristics of drought in Borena Zone in southern Ethiopia. The standardized precipitation index (SPI) is used to calculate the magnitude, intensity, and severity of drought during the rainy season. Results show that severe and extreme droughts were detected in the first rainy season (March to May) and second wet season (September to November). Severe and extreme droughts were detected in the first rainy/wet season in 1992, 1994, 1999, 2000, 2002-2004, 2008,2009, 2011, 2019-2021. The spatial and temporal variability of drought is highly influenced by El Nino-Southern Oscillation (ENSO) in Ethiopia. Results revealed that most of the first rainy season was dry. 2011 was the driest year during the first wet season. Drought risk events in the first wet season were greater than in the second wet season. Results show that drought more frequently occurred in the northern and southern part in the first wet season. In the second rainy season extreme drought was detected in 1990, 1992, 1993, 1994, 1996, and 1997. The results of this study will promote the importance of early warning measures, drought risk management, and food security management in the study area.
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  • 文章类型: Journal Article
    在波兰,最近的夏季干旱给环境带来了毁灭性的影响,社会,和经济后果,但生长季节干燥的趋势仍不清楚。本研究的重点是土壤水分和蒸发应力条件,在1981年至2019年的多年期间进行了分析。使用基于模型的土壤水分和蒸散量估算得出的指数,评估了生长季节干旱严重度的国家规模趋势。将这些与从气象变量得出的指数进行比较。土壤干旱由标准化土壤指数(SSI)评估,而通过标准化蒸发应力比(SESR),生态干旱与蒸散有关。此外,标准化降水指数(SPI),标准化降水蒸散指数(SPEI),和自校准帕尔默干旱严重程度指数(sc-PDSI)用于比较。根据定义为在表面和根区土壤水分和蒸发胁迫中同时出现统计上显着的干燥趋势的标准来划定易干旱区域(DPA)。发现土壤和生态干旱的严重程度在生长季节显着增加。这证实了以下假设:土壤干燥加剧伴随着蒸发蒸腾中水分胁迫的加剧。近年来发生了最严重的干旱序列,被异常高的空气温度放大了,降水少,和气候水分平衡的高赤字。从SSI和SESR得出的年度生长季节干旱严重程度之间的相关性最高;只有SPEI近似增加的趋势,而SPI和sc-PDSI不遵循这样的轨迹。研究表明,DPA几乎是连续的空间格局,占全国的42%。这项研究的一个重要意义是,除了传统使用的气象变量外,在评估干旱严重程度时应考虑土壤水分和蒸散量。
    In Poland, recent summer droughts have had devastating environmental, social, and economic consequences, but the trend of growing season dryness remains unclear. This study focuses on the soil moisture and evaporative stress conditions, analyzed in a multiyear period between 1981 and 2019. Country scale trends in growing season drought severities are assessed using indices derived from the model-based estimates of soil moisture and evapotranspiration. These are compared with indices derived from meteorological variables. Soil droughts are assessed by the Standardized Soil Index (SSI), while the ecological droughts are related to evapotranspiration by the Standardized Evaporative Stress Ratio (SESR). Moreover, the Standardized Precipitation Index (SPI), Standardized Precipitation Evapotranspiration Index (SPEI), and self-calibrating Palmer Drought Severity Index (sc-PDSI) are used for comparison. A Drought-Prone Area (DPA) is delineated based on a criterion defined as simultaneous occurrence of statistically significant drying trends in surface and root zone soil moisture and evaporative stress. It was found that soil and ecological drought severities have remarkably increased in the growing season. This confirms the hypothesis that intensified soil drying is accompanied by intensified water stress imprinted in evapotranspiration. The most severe drought sequence has occurred in recent years, amplified by exceptionally high air temperature, low precipitation, and high deficit in the climatic water balance. The highest correlation is observed between annual growing season drought severities derived from the SSI and SESR; only SPEI approximates an increasing trend, while the SPI and sc-PDSI do not follow such a trajectory. The study shows an almost contiguous spatial pattern of DPA, which takes 42% of the country. One important implication of this study is that soil moisture and evapotranspiration should be considered in assessing drought severity in addition to traditionally used meteorological variables.
