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Signal-to-noise errors in free-running atmospheric simulations and their dependence on model resolution 自由运行大气模拟的信噪比误差及其与模型分辨率的关系
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-31 DOI: 10.1002/asl.1212
Francesca M. Cottrell, James A. Screen, Adam A. Scaife

Ensemble forecasts have been shown to better predict observed Atlantic climate variability than that of their own ensemble members. This phenomenon—termed the signal-to-noise paradox—is found to be widespread across models, timescales, and climate variables, and has wide implications. The signal-to-noise paradox can be interpreted as forecasts underestimating the amplitude of predictable signals on seasonal-to-decadal timescales. The cause of this remains unknown. Here, we examine sea level pressure variability from a very large multi-model ensemble of uninitialized atmosphere-only simulations, focusing on boreal winter. To assess signal-to-noise errors, the ratio of predictable components (RPC) is examined globally, as well as for regional climate indices: the North Atlantic Oscillation, Arctic Oscillation, Southern Annular Mode, and an Arctic index. Our analyses reveal significant correlations between the multi-model ensemble-mean and observations over large portions of the globe, particularly the tropics, North Atlantic, and North Pacific. However, RPC values greater than one are apparent over many extratropical regions and in all four climate indices. Higher-resolution models produce greater observation-model correlations and greater RPC values than lower-resolution models in all four climate indices. We find that signal-to-noise errors emerge more clearly at higher resolution, but the amplitudes of predictable signals do not increase with resolution, at least across the range of resolutions considered here. Our results suggest that free-running atmospheric models underestimate predictable signals in the absence of sea surface temperature biases, implying that signal-to-noise errors originate in the atmosphere or in ocean–atmosphere coupling.

事实证明,集合预测对观测到的大西洋气候变异性的预测优于其集合成员的预测。这种现象被称为 "信号-噪声悖论"(signal-to-noise paradox),被发现普遍存在于各种模式、时间尺度和气候变量中,具有广泛的影响。信噪比悖论可以解释为预测低估了季节到十年时间尺度上可预测信号的振幅。造成这一现象的原因尚不清楚。在这里,我们研究了来自未初始化的纯大气模拟的超大型多模式集合的海平面压力变化,重点是北方冬季。为了评估信噪比误差,我们对全球以及区域气候指数(北大西洋涛动、北极涛动、南环模式和北极指数)的可预测成分比(RPC)进行了研究。我们的分析表明,在全球大部分地区,特别是热带、北大西洋和北太平洋地区,多模式集合平均值与观测值之间存在明显的相关性。然而,在许多外热带地区和所有四个气候指数中,RPC 值都明显大于 1。在所有四个气候指数中,高分辨率模式比低分辨率模式产生更大的观测-模式相关性和更大的 RPC 值。我们发现,分辨率越高,信噪比误差越明显,但可预测信号的振幅并不随分辨率的提高而增大,至少在本文考虑的分辨率范围内是如此。我们的结果表明,在没有海表温度偏差的情况下,自由运行的大气模式低估了可预测信号,这意味着信噪比误差源于大气或海洋-大气耦合。
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引用次数: 0
Low latitude mesospheric clouds in a warmer climate 气候变暖条件下的低纬度中间层云层
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-16 DOI: 10.1002/asl.1209
Deepashree Dutta, Steven C. Sherwood, Katrin J. Meissner, Martin Jucker

Observations show that mesospheric clouds (MCs) have been increasing in recent decades, presumably due to increased mesospheric water vapor which is mainly caused by greater methane (CH4) oxidation in the middle atmosphere. Past warm climates such as those of the early Cretaceous and Paleogene periods are thought to have had higher CH4 concentrations than present day, and future CH4 concentrations will also likely continue to rise. Here, idealized atmosphere chemistry-climate model experiments forced with strong polar-amplified sea-surface temperatures and elevated carbon dioxide (CO2) and CH4 concentrations predict a substantial spreading of MCs to middle and low latitudes, well beyond regions where they are currently found. Sensitivity tests show that increased water vapor from CH4 oxidation and cooling from increased CO2 and CH4 concentrations create favorable conditions for cloud formation, producing MC fractions of 0.02 in the low latitudes and 0.1 in the mid-latitudes in the Northern Hemisphere when CH4 concentration is 16× higher than pre-industrial. Further increases in CH4 result in a monotonic increase in low- and mid-latitude MCs. A uniform surface ocean warming, changes in polar amplification, or the solar constant do not significantly affect our results. While the appearance of these clouds is interesting, their ice and liquid water content is not sufficient to cause a significant radiative effect. On the other hand, dehydration of the mesosphere due to these low- and mid-latitude MCs could potentially lead to a reduction in atomic hydrogen, thereby affecting mesospheric ozone concentration, although further study is required to confirm this.

观测结果表明,近几十年来中间层云(MCs)一直在增加,这可能是由于中间层水蒸气增加所致,而水蒸气增加的主要原因是中层大气中甲烷(CH4)氧化作用增强。过去的温暖气候(如白垩纪早期和古近纪时期)被认为具有比现在更高的 CH4 浓度,未来的 CH4 浓度也可能继续上升。在这里,理想化的大气化学-气候模型实验在强极性海面温度和二氧化碳(CO2)及甲烷(CH4)浓度升高的条件下,预测 MCs 将向中低纬度地区大量扩散,远远超出目前发现 MCs 的地区。灵敏度测试表明,当 CH4 浓度比工业化前高出 16 倍时,CH4 氧化产生的水蒸气增加以及 CO2 和 CH4 浓度升高产生的降温为云的形成创造了有利条件,北半球低纬度地区的 MC 分数为 0.02,中纬度地区为 0.1。CH4 的进一步增加会导致低纬度和中纬度 MC 的单调增加。均匀的表层海洋变暖、极地放大或太阳常数的变化都不会对我们的结果产生重大影响。虽然这些云的出现很有趣,但它们的冰水和液态水含量不足以造成显著的辐射效应。另一方面,这些低纬度和中纬度 MC 造成的中间层脱水有可能导致原子氢的减少,从而影响中间层的臭氧浓度,不过这还需要进一步的研究来证实。
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引用次数: 0
Quantitative assessment of the potential of optimal estimation for aerosol retrieval from geostationary weather satellites in the frame of the iAERUS-GEO algorithm 在 iAERUS-GEO 算法框架内对从地球静止气象卫星进行气溶胶检索的优化估计潜力进行定量评估
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-16 DOI: 10.1002/asl.1199
Adèle Georgeot, Xavier Ceamanos, Jean-Luc Attié

Satellite remote sensing enables the study of atmospheric aerosols at large spatial scales, with geostationary platforms making this possible at sub-daily frequencies. High-temporal-resolution aerosol observations can be made from geostationary data by using robust numerical inversion methods such as the widely-used optimal estimation (OE) theory. This is the case of the instantaneous Aerosol and surfacE Retrieval Using Satellites in GEOstationary orbit (iAERUS-GEO) algorithm, which successfully retrieves aerosol optical depth (AOD) maps from the Meteosat Second Generation weather satellite based on a simple implementation of the OE approach combined with the Levenberg–Marquardt method. However, the exact gain in inversion performances that can be obtained from the multiple and more advanced possibilities offered by OE is not well documented in the current literature. Against this background, this article presents the quantitative assessment of OE for the future improvement of the iAERUS-GEO algorithm. To this end, we use a series of comprehensive experiments based on AOD maps retrieved by iAERUS-GEO using different OE implