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Warming Asian Drylands Inducing the Delayed Retreat of East Asian Summer Monsoon and Intensifying Autumn Precipitation in Northern China 亚洲旱地变暖导致东亚夏季季候风延迟消退和华北秋季降水加剧
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-11-02 DOI: 10.1029/2024JD041811
Jie Zhang, Sidra Syed, Yuyang Wu, Jiang Liu

In the early 21st century, there was an increase in precipitation during the retreat period of the East Asian summer monsoon (EASM). This study aims to explore the precipitation changes and their possible causes in the context of climate change. The findings indicate that the increased precipitation primarily occurred in the Yellow—Huai River valley during the early autumn. This corresponds to a delayed retreat of the EASM with a northward shift of 0.9°N after 2002. Notably, this anomalous changes in the EASM are associated with the significant warming in two Asian dryland regions. The warming of the central Asian dryland strengthens the midlatitude high-pressure belt and the anomaly anticyclone over northeast Asia, which restrains the development of wave troughs and westerly cold air activity. Similarly, the warming China-Mongolia dryland enhances the anomaly anticyclone over northeast Asia through the dry soil moisture feedback and reduced latitudinal temperature gradient. These two Asian drylands thereby hold the northward shift of the westerly jet stream and the northwest extension of the Japan Sea high and the western Pacific subtropical high. These changes result in maintaining the northward EASM circulation and driving the northwest water vapor flux from the northwest Pacific, leading to moisture convergence in northern China. The China-Mongolia dryland warming also increases the land-sea thermal contrast, which induces a dipole pattern over East Asia and drives the northward water vapor flux from the South Sea. As a result, the rapidly warming drylands restrict westerly activity and EASM retreat, ultimately leading to increased precipitation.

21 世纪初,东亚夏季季风(EASM)消退期的降水量有所增加。本研究旨在探讨气候变化背景下的降水变化及其可能原因。研究结果表明,降水增加主要发生在初秋的黄淮流域。这与 2002 年后东亚季风区向北偏移 0.9°N 的延迟退缩相吻合。值得注意的是,EASM 的异常变化与两个亚洲干旱地区的显著变暖有关。亚洲中部干旱地区的变暖加强了东北亚上空的中纬度高压带和异常反气旋,从而抑制了波槽和西风冷空气活动的发展。同样,变暖的中国-蒙古旱地通过干燥的土壤水分反馈和减少的纬度温度梯度,增强了东北亚上空的异常反气旋。这两个亚洲旱地因此保持了西风喷流的北移以及日本海高气团和西太平洋副热带高气团的西北延伸。这些变化的结果是维持了向北的 EASM 环流,并推动了来自西北太平洋的西北水汽通量,导致华北地区的水汽辐合。中蒙旱地变暖也增加了海陆热对比,从而在东亚上空形成偶极子模式,并驱动来自南海的水汽流向北流动。因此,迅速变暖的旱地限制了西风活动和 EASM 的后退,最终导致降水增加。
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引用次数: 0
Historical Simulation and Future Projection of Arctic-Boreal Fire Carbon Emissions and Related Surface Climate by 17 CMIP6 ESMs 17 个 CMIP6 ESM 对北极-北方火灾碳排放及相关地表气候的历史模拟和未来预测
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-11-01 DOI: 10.1029/2024JD041806
Xiao Dong, Hao Luo, Chao Xu, Chao You, Xiang Song, Jiangbo Jin, Renping Lin, He Zhang, Feng Xue

Wildfire is a crucial factor in influencing the earth system. Wildfire activities in the Arctic-boreal region have received increasing attention particularly with increasing frequency and intensity under rapid climate warming in recent years. In this study, the historical simulation and future projection of the Arctic-boreal fire carbon emissions and associated surface climate conditions (surface air temperature and precipitation) are examined using 17 CMIP6 Earth System Models. For the historical period, more than half (11 out of 17) of the models underestimate ∼40% of the observed annual mean fire carbon emissions in the Arctic-boreal region (0.20 PgC/yr) due to a wetter bias in the Arctic-boreal regions. Spatially, there is common underestimation of the fire centers in the eastern part of Eurasian Continent and overestimation of that in Europe. With respect to the model spread, it mainly shows large spread for fire carbon emissions (surface air temperature) in Europe (high-latitudes). For the future projection, the fire carbon emissions in the Arctic-boreal region is projected to exceed 100% (0.5 PgC/yr until the end of the 21st century compared with ∼0.2 PgC/yr at present). The projected precipitation and temperature in the Arctic-boreal region land also show an upward trend during the 21st century (∼31% for annual mean precipitation and ∼10°C for surface air temperature). There are considerable bias and intra-model spread among different models in both historical simulation and future projection.

野火是影响地球系统的一个关键因素。近年来,在气候迅速变暖的情况下,北极地区野火活动的频率和强度不断增加,因此受到越来越多的关注。本研究利用 17 个 CMIP6 地球系统模型,对北极地区野火碳排放和相关地表气候条件(地表气温和降水)的历史模拟和未来预测进行了研究。在历史时期,由于北极沿岸地区偏湿,半数以上的模式(17 个中的 11 个)低估了北极沿岸地区观测到的年平均火灾碳排放量(0.20 PgC/年)的 40%。在空间上,欧亚大陆东部的火灾中心普遍被低估,而欧洲的火灾中心则被高估。在模型传播方面,主要表现为欧洲(高纬度地区)的火灾碳排放(地表气温)传播较大。在未来预测中,北极-北冰洋地区的火灾碳排放量预计将超过 100%(21 世纪末前为 0.5 PgC/年,而目前为 0.2 PgC/年)。预测的北极滨海地区陆地降水量和温度在 21 世纪也呈上升趋势(年平均降水量上升 ∼ 31%,地表气温上升 ∼ 10°C)。在历史模拟和未来预测中,不同模式之间存在相当大的偏差和模式内差异。
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引用次数: 0
Evaluation of 10-m Wind Speed From ISD Meteorological Stations and the MERRA-2 Reanalysis: Impacts on Dust Emission in the Arabian Peninsula 来自 ISD 气象站和 MERRA-2 再分析的 10 米风速评估:对阿拉伯半岛沙尘排放的影响
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-30 DOI: 10.1029/2024JD040885
E. Faber, A. Rocha-Lima, P. Colarco, B. Baker

Mineral dust is one of the most important aerosols when studying the radiative balance and climate of the planet. There are different dust emission schemes utilized by the atmospheric modeling communities, many of which disagree on basic output quantities such as mass of dust emitted and distribution of mass among size bins. In this work, we examined mineral dust emission from a leading model scheme, the Goddard Chemistry Aerosol Radiation and Transport (GOCART), as utilized in the Modern-Era Retrospective analysis for Research and Applications, Version 2 (MERRA-2) Reanalysis and compared it to dust emissions calculated using wind measurements from ground based weather stations located in the Arabian Peninsula that are included in the National Oceanic and Atmospheric Administration’s (NOAA) integrated surface database (ISD). An intercomparison of 10-m wind speed is shown for the Arabian Peninsula region, differences of the observed and modeled wind field are quantified, and impacts of differences on dust emissions are calculated. This analysis shows 10-m winds in the ISD were generally lower than MERRA-2 winds, which propagated to dust emissions errors. Our estimate of one of the most significant mass impacts in dust emission is 0.178 Tg/year/grid box with a percent change of over 200% to the recalculated dust emissions from MERRA-2. These differences in wind speed propagated to a difference in dust mass emitted by the use of a static source function which aids in scaling the mass emitted by the availability of dust in each grid. Additionally, the magnitude of these differences varies seasonally.

