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Vegetation representation influences projected streamflow changes in the Colorado River Basin 植被表现影响科罗拉多河流域预估的流量变化
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-05-16 DOI: 10.1175/jhm-d-22-0143.1
W. Currier, A. Wood, N. Mizukami, Bart Nijssen, J. Hamman, E. Gutmann
Vegetation parameters for the Variable Infiltration Capacity (VIC) hydrologic model were recently updated using observations from the MODerate Resolution Imaging Spectroradiometer (MODIS). Previous work showed that these MODIS-based parameters improved VIC evapotranspiration simulations when compared to eddy covariance observations. Due to the importance of evapotranspiration within the Colorado River Basin, this study provided a basin-by-basin calibration of VIC soil parameters with updated MODIS-based vegetation parameters to improve streamflow simulations. Interestingly, while both configurations had similar historic streamflow performance, end-of-century hydrologic projections, driven by 29 downscaled global climate models under the RCP8.5 emissions scenario differed between the two configurations. The calibrated MODIS-based configuration had an ensemble mean that simulated little change in end-of-century annual streamflow volume (+0.4%) at Lees Ferry, AZ relative to the historical period (1960-2005). In contrast, the previous VIC configuration, which is used to inform decisions about future water resources in the Colorado River Basin projected an 11.7% decrease in annual streamflow. Both VIC configurations simulated similar amounts of evapotranspiration in the historical period. However, the MODIS-based VIC configuration did not show as much of an increase in evapotranspiration by the end of the century, primarily within the Upper Basin’s forested areas. Differences in evapotranspiration projections were the result of the MODIS-based vegetation parameters having lower leaf area index values and less forested area compared to previous vegetation estimates used in recent Colorado River Basin hydrologic projections. These results highlight the need to accurately characterize vegetation and better constrain climate sensitivities in hydrologic models.
利用中分辨率成像光谱辐射计(MODIS)的观测资料,对变入渗量(VIC)水文模型的植被参数进行了更新。先前的研究表明,与涡旋相关方差观测相比,这些基于modis的参数改善了VIC蒸散发模拟。由于科罗拉多河流域蒸散发的重要性,本研究利用更新的基于modis的植被参数,对VIC土壤参数进行了逐流域校准,以改进径流模拟。有趣的是,虽然这两种配置具有相似的历史流量表现,但在RCP8.5排放情景下,由29个缩小规模的全球气候模型驱动的世纪末水文预测在两种配置之间存在差异。校准后基于modis的配置具有总体平均值,与历史时期(1960-2005年)相比,模拟了Lees Ferry的世纪末年流量变化很小(+0.4%)。相比之下,以前用于科罗拉多河流域未来水资源决策的VIC配置预测年流量减少11.7%。两种VIC配置在历史时期模拟了相似的蒸散量。然而,基于modis的VIC配置并没有显示出到本世纪末蒸散量的增加,主要是在上游盆地的森林地区。蒸散发预估的差异是由于基于modis的植被参数与最近科罗拉多河流域水文预估中使用的以前的植被估计值相比,叶面积指数值更低,森林面积更少。这些结果强调了在水文模型中准确表征植被和更好地约束气候敏感性的必要性。
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引用次数: 0
A Comparative Analysis of the Impact of Low-Level Jets and Atmospheric Rivers in the Central U.S. 美国中部低空急流和大气河流影响的比较分析
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-05-15 DOI: 10.1175/jhm-d-22-0086.1
Nabin Gyawali, C. Ferguson, L. Bosart
We present a comparative analysis of atmospheric rivers (ARs) and Great Plains low-level jets (GPLLJs) in the central U.S. during April–September 1901–2010 using ECMWF’s CERA-20C. The analysis is motivated by a perceived need to highlight overlap and synergistic opportunities between traditionally disconnected AR and GPLLJ research. First, using the Guan–Walliser integrated vapor transport (IVT)-based AR classification and Bonner–Whiteman-based GPLLJ classification, we identify days with either an AR and/or GPLLJ spanning 15% of the central U.S. These days are grouped into five event samples: 1) all GPLLJ, 2) AR GPLLJ, 3) non-AR GPLLJ, 4) AR non-GPLLJ, and 5) all AR. Then, we quantify differences in the frequency, seasonality, synoptic environment, and extreme weather impacts corresponding to each event sample. Over the 20th century, April–September AR frequency remained constant whereas GPLLJ frequency significantly decreased. Of GPLLJ days, 36% are associated with a coincident AR. Relative to ARs that are equally probable from April–September, GPLLJs exhibit distinct seasonality, with peak occurrence in July. A 500 hPa geopotential height comparison shows a persistent ridge over the central U.S for non-AR GPLLJ days, whereas on AR GPLLJ days, a trough and ridge pattern is present over western to eastern CONUS. AR GPLLJ days have 34% greater 850 hPa windspeeds, 53% greater IVT, and 72% greater 24-hour precipitation accumulation than non-AR GPLLJ days. In terms of 95th percentile 850 hPa windspeed, IVT, and 24-hour precipitation, that of AR GPLLJs is 25%, 45%, and 23% greater than non-AR GPLLJs, respectively.