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  • 文章类型: Journal Article
    干旱是一种自然灾害,会对农业造成重大损害,社会,经济,和生态系统。对干旱严重程度(PDS)的持久性评估有助于更好地了解干旱的特征,并有助于开发相关的预测工具和模型。这项工作探讨了伊朗不同旱地干旱严重程度(DS)的持久性和时空变异性。利用1989年至2018年44个天气站的月降水和温度数据,研究了DS降水变异系数之间的关系,干旱,持久性百分比由标准化降水指数(SPI)的应用确定,旱地指数,和赫斯特指数(H)。结果证实了伊朗的干旱持续存在,因为所有站点的H都超过了0.5的阈值。伊朗的PDS平均值为0.78,区域差异很大,反映了不同的气候条件和地理位置。在超干旱和干旱地区的流域,月降水量的长期变异系数与PDS之间存在反比关系。在干半湿润地区检测到较高的PDS值和DS的增加趋势。此外,厄尔尼诺-南方涛动(ENSO)的影响,远程连接度量,在DS上,伊朗表现出高度的时空变异性。结果表明,2009-2018年期间,PDS与DS变化的空间变化相一致。
    Drought is a natural hazard that can inflict significant damage to agriculture, society, economy, and ecosystems. The assessment of the persistence of drought severity (PDS) assists in understanding the characteristics of droughts better and enables the development of associated prediction tools and models. This work explores the persistence and spatial-temporal variability of drought severity (DS) in the diverse dryland of Iran. Using monthly precipitation and temperature data of 44 synoptic stations from 1989 to 2018, relationships between DS coefficient of precipitation variation, aridity, and the persistence percentage are determined by the application of the standardized precipitation index (SPI), the dryland index, and the Hurst exponent (H). The results confirm the persistence of droughts in Iran as H exceeded the 0.5 threshold for all stations. The PDS average in Iran is 0.78 with high regional variability reflective of different climatic conditions and geographical locations. An inverse relationship exists between the long-term coefficient of variation of monthly precipitation and PDS in the hyper-arid and arid regions of watersheds. Higher PDS values and increasing trend in the DS are detected in dry-subhumid areas. Also, the effect of the El Niño-Southern Oscillation (ENSO), a teleconnection metric, on the DS displays high spatial and temporal variability in Iran. The results show that the PDS is consistent with the spatial variation of DS changes during the period of 2009-2018.
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  • 文章类型: Journal Article
    在密苏里州上游流域,最近的2000年至2010年的干旱,被称为“世纪之交干旱”,“可能比包括沙尘暴干旱在内的任何仪器记录都更严重。然而,直到现在,缺乏足够的代理记录来更好地了解此事件的长期变异性。在这里,我们检查了来自密苏里州上游盆地的17种新的基于树木年轮的重建网络的1200年水流,并独立重建了温暖季节的区域温度,以便将最近的干旱置于长期气候环境中。我们发现,自20世纪末(1980年代)以来,温度通过降低流域的径流效率,对干旱事件的严重程度产生了越来越大的影响。极端高温的发生,蒸散量较高,在20世纪和21世纪,整个盆地的相关低流量条件大幅增加,最近的变暖与干旱严重程度的增加相一致,干旱严重程度与过去12个世纪的估计相媲美或超过任何估计。预计未来的变暖将通过增加水资源短缺而导致越来越严重的干旱,这可能对水资源管理构成挑战。
    Across the Upper Missouri River Basin, the recent drought of 2000 to 2010, known as the \"turn-of-the-century drought,\" was likely more severe than any in the instrumental record including the Dust Bowl drought. However, until now, adequate proxy records needed to better understand this event with regard to long-term variability have been lacking. Here we examine 1,200 y of streamflow from a network of 17 new tree-ring-based reconstructions for gages across the upper Missouri basin and an independent reconstruction of warm-season regional temperature in order to place the recent drought in a long-term climate context. We find that temperature has increasingly influenced the severity of drought events by decreasing runoff efficiency in the basin since the late 20th century (1980s) onward. The occurrence of extreme heat, higher evapotranspiration, and associated low-flow conditions across the basin has increased substantially over the 20th and 21st centuries, and recent warming aligns with increasing drought severities that rival or exceed any estimated over the last 12 centuries. Future warming is anticipated to cause increasingly severe droughts by enhancing water deficits that could prove challenging for water management.
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  • 文章类型: Journal Article
    干旱的频率和严重程度增加,由于气候变化,预计将推动植物-昆虫相互作用的关键变化,这可能会提高树木死亡率。植物水分胁迫与昆虫性能之间的联系机制尚不清楚。这里,我们在以前的评论的基础上,制定了一个框架,纳入了干旱的严重程度和寿命,并捕获了中度和重度干旱后的植物生理调整。使用这个框架,我们更深入地调查了昆虫性能如何应对干旱严重程度的增加:(i)不同的饲喂行会;(ii)冲洗饲养者和衰老饲养者;(iii)专家和通才昆虫草食动物;(iv)温带与热带森林群落。我们概述了间歇性和中度干旱如何导致碳基和氮基化学防御的增加,而长期和严重的干旱事件会导致植物次生防御化合物的减少。我们预测,不同的食草动物饲喂行会对干旱事件表现出不同但可预测的反应,大多数饲喂行会受到水压力的负面影响,除了在严重干旱期间的伐木虫和树皮甲虫以及在中度和间歇性干旱期间的吸液昆虫和采叶工。喂养时间和宿主特异性是重要的考虑因素。一些昆虫,不管喂食行会,更喜欢从叶子潮水中摄取更年轻的组织,而其他人则适应以严重胁迫的树木的敏感组织为食。我们认为适度的水分胁迫可以使专业昆虫食草动物受益,而通才可能更喜欢严重的干旱条件。目前的证据表明,与温带森林相比,热带地区的昆虫爆发时间更短,在空间上受到的限制更大。我们建议,关于干旱对昆虫群落影响的未来研究应包括(i)评估干旱如何引起各种植物性状的变化,如次级化合物浓度和叶水势,影响食草动物;(ii)对其他昆虫和以它们为食的昆虫的食物网影响;(iii)干旱加剧对昆虫的影响与其他形式的环境变化(包括温度上升和CO2水平)之间的相互作用。需要更大的,温带和热带森林规模的干旱实验,以观察草食性昆虫的反应及其在树木死亡中的作用。