矿物尘埃是研究地球辐射平衡和气候时最重要的气溶胶之一。大气建模界使用了不同的粉尘排放方案,其中许多方案在基本输出量上存在分歧,如排放的粉尘质量和质量在不同粒径箱中的分布。在这项工作中,我们研究了现代研究和应用回顾分析第 2 版(MERRA-2)再分析中使用的一种主要模式方案--戈达德化学气溶胶辐射和传输(GOCART)--的矿物尘埃排放,并将其与利用美国国家海洋和大气管理局(NOAA)综合地表数据库(ISD)中包含的阿拉伯半岛地面气象站风力测量数据计算的尘埃排放进行了比较。显示了阿拉伯半岛地区 10 米风速的相互比较,量化了观测风场和模拟风场的差异,并计算了差异对沙尘排放的影响。分析表明 ISD 中的 10 米风速普遍低于 MERRA-2 风速,这导致了沙尘排放误差。根据我们的估算,粉尘排放中最重要的质量影响之一是 0.178 吨/年/网格框,与 MERRA-2 重新计算的粉尘排放相比,百分比变化超过 200%。通过使用静态源函数,这些风速上的差异会传播到粉尘排放质量上的差异,该函数有助于根据每个网格中粉尘的可用性对排放质量进行缩放。此外,这些差异的大小随季节而变化。
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引用次数: 0
Global Temperature Dependency of Biogenic HCHO Columns Observed From Space: Interpretation of TROPOMI Results Using GEOS-Chem Model 从太空观测到的生物源 HCHO 柱的全球温度依赖性:利用 GEOS-Chem 模型解读 TROPOMI 结果
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-30 DOI: 10.1029/2024JD041784
Xicheng Li, Lei Zhu, Isabelle De Smedt, Wenfu Sun, Yuyang Chen, Lei Shu, Dakang Wang, Song Liu, Dongchuan Pu, Juan Li, Xiaoxing Zuo, Weitao Fu, Yali Li, Peng Zhang, Zhuoxian Yan, Tzung-May Fu, Huizhong Shen, Chen Wang, Jianhuai Ye, Xin Yang

Temperature is the principal driver of global atmospheric formaldehyde (HCHO) and its primary oxidation precursor biogenic volatile organic compounds (BVOCs). We revisit such a temperature (T-) dependency globally, leveraging TROPOMI HCHO column data. We find substantial variations in the T-dependency of biogenic HCHO across plant functional types (PFTs), with the highest over Broadleaf Evergreen Tropical Trees (doubling every 6.0 K ± 4.1 K) and lowest over Arctic C3 Grass (doubling every 30.8 K ± 9.6 K). The GEOS-Chem model interprets HCHO columns' T-dependency at the PFT level (r = 0.87), with a 16% discrepancy on average. The discrepancy can be explained by BVOC emissions T-dependency for Broadleaf Evergreen Tropical Trees and Warm C4 Grass and can be attributed to the insensitivity of HCHO columns to BVOC emissions for other PFTs. Our findings underscore a potentially magnified variation of BVOC emissions by GEOS-Chem and MEGAN therein, particularly in regions experiencing greater temperature variations.

温度是全球大气中甲醛(HCHO)及其主要氧化前体生物挥发性有机化合物(BVOCs)的主要驱动因素。我们利用 TROPOMI HCHO 柱数据,在全球范围内重新审视了这种温度(T-)依赖性。我们发现不同植物功能类型(PFTs)的生物源 HCHO 的温度依赖性存在很大差异,其中热带常绿阔叶树的温度依赖性最高(每 6.0 K ± 4.1 K 翻一番),而北极 C3 禾本科植物的温度依赖性最低(每 30.8 K ± 9.6 K 翻一番)。GEOS-Chem 模型在 PFT 水平上解释了 HCHO 柱的 T 依赖性(r = 0.87),平均差异为 16%。这种差异可以用常绿热带阔叶树和暖 C4 草本的 BVOC 排放 T 依赖性来解释,也可以归因于 HCHO 柱对其他 PFT 的 BVOC 排放不敏感。我们的发现强调了 GEOS-Chem 和 MEGAN 中 BVOC 排放的潜在放大变化,尤其是在温度变化较大的地区。
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引用次数: 0
Unveiling the Urban Impact on Mesoscale Convective System Rainfall in the Pearl River Delta Urban Agglomeration Under Typical Synoptic Backgrounds 揭示典型天气背景下城市对珠江三角洲城市群中尺度对流系统降雨的影响
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-30 DOI: 10.1029/2024JD042409
Xinguan Du, Haishan Chen, Yali Luo, Qingqing Li, Zhe Feng, L. Ruby Leung