本文利用ECMWF的CERA-20C对1901-2010年4 - 9月期间美国中部的大气河流(ARs)和大平原低空急流(GPLLJs)进行了对比分析。该分析的动机是,人们认为需要强调传统上互不关联的AR和GPLLJ研究之间的重叠和协同机会。首先,使用基于GPLLJ的GPLLJ分类和基于GPLLJ的bonner - whitman分类,我们确定了覆盖美国中部15%的AR和/或GPLLJ的天数。这些天被分为五个事件样本:1)所有GPLLJ, 2) AR GPLLJ, 3)非AR GPLLJ, 4) AR非GPLLJ, 5)所有AR。然后,我们量化了每个事件样本对应的频率、季节性、天气环境和极端天气影响的差异。20世纪以来,4 - 9月的AR频率保持不变,而GPLLJ频率显著下降。在GPLLJ日数中,36%的日数与相同的AR相关。相对于4 - 9月同等可能发生的AR, GPLLJ表现出明显的季节性,7月为峰值。500 hPa位势高度对比显示,在非AR GPLLJ日,美国中部上空有一个持续的高压脊,而在AR GPLLJ日,CONUS西部到东部上空则有一个槽和高压脊。与非AR GPLLJ日相比,AR GPLLJ日850 hPa风速增加34%,IVT增加53%,24小时降水积累增加72%。在850 hPa第95百分位风速、IVT和24小时降水量方面,AR GPLLJs分别比非AR GPLLJs大25%、45%和23%。
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引用次数: 0
Seasonal streamflow forecasting for fresh water reservoir management in the Netherlands: an assessment of multiple prediction systems 荷兰淡水水库管理的季节性流量预测:多种预测系统的评估
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-05-05 DOI: 10.1175/jhm-d-22-0107.1
R. Hurkmans, B. van den Hurk, M. Schmeits, F. Wetterhall, I. Pechlivanidis
For efficient management of the Dutch surface water reservoir Lake IJssel, (sub)seasonal forecasts of the water volumes going in and out of the reservoir are potentially of great interest. Here, streamflow forecasts were analyzed for the river Rhine at Lobith, which is partly routed through the river IJssel, the main influx into the reservoir. We analyzed seasonal forecast data sets derived from EFAS, E-HYPE and HTESSEL, which differ in their underlying hydrological formulation, but are all forced by meteorological forecasts from ECMWF SEAS5. We post-processed the streamflowforecasts using quantile mapping (QM) and analyzed several forecast quality metrics. Forecast performance was assessed based on the available reforecast period, as well as on individual summer seasons. QM increased forecast skill for nearly all metrics evaluated. Averaged over the reforecast period, forecasts were skillful for up to four months in spring, and early summer. Later in summer the skillful period deteriorated to 1-2 months. When investigating specific years with either low or high flow conditions, forecast skill increased with the extremity of the event. Although raw forecasts for both E-HYPE and EFAS were more skillful than HTESSEL, bias correction based on QM can significantly reduce the difference. In operational mode, the three forecast systems show comparable skill. In general, dry conditions can be forecasted with high success rates up to three months ahead, which is very promising for successful use of Rhine streamflow forecasts in downstream reservoir management.