    Increased frequency and severity of drought, as a result of climate change, is expected to drive critical changes in plant-insect interactions that may elevate rates of tree mortality. The mechanisms that link water stress in plants to insect performance are not well understood. Here, we build on previous reviews and develop a framework that incorporates the severity and longevity of drought and captures the plant physiological adjustments that follow moderate and severe drought. Using this framework, we investigate in greater depth how insect performance responds to increasing drought severity for: (i) different feeding guilds; (ii) flush feeders and senescence feeders; (iii) specialist and generalist insect herbivores; and (iv) temperate versus tropical forest communities. We outline how intermittent and moderate drought can result in increases of carbon-based and nitrogen-based chemical defences, whereas long and severe drought events can result in decreases in plant secondary defence compounds. We predict that different herbivore feeding guilds will show different but predictable responses to drought events, with most feeding guilds being negatively affected by water stress, with the exception of wood borers and bark beetles during severe drought and sap-sucking insects and leaf miners during moderate and intermittent drought. Time of feeding and host specificity are important considerations. Some insects, regardless of feeding guild, prefer to feed on younger tissues from leaf flush, whereas others are adapted to feed on senescing tissues of severely stressed trees. We argue that moderate water stress could benefit specialist insect herbivores, while generalists might prefer severe drought conditions. Current evidence suggests that insect outbreaks are shorter and more spatially restricted in tropical than in temperate forests. We suggest that future research on the impact of drought on insect communities should include (i) assessing how drought-induced changes in various plant traits, such as secondary compound concentrations and leaf water potential, affect herbivores; (ii) food web implications for other insects and those that feed on them; and (iii) interactions between the effects on insects of increasing drought and other forms of environmental change including rising temperatures and CO2 levels. There is a need for larger, temperate and tropical forest-scale drought experiments to look at herbivorous insect responses and their role in tree death.
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  • 文章类型: Journal Article
    干旱是一些最严重的自然灾害,带来严重的水资源短缺,经济损失,以及不利的社会后果。重力恢复和气候实验(GRACE)卫星数据被广泛用于表征和评估干旱。在这项工作中,我们使用2003年至2015年的GRACE德克萨斯州空间研究中心(CSR)mascon(质量浓度)数据评估了长江流域(YRB)的干旱状况。干旱事件是通过从GRACE数据得出的储水量不足(WSD)来识别的,虽然干旱严重程度评估是基于蓄水赤字指数(WSDI),标准化的WSD时间序列,和总储水量赤字(TWSD)。随后将WSDI与帕尔默干旱严重程度指数(PDSI)进行比较,标准化降水指数(SPI),标准化降水蒸散指数(SPEI),和标准化径流指数(SRI)。结果表明,YRB在研究期间经历了增加的湿度,WSD值以5.20mm/年的速度增加。确定了八次干旱事件,2004年,2006年和2011年发生了三个主要干旱,WSDI分别为-2.05,-2.38和-1.30,TWSD为-620.96mm,-616.81mm,和-192.44毫米,分别。我们的发现表明,GRACECSRmascon数据可有效地用于评估YRB的干旱特征,并且WSDI有助于对大规模地区的干旱进行可靠可靠的表征。
    Droughts are some of the worst natural disasters that bring significant water shortages, economic losses, and adverse social consequences. Gravity Recovery and Climate Experiment (GRACE) satellite data are widely used to characterize and evaluate droughts. In this work, we evaluate drought situations in the Yangtze River Basin (YRB) using the GRACE Texas Center for Space Research (CSR) mascon (mass concentration) data from 2003 to 2015. Drought events are identified by water storage deficits (WSDs) derived from GRACE data, while the drought severity evaluation is based on the water storage deficit index (WSDI), standardized WSD time series, and total water storage deficit (TWSD). The WSDI is subsequently compared with the Palmer drought severity index (PDSI), standardized precipitation index (SPI), standardized precipitation evapotranspiration index (SPEI), and standardized runoff index (SRI). The results indicate the YRB experienced increased wetness during the study period, with WSD values increasing at a rate of 5.20mm/year. Eight drought events are identified, and three major droughts occurred in 2004, 2006, and 2011, with WSDIs of -2.05, -2.38, and -1.30 and TWSDs of -620.96mm, -616.81mm, and -192.44mm, respectively. Our findings suggest that GRACE CSR mascon data can be used effectively to assess drought features in the YRB and that the WSDI facilitates robust and reliable characterization of droughts over large-scale areas.
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