Mesoscale convective systems (MCSs), the primary drivers of extreme rainfall over the Pearl River Delta (PRD) urban agglomeration, are strongly influenced by synoptic circulations and local geographical environments, including water bodies and topography. However, the urban impact on MCS rainfall under various synoptic backgrounds remain inadequately understood. Using a 20-year high-resolution MCS tracking database and self-organizing map clustering, three typical backgrounds for MCSs, namely weak monsoon-like, strong monsoon-like, and low-pressure system (Types-1 to 3), impacting the PRD are identified. These backgrounds exhibit pronounced disparities in MCS tracks and temporal variations as well as rainfall distributions. Urban heat island (UHI) significantly alters the spatial patterns under Types-1 and 2. Specifically, under weak UHI condition, MCS rainfall typically occurs offshore in the morning and shifts inland in the afternoon driven by the land-sea breeze. However, UHI modifies the low-level thermal structure, leading to anomalous convergence and instability, which causes morning rainfall to concentrate near coastal cities, while afternoon rainfall expands further inland to the northern rural region. Additionally, the strong southwesterly winds associated with Type-2 enhance the interaction between topography and urban impact, resulting in even higher rainfall anomalies (+28.9%) over the northeastern region. The findings highlight the crucial role of urban impact and their synergistic effect with synoptic backgrounds and other land surface processes on MCSs.

中尺度对流系统(MCS)是珠江三角洲(PRD)城市群极端降雨的主要驱动因素,受同步环流和当地地理环境(包括水体和地形)的影响很大。然而,在不同的天气背景下,城市对流域降雨的影响仍未得到充分了解。利用20年高分辨率多云天气跟踪数据库和自组织地图聚类,确定了影响珠三角的三种典型多云天气背景,即弱季风、强季风和低压系统(类型1至3)。这些背景在多云气候系统的轨迹和时间变化以及降雨分布方面表现出明显的差异。城市热岛(UHI)显著改变了类型-1 和类型-2 的空间模式。具体来说,在弱 UHI 条件下,多云天气降雨通常在上午出现在近海,下午在海陆风的驱动下向内陆移动。然而,UHI 改变了低层热力结构,导致异常辐合和不稳定,从而使上午的降雨集中在沿海城市附近,而下午的降雨则进一步向内陆北部农村地区扩展。此外,与类型 2 相关的强西南风增强了地形与城市影响之间的相互作用,导致东北地区降雨异常值更高(+28.9%)。研究结果凸显了城市影响的关键作用,以及它们与同步背景和其他陆面过程对多变量气候系统的协同效应。
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引用次数: 0
Anthropogenic Extremely Low Volatility Organics (ELVOCs) Govern the Growth of Molecular Clusters Over the Southern Great Plains During the Springtime 人类活动产生的极低挥发性有机物(ELVOC)控制着大平原南部春季分子集群的增长
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-29 DOI: 10.1029/2024JD041212
Manish Shrivastava, Jie Zhang, Rahul A. Zaveri, Bin Zhao, Jeffrey R. Pierce, Samuel E. O’Donnell, Jerome D. Fast, Brian Gaudet, John E. Shilling, Alla Zelenyuk, Benjamin N. Murphy, Havala O. T. Pye, Qi Zhang, Justin Trousdell, Renyi Zhang, Yixin Li, Qi Chen

New particle formation (NPF) often drives cloud condensation nuclei concentrations and the processes governing nucleation of molecular clusters vary substantially in different regions. The growth of these clusters from ∼2 to >10 nm diameters is often driven by the availability of extremely low volatility organic vapors (ELVOCs). Although the pathways to ELVOC formation from the oxidation of biogenic terpenes are better understood, the mechanistic pathways for ELVOC formation from oxidation of anthropogenic organics are less well understood. We integrate measurements and detailed regional model simulations to understand the processes governing NPF and secondary organic aerosol formation at the Southern Great Plain (SGP) observatory in Oklahoma and compare these with a site within the Bankhead National Forest (BNF) in Alabama, southeast USA. During our two simulated NPF event days, nucleation rates are predicted to be at least an order of magnitude higher at SGP compared to BNF largely due to lower sulfuric acid (H2SO4) concentrations at BNF. Among the different nucleation mechanisms in WRF-Chem, we find that the dimethylamine (DMA) + H2SO4 nucleation mechanism dominates at SGP. We find that anthropogenic ELVOCs are critical for explaining the growth of particles observed at SGP. Treating organic particles as semisolid, with strong diffusion limitations for organic vapor uptake in the particle phase, brings model predictions into closer agreement with observations. We also simulate two non-NPF event days observed at the SGP site and show that low-level clouds reduce photochemical activity with corresponding reductions in H2SO4 and anthropogenic ELVOC concentrations, thereby explaining the lack of NPF.

新粒子的形成(NPF)通常会推动云凝结核的浓度,而分子团簇的成核过程在不同地区有很大差异。这些直径从 2 纳米到 10 纳米的团聚体的增长通常是由极低挥发性有机蒸汽(ELVOC)的可用性驱动的。虽然人们对生物萜烯氧化形成 ELVOC 的途径了解较多,但对人为有机物氧化形成 ELVOC 的机理途径了解较少。我们整合了测量结果和详细的区域模型模拟,以了解俄克拉荷马州南部大平原观测站的 NPF 和二次有机气溶胶形成过程,并将其与美国东南部阿拉巴马州班克黑德国家森林(BNF)内的一个观测点进行比较。在我们模拟的两个 NPF 事件日期间,预测 SGP 的成核率至少比 BNF 高一个数量级,这主要是由于 BNF 的硫酸 (H2SO4) 浓度较低。在 WRF-Chem 的不同成核机制中,我们发现二甲胺 (DMA) + H2SO4 成核机制在 SGP 占主导地位。我们发现,人为的 ELVOC 对解释在 SGP 观测到的颗粒物生长至关重要。将有机颗粒视为半固体,有机蒸汽在颗粒相中的吸收有很强的扩散限制,这使得模型预测与观测结果更加一致。我们还模拟了在 SGP 站点观测到的两个非 NPF 事件日,结果表明低空云层降低了光化学活动,H2SO4 和人为 ELVOC 浓度也相应降低,从而解释了为什么没有出现 NPF。
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引用次数: 0
A Synoptic Scale Perspective of Solar Forcing on Extreme Precipitation and Floods Over Europe During Summer 欧洲夏季极端降水和洪水的太阳强迫的综合尺度视角
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-29 DOI: 10.1029/2024JD041952
N. Rimbu, T. Spiegl, M. Ionita, S. Doshi, G. Lohmann

The relationship between total solar irradiance (TSI) forcing and summer extreme precipitation and flood frequency over western Europe is investigated from a synoptic-scale perspective, with a focus on the role of Rossby wave packets (RWPs). Utilizing observational, model, and proxy data, we reveal a significant increase in RWP frequency along a zonal band centered around 50°N, extending from North America to western Europe, during periods of low TSI. This anomaly in RWP frequency is consistent with a significant increase in the frequency of extreme precipitation events recorded over western Europe. Sensitivity experiments conducted with a state-of-the-art chemistry-climate model corroborate our findings based on observational data. Additionally, a flood record from western Europe demonstrates a significant increase in flood frequency during low TSI years, a relationship that persists across timescales. We argue that the frequency patterns associated with TSI forcing presented in this study are robust and, therefore, valuable for estimating the frequency of extreme precipitation events over western Europe under various solar irradiance scenarios. Moreover, our findings indicate that the North Atlantic sector is more responsive to changes in solar forcing during the boreal summer than previously thought, with this effect manifesting primarily on synoptic timescales rather than the long-term climatological mean.

我们从同步尺度的角度研究了太阳总辐照度(TSI)强迫与西欧夏季极端降水和洪水频率之间的关系,重点研究了罗斯比波包(RWPs)的作用。利用观测、模式和代用数据,我们揭示了在 TSI 偏低期间,以北纬 50 度为中心、从北美延伸到欧洲西部的带状区域的 RWP 频率显著增加。这种 RWP 频率的异常与欧洲西部记录到的极端降水事件频率的显著增加是一致的。利用最先进的化学-气候模型进行的敏感性实验证实了我们基于观测数据得出的结论。此外,西欧的洪水记录显示,在低 TSI 年,洪水频率显著增加,这种关系在不同时间尺度上都持续存在。我们认为,本研究中提出的与 TSI 胁迫相关的频率模式是可靠的,因此对于估算各种太阳辐照度情景下西欧极端降水事件的频率很有价值。此外,我们的研究结果表明,北大西洋地区在北方夏季对太阳强迫变化的反应比以前想象的要强烈,这种影响主要体现在天气尺度上,而不是长期气候学平均值上。
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引用次数: 0
Simulated Surface-Column NO2 Connections for Satellite Applications 卫星应用中的模拟地表-柱状 NO2 连接
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-29 DOI: 10.1029/2024JD041912
M. Harkey, T. Holloway

Observations of near-surface NO2 show a diurnal pattern with midday minima and daily maxima in the morning and evening. These surface cycles are dependent on chemical processing, transport, and emissions. We evaluate these cycles with the United States Environmental Protection Agency (EPA) community multiscale air quality (CMAQ) model data from the EPA Air Quality Time Series (EQUATES) project, compared with ground-based measurements from the EPA air quality system, two Pandora measurement sites, and satellite data from TROPOMI. We find that the morning vertical column density (VCD) lags surface concentrations by 1 hr on average, where this lag varies with location and day. The peak VCD can also lead the surface maximum concentration, especially in the evening, responding to transport and afternoon compression of the boundary layer. Modeled NO2 VCD is sensitive to column calculation technique. With hourly daytime satellite-based NO2 observations newly available from the TEMPO instrument, the timing and magnitude of cycles in near-surface NO2 versus column NO2 will help inform the utilization of hourly satellite data. This work will help inform the timing of surface-column connections to better interpret new hourly satellite observations for health and air quality applications, including emissions characterization.

对近地表 NO2 的观测显示出昼夜模式,中午为最小值,早晚为最大值。这些地表周期取决于化学处理、传输和排放。我们利用美国环保署(EPA)空气质量时间序列(EQUATES)项目中的社区多尺度空气质量(CMAQ)模型数据,并与来自 EPA 空气质量系统、两个 Pandora 测量站点的地面测量数据以及 TROPOMI 卫星数据进行比较,对这些周期进行了评估。我们发现,早晨的垂直气柱密度(VCD)平均滞后地面浓度 1 小时,这一滞后随地点和日期而变化。垂直气柱密度峰值也可能领先于地表最大浓度,尤其是在傍晚,这与边界层的传输和午后压缩有关。模拟的二氧化氮 VCD 对气柱计算技术很敏感。随着 TEMPO 仪器新近提供基于卫星的每小时白天二氧化氮观测数据,近地表二氧化氮与大气柱二氧化氮的周期时间和幅度将有助于为每小时卫星数据的利用提供信息。这项工作将有助于为地表-气柱连接的时间提供信息,从而更好地解释新的每小时卫星观测数据,用于健康和空气质量应用,包括排放特征描述。
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引用次数: 0
Climatology of Orographic Precipitation Gradients Over High Mountain Asia Derived From Dynamical Downscaling 根据动态降尺度得出的亚洲高山地区降水梯度气候学数据
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-26 DOI: 10.1029/2024JD041010
S. Wolvin, C. Strong, S. Rupper, W. J. Steenburgh

Within High Mountain Asia (HMA), the annual melting of glaciers and snowpack provides vital freshwater to populations living downstream. Precipitation over HMA can directly affect the freshwater availability in this region by altering the mass balance of glaciers and snowpack. However, available reanalyses and downscaling simulations lack the resolution required to understand important glacier-scale variations in precipitation. This study aimed to determine the current characteristics of orographic precipitation gradients (OPG) by curve-fitting daily precipitation as a function of elevation from a 15-year, 4-km grid spaced Weather Research and Forecasting (WRF) model simulation focused on the Himalayan, Karakoram, and Hindu-Kush mountain ranges. To facilitate precipitation curve-fitting, the WRF model grid points were separated into regions of similar orientation, referred to as facets. Akaike Information Criterion-corrected values and an F-test p-value identified the need for a curvature term to account for a varying OPG with elevation. Regions with similar seasonal variability were found using k $k$-means clustering of the monthly mean OPG coefficients. The central Himalayan slope's intra-seasonal variability of OPG depended on synoptic scale conditions, in which cyclonically-forced heavy-precipitation events produced strong sublinear increases in precipitation with elevation. Initial testing of precipitation estimates using monthly coefficients showed promising results in downscaling daily WRF precipitation; the daily mean absolute error at each grid point had a lower magnitude than the daily mean precipitation total, on average. Results provide a physically-based context for machine learning algorithms being developed to predict OPG and downscale precipitation output from global climate models over HMA.