为了有效地管理荷兰的伊塞尔湖地表水水库,对进出水库的水量进行(分)季节预报可能会引起极大的兴趣。在这里,对洛比斯的莱茵河的流量预测进行了分析,莱茵河部分流经伊塞尔河,而伊塞尔河是流入该水库的主要河流。我们分析了来自EFAS、E-HYPE和HTESSEL的季节预报数据集,它们的基础水文公式不同,但都受到来自ECMWF SEAS5的气象预报的影响。利用分位数映射(QM)对流量预测进行了后处理,并分析了几种预测质量指标。预报的效果是根据可获得的再预报期和个别夏季来评估的。QM提高了几乎所有评估指标的预测技能。在重新预测期间平均下来,在春季和初夏的四个月里,预测是熟练的。夏季后期,熟练期缩短为1-2个月。当调查具有低或高流量条件的特定年份时,预测技能随着事件的极端程度而提高。尽管E-HYPE和EFAS的原始预测都比HTESSEL更熟练,但基于QM的偏差校正可以显著减小差异。在运行模式下,这三种预报系统显示出相当的技能。一般来说,干旱状况可以提前三个月预测,成功率很高,这对于在下游水库管理中成功使用莱茵河流量预测是非常有希望的。
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引用次数: 1
Percentile-Based Relationship between Daily Precipitation and Surface Air Temperature over the Qinghai–Tibet Plateau 青藏高原日降水与地表气温的百分位数关系
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-05-01 DOI: 10.1175/jhm-d-22-0152.1
Yongliang Jiao, Ren Li, Tonghua Wu, Lin Zhao, Xiaodong Wu, Junjie Ma, Jimin Yao, G. Hu, Yao Xiao, Shuhua Yang, Wenhao Liu, Y. Qiao, Jianzong Shi, E. Du, Xiaofan Zhu, Shenning Wang
Climate changes significantly impact the hydrological cycle. Precipitation is one of the most important atmospheric inputs to the terrestrial hydrologic system, and its variability considerably influences environmental and socioeconomic development. Atmospheric warming intensifies the hydrological cycle, increasing both atmospheric water vapor concentration and global precipitation. The relationship between heavy precipitation and temperature has been extensively investigated in literature. However, the relationship in different percentile ranges has not been thoroughly analyzed. Moreover, a percentile-based regression provides a simple but effective framework for investigation into other factors (precipitation type) affecting this relationship. Herein, a comprehensive investigation is presented on the temperature dependence of daily precipitation in various percentile ranges over the Qinghai–Tibet Plateau. The results show that 1) most stations exhibit a peaklike scaling structure, while the northeast part and south margin of the plateau exhibit monotonic positive and negative scaling structures, respectively. The scaling structure is associated with the precipitation type, and 2) the positive and negative scaling rates exhibit similar spatial patterns, with stronger (weaker) sensitivity in the south (north) part of the plateau. The overall increase rate of daily precipitation with temperature is scaled by Clausius–Clapeyron relationship. 3) The higher percentile of daily precipitation shows a larger positive scaling rate than the lower percentile. 4) The peak-point temperature is closely related to the local temperature, and the regional peak-point temperature is roughly around 10°C.This study aims to better understand the relationship between precipitation and surface air temperature in various percentile ranges over the Qinghai–Tibet Plateau. This is important because percentile-based regression not only accurately describes the response of precipitation to warming temperature but also provides a simple but effective framework for investigating other factors (precipitation type) that may be affecting this relationship. Furthermore, the sensitivity and peak-point temperature are evaluated and compared among different regions and percentile ranges; this study also attempts to outline their influencing factors. To our knowledge, this study is the first integration of percentile-based analysis of the dependence of daily precipitation on surface air temperature.
气候变化显著影响水文循环。降水是陆地水文系统最重要的大气输入之一,其变率对环境和社会经济发展具有重要影响。大气变暖加剧了水文循环,增加了大气水汽浓度和全球降水。强降水与温度的关系已被广泛研究。然而,在不同的百分位数范围内的关系还没有得到充分的分析。此外,基于百分位的回归为研究影响这种关系的其他因素(降水类型)提供了一个简单而有效的框架。本文对青藏高原日降水量在不同百分位数范围内的温度依赖性进行了综合研究。结果表明:①大部分台站呈峰状尺度结构,高原东北部和南缘分别呈单调的正、负尺度结构;2)正、负尺度率在高原南(北)区表现出较强(较弱)的敏感性。日降水量随温度的总体增增率用Clausius-Clapeyron关系进行了标度。(3)日降水高百分位数比低百分位数表现出更大的正标度率。4)峰点温度与局部温度密切相关,区域峰点温度大致在10℃左右。本研究旨在更好地了解青藏高原不同百分位数范围降水与地表气温的关系。这一点很重要,因为基于百分位的回归不仅准确地描述了降水对变暖温度的响应,而且还为研究可能影响这种关系的其他因素(降水类型)提供了一个简单而有效的框架。对不同区域和不同百分位范围的灵敏度和峰点温度进行了评价和比较;本研究还试图概述其影响因素。据我们所知,这项研究是第一次对日降水对地表气温的依赖进行基于百分位数的分析。
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引用次数: 0
Comparison of three radar-based precipitation nowcasts for the extreme July 2021 flooding event in Germany 2021年7月德国极端洪水事件的三个基于雷达降水临近预报的比较
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-28 DOI: 10.1175/jhm-d-22-0121.1
Mohamed Saadi, C. Furusho‐Percot, Alexandre Belleflamme, S. Trömel, S. Kollet, R. Reinoso-Rondinel
Quantitative precipitation nowcasts (QPN) can improve the accuracy of flood forecasts especially for lead times up to 12 hours, but their evaluation depends on a variety of factors, namely the choice of the hydrological model and the benchmark. We tested three precipitation nowcasting techniques based on radar observations for the disastrous mid-July 2021 event in seven German catchments (140-1670 km2). Two deterministic (advection-based and S-PROG) and one probabilistic (STEPS) QPN with maximum lead time of 3 h were used as input to two hydrological models: a physically-based, 3D-distributed model (ParFlowCLM) and a conceptual, lumped model (GR4H). We quantified the hydrological added value of QPN compared to hydrological persistence and zero-precipitation nowcasts as benchmarks. For the 14 July 2021 event, we obtained the following key results: (1) According to the quality of the forecasted hydrographs, exploiting QPN improved the lead times by up to 4 h (8 h) compared to adopting zero-precipitation nowcasts (hydrological persistence) as a benchmark. Using a skill-based approach, obtained improvements were up to 7-12 h depending on the benchmark. (2) The three QPN techniques obtained similar performances regardless of the applied hydrological model. (3) Using zero-precipitation nowcasts instead of hydrological persistence as benchmark reduced the added value of QPN. These results highlight the need for combining a skill-based approach with an analysis of the quality of forecasted hydrographs to rigorously estimate the added value of QPN.
定量降水临近预报(Quantitative precipitation nowcast, QPN)可以提高洪水预报的准确性,尤其是提前期长达12小时的洪水预报,但其评估取决于多种因素,即水文模型和基准的选择。我们在德国七个集水区(140-1670平方公里)对2021年7月中旬灾难性事件的雷达观测测试了三种降水临近预报技术。两个确定性(基于平流和S-PROG)和一个概率(STEPS) QPN的最大提前时间为3小时,被用作两个水文模型的输入:一个基于物理的3d分布模型(ParFlowCLM)和一个概念性的集总模型(GR4H)。我们量化了QPN的水文附加价值,并将其与水文持久性和零降水临近预报相比较作为基准。对于2021年7月14日的事件,我们获得了以下关键结果:(1)根据预测的水文曲线的质量,与采用零降水临近预报(水文持久性)作为基准相比,利用QPN将提前时间缩短了4小时(8小时)。使用基于技能的方法,根据基准,获得的改进可达7-12小时。(2)无论应用的水文模型如何,三种QPN技术都获得了相似的性能。(3)以零降水临近预报代替水文持续性作为基准,降低了QPN的附加值。这些结果强调需要将基于技能的方法与预测的水文质量分析相结合,以严格估计QPN的附加值。
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引用次数: 1
Developing Impacts-Based Drought Thresholds for Ohio 为俄亥俄州制定基于影响的干旱阈值
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-24 DOI: 10.1175/jhm-d-22-0054.1
Ning Zhang, Zhiying Li, S. Quiring
Drought monitoring is critical for managing agriculture and water resources and for triggering state emergency response plans and hazard mitigation activities. Fixed thresholds serve as guidelines for the United States Drought Monitor (USDM). However, fixed drought thresholds (i.e., using the same threshold in all seasons and climate regions) may not properly reflect local conditions and impacts. Therefore, this study develops impacts-based drought thresholds that are appropriate for drought monitoring in Ohio. We examined four drought indices that are currently used by the State of Ohio: Standardized Precipitation Index (SPI), Standardized Precipitation-Evapotranspiration Index (SPEI), Palmer’s Z-Index and Palmer Hydrological Drought Index (PHDI). Streamflow and corn yield are used as indicators of hydrological and agricultural drought impacts, respectively. Our results show that fixed thresholds tend to indicate milder drought conditions in Ohio, while the proposed impacts-based drought thresholds are more sensitive to exceptional drought (D4) conditions. The area percentage of D4 based on impacts-based drought thresholds is more strongly correlated with corn yield and streamflow. This study provides a methodology for developing local impacts-based drought thresholds that can be applied to other regions where long-term drought impact records exist to provide regionally representative depictions of conditions and improve drought monitoring.
干旱监测对于管理农业和水资源以及启动国家应急计划和减灾活动至关重要。固定的阈值作为美国干旱监测(USDM)的指导方针。但是,固定的干旱阈值(即在所有季节和气候区域使用相同的阈值)可能不能适当地反映当地的条件和影响。因此,本研究开发了适合于俄亥俄州干旱监测的基于影响的干旱阈值。我们研究了俄亥俄州目前使用的四种干旱指数:标准化降水指数(SPI)、标准化降水-蒸散指数(SPEI)、帕尔默z指数和帕尔默水文干旱指数(PHDI)。河流流量和玉米产量分别作为水文和农业干旱影响的指标。我们的研究结果表明,固定阈值倾向于表明俄亥俄州较温和的干旱条件,而基于影响的干旱阈值对异常干旱(D4)条件更敏感。基于影响的干旱阈值的D4面积百分比与玉米产量和河流流量的相关性更强。本研究提供了一种方法,用于开发基于当地影响的干旱阈值,该阈值可应用于存在长期干旱影响记录的其他区域,以提供具有区域代表性的条件描述并改善干旱监测。
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引用次数: 1
The variability of pan evaporation over China during 1961-2020 1961-2020年中国蒸发皿蒸发量的变率
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-20 DOI: 10.1175/jhm-d-22-0232.1
Hong Wang, F. Sun, Fa Liu, Tingting Wang, Yao Feng, Wenbin Liu
The most basic features of climatological normals and variability are useful for describing observed or likely future climate fluctuations. Pan evaporation (Epan) is an important indicator of climate change; however, current research on Epan has focused on its change in mean rather than its variability. The variability of monthly Epan from 1961 to 2020 at 969 stations in China was analyzed using a theoretical framework that can distinguish changes in Epan variance between space and time. The Epan variance was decomposed into spatial and temporal components, and the temporal component was further decomposed into inter-annual and intra-annual components. The results show that the variance in Epan was mainly controlled by the temporal component. The time variance was mainly controlled by intra-annual variance, decreasing continuously in the first 30 years, and slightly increasing after the 1990s. This is mainly due to the fact that the decrease of wind speed and the increase of water vapor pressure deficit with the temperature increase offset each other and inhibit the variability of Epan. The variance decreased more in the northern region, whereas it exhibited a small decrease or slight increase in the southern region. The reduction in seasonality was dominated by spring, followed by summer. The differences in Epan variability in space and season were mainly caused by the differing rates of change in evaporation driving forces, such as a greater reduction in wind speed in the northern region and spring.