在亚洲高山地区(HMA),冰川和积雪每年都会融化,为下游居民提供重要的淡水。亚洲高山地区的降水会改变冰川和积雪的质量平衡,从而直接影响该地区的淡水供应。然而,现有的再分析和降尺度模拟缺乏了解重要的冰川尺度降水变化所需的分辨率。这项研究的目的是通过对 15 年、4 公里网格间距的天气研究和预报(WRF)模型模拟的日降水量与海拔高度的函数关系进行曲线拟合,确定地貌降水梯度(OPG)的当前特征,重点是喜马拉雅山脉、喀喇昆仑山脉和兴都库什山脉。为便于降水曲线拟合,WRF 模型网格点被划分为方向相似的区域,称为面。阿凯克信息准则校正值和 F 检验 p 值表明,需要一个曲率项来解释随海拔高度变化的 OPG。通过对月平均 OPG 系数进行 k $k$ -均值聚类,发现了具有相似季节变化的区域。喜马拉雅山脉中部斜坡的 OPG 季节内变化取决于同步尺度条件,在这种条件下,周期性强降水事件使降水量随海拔高度呈强烈的亚线性增长。使用月系数对降水量估算进行的初步测试表明,在降尺度化 WRF 日降水量方面取得了可喜的成果;平均而言,每个网格点的日平均绝对误差比日平均降水总量的误差要小。研究结果为正在开发的机器学习算法提供了一个基于物理的背景,该算法用于预测 OPG 和降尺度全球气候模式在 HMA 上的降水输出。
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引用次数: 0
Assimilation of Radar Reflectivity Data Using Parameterized Forward Operators for Improving Short-Term Forecasts of High-Impact Convection Events 利用参数化前向运算器同化雷达反射率数据,改进高冲击对流事件的短期预报
IF 3.8 2区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-10-25 DOI: 10.1029/2024JD041458
Peng Liu, Jidong Gao, Guifu Zhang, Jacob T. Carlin

The assimilation of radar reflectivity requires an accurate and efficient forward operator that links the model state variables to radar observations. In this study, newly developed parameterized forward operators (PFO) for radar reflectivity with a new continuous melting model are implemented to assimilate observed radar data. To assess the impact of the novel parameterized reflectivity forward operators on convective storm analysis and forecasting, two distinct sets of cycled assimilation and forecast experiments are conducted. One set of experiments (ExpRFO) uses a conventional Rayleigh-scattering-approximation-based forward operator (RFO) with hydrometeor classification, while the other uses the PFO (ExpPFO_New) for radar reflectivity with a new continuous melting model. Eight high-impact severe convective weather events from the Hazardous Weather Testbed (HWT) 2019 Spring Experiments are selected for this study. The analysis and forecast results are first examined in detail for a classic tornadic supercell case on 24 May 2019, with the potential benefits provided by the PFO then evaluated for all eight cases. It is demonstrated that ExpPFO_New provides more robust results in terms of improving the short-term severe weather forecasts. Compared to ExpRFO, ExpPFO_New better reproduces all observed supercells in the analysis field, yields a more continuous and reasonable reflectivity distribution near the melting layer, and improves the strength of the cold pool compared to observations. Overall, ExpPFO_New, initialized from the more accurate analysis fields, produces better forecasts of reflectivity and hourly precipitation with smaller biases, especially at heavy precipitation thresholds.

雷达反射率的同化需要精确高效的前向算子,将模式状态变量与雷达观测数据联系起来。在这项研究中,新开发的雷达反射率参数化前向算子(PFO)与新的连续融化模型一起用于同化观测到的雷达数据。为了评估新型参数化反射率前向算子对对流风暴分析和预报的影响,进行了两组不同的循环同化和预报试验。其中一组实验(ExpRFO)使用传统的基于雷利散射近似的前向算子(RFO)和水文气象分类,另一组实验(ExpPFO_New)使用雷达反射率前向算子和新的连续融化模型。本研究选取了危险天气试验台(HWT)2019 年春季试验中的八个高影响强对流天气事件。首先详细研究了 2019 年 5 月 24 日典型龙卷风超级暴风事件的分析和预报结果,然后评估了 PFO 为所有八个事件提供的潜在效益。结果表明,ExpPFO_New 在改善短期恶劣天气预报方面提供了更可靠的结果。与 ExpRFO 相比,ExpPFO_New 更好地再现了分析场中所有观测到的超级暴风圈,在融化层附近产生了更连续、更合理的反射率分布,并与观测结果相比改善了冷池的强度。总之,从更精确的分析场初始化的ExpPFO_New能产生更好的反射率和小时降水预报,偏差更小,特别是在强降水临界值处。
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引用次数: 0
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Journal of Geophysical Research: Atmospheres
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