气候常态和变率的最基本特征对于描述已观测到的或未来可能出现的气候波动是有用的。蒸发皿蒸发量是气候变化的重要指标;然而,目前对Epan的研究主要集中在其平均值的变化,而不是其变异性。利用可区分时空变化的理论框架,分析了1961—2020年中国969个台站的Epan逐月变化特征。将Epan方差分解为空间分量和时间分量,时间分量进一步分解为年际和年内分量。结果表明,Epan的变化主要受时间分量的控制。时间方差主要受年内方差控制,前30年持续下降,90年代以后略有上升。这主要是由于随着气温的升高,风速的减小和水汽压亏缺的增大相互抵消,抑制了Epan的变率。北方地区的方差减小较多,而南方地区的方差减小或增加较少。季节性的减少以春季为主,其次是夏季。空间和季节变异的差异主要是由于蒸发驱动力的变化率不同造成的,如北部地区和春季的风速降低幅度较大。
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引用次数: 0
An increase in precipitation driven by irrigation over the North China Plain based on RegCM and WRF simulations 基于RegCM和WRF模拟的华北平原灌溉驱动降水增加
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-17 DOI: 10.1175/jhm-d-22-0131.1
Yuwen Fan, E. Im, C. Lan, M. Lo
Anthropogenic land-use change, irrigation, is considered to strongly modulate the hydroclimate at the regional scale by directly triggering evaporative cooling as the preliminary local effect. However, subsequent interactions with the background climate are highly nonlinear, which introduces diverse and unexpected consequences. The North China Plain (NCP) is one of the regions where irrigation has expanded most rapidly since the 20th century. The scarce rainfall in this region makes it necessary for irrigation to supplement the level of soil water for agricultural production. In this study, we quantify the effect of irrigation on the regional climate in China. Two regional climate models, WRF and RegCM, are used to mimic the large-scale practice of irrigation on the NCP. The results of our experiments show consistent cooling and moistening effects centered over the NCP across all experiments. Although the moisture budget and wind field pattern demonstrate that the vertical downdraft and low-level divergence could inhibit rainfall, the humidification dominates the climatic response in the dry April-May-June and increases the amount of precipitation significantly and consistently in the NCP region and the surrounding area in northern China. The enhanced CAPE increase sharply on some ‘calm days’ when the vertical moisture advection is small, especially during afternoon, triggering frequent light rains convectively by destabilizing the atmosphere. The consistent response to irrigation in two different models that employ structurally different land surface schemes could enhance the robustness of the physical mechanism behind the precipitation increase in the heavily irrigated region of NCP.
人为的土地利用变化,即灌溉,被认为通过直接触发蒸发冷却作为初步的局部效应,在区域尺度上强烈调节水文气候。然而,随后与背景气候的相互作用是高度非线性的,这引入了多种意想不到的后果。华北平原是20世纪以来中国灌溉发展最快的地区之一。这个地区雨量稀少,必须通过灌溉来补充农业生产所需的土壤水分。在本研究中,我们量化了灌溉对中国区域气候的影响。两个区域气候模式WRF和RegCM被用来模拟NCP的大规模灌溉实践。我们的实验结果显示,在所有实验中,以NCP为中心的冷却和润湿效果一致。尽管水汽平衡和风场模式表明垂直下降气流和低层辐散对降水有抑制作用,但在干旱的4 - 5 - 6月,湿化主导了气候响应,并显著且持续地增加了华北地区及周边地区的降水量。当垂直水汽平流较小时,特别是在下午,CAPE增强在“平静日”急剧增加,通过破坏大气稳定引发频繁的对流小雨。采用不同结构地表方案的两种不同模式对灌溉的一致响应可以增强NCP重灌区降水增加背后物理机制的稳健性。
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引用次数: 1
Assessing the surface downward longwave irradiance models using ERA5 input data in Canada 利用加拿大ERA5输入数据评估地表向下长波辐照度模式
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-11 DOI: 10.1175/jhm-d-22-0184.1
Longwave radiation (LR) is one of the energy balance components responsible for warming and cooling water during hot summers. Both downward incoming LR, emitted by the atmosphere, and outgoing LR emitted by land surface are not widely measured. The influence of clouds on the LR heat budget makes it even harder to establish reliable formulations for all-sky conditions. This paper uses air temperature and cloud cover from the ERA5 reanalysis database to compare 20 models for the downward longwave irradiance (DLI) at the Earth’s surface and compare them with ERA5’s DLI product. Our work uses long-time continuous DLI measured data at three stations over Canada, and ERA5 reanalysis, a reliable source for data-scarce regions, such as central British Columbia (Canada). The results show the feasibility of the local calibration of different formulations using ERA5 reanalysis data for all-sky conditions with RMSE metrics ranging from 37.1 to , which is comparable with ERA5 reanalysis data and can easily be applied at broader scales by implementing it into hydrological models. Moreover, it is shown that ERA5 gridded data for DLI shows the best results with . This higher performance suggests using ERA5 data directly as input data for hydrological and ecological models.
在炎热的夏季,长波辐射(LR)是负责增温和冷却水的能量平衡成分之一。大气发射的向下进入的LR和地表发射的向外的LR都没有被广泛测量。云对LR热收支的影响使得为全天条件建立可靠的公式变得更加困难。本文利用ERA5再分析数据库的气温和云量对20种模式的地表向下长波辐照度(DLI)进行了比较,并与ERA5的DLI产品进行了比较。我们的工作使用了加拿大三个站点的长期连续DLI测量数据,以及ERA5再分析,这是数据稀缺地区(如加拿大不列颠哥伦比亚省中部)的可靠来源。结果表明,利用ERA5再分析数据在全天空条件下对不同公式进行局部定标是可行的,RMSE指标范围为37.1 ~ 37.1,与ERA5再分析数据具有可比性,可在更大尺度上应用于水文模型。此外,还表明,ERA5网格数据对DLI的效果最好。这种更高的性能表明可以直接使用ERA5数据作为水文和生态模型的输入数据。
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引用次数: 0
Dry-to-Wet Soil Gradients Enhance Convection and Rainfall over Subtropical South America 干湿土壤梯度增强了亚热带南美洲的对流和降雨
IF 3.8 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-04-10 DOI: 10.1175/jhm-d-23-0031.1
D. Chug, F. Dominguez, C. Taylor, C. Klein, S. Nesbitt
Soil moisture-precipitation (SM-PPT) feedbacks at the mesoscale represent a major challenge for numerical weather prediction, especially for subtropical regions that exhibit large variability in surface SM. How does surface heterogeneity, specifically mesoscale gradients in SM and land surface temperature (LST), affect convective initiation (CI) over South America? Using satellite data, we track nascent, daytime convective clouds and quantify the underlying antecedent (morning) surface heterogeneity. We find that convection initiates preferentially on the dry side of strong SM/LST boundaries with spatial scales of tens of kilometers. The strongest alongwind gradients in LST anomalies at 30 km length scale underlying the CI location occur during weak background low-level wind (<2.5m/s), high convective available potential energy (>1500J/kg) and low convective inhibition (<250J/kg) over sparse vegetation. At 100 km scale, strong gradients occur at the CI location during convectively unfavorable conditions and strong background flow. The location of PPT is strongly sensitive to the strength of the background flow. The wind profile during weak background flow inhibits propagation of convection away from the dry regions leading to negative SM-PPT feedback whereas strong background flow is related to longer lifecycle and rainfall hundreds of kilometers away from the CI location. Thus, the sign of the SM-PPT feedback is dependent on the background flow. This work presents the first observational evidence that CI over subtropical South America is associated with dry soil patches on the order of tens of kilometers. Convection-permitting numerical weather prediction models need to be examined for accurately capturing the effect of SM heterogeneity in initiating convection over such semi-arid regions.
中尺度土壤水分-降水(SM- ppt)反馈是数值天气预报的主要挑战,特别是对地表SM变化较大的亚热带地区。地表非均质性,特别是SM和地表温度(LST)的中尺度梯度,如何影响南美洲的对流起始(CI) ?利用卫星数据,我们跟踪新生的日间对流云,并量化潜在的前(早晨)表面异质性。研究发现,在数十公里空间尺度上,对流优先发生在强SM/LST边界干侧。CI位置下30 km长度尺度下地表温度异常最强的顺风梯度出现在弱背景低空风(1500J/kg)和低对流抑制(<250J/kg)的稀疏植被上。在100 km尺度上,对流不利条件和强背景气流在CI位置出现强梯度。PPT的位置对背景流的强度非常敏感。弱背景流期间的风廓线抑制对流远离干燥地区的传播,导致SM-PPT负反馈,而强背景流与较长的生命周期和距离CI位置数百公里的降雨有关。因此,SM-PPT反馈的符号依赖于背景流。这项工作提供了第一个观测证据,表明南美洲亚热带地区的CI与数十公里量级的干燥土壤斑块有关。允许对流的数值天气预报模式需要进行检验,以准确捕捉在此类半干旱区引发对流的SM非均质性的影响。
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Journal of Hydrometeorology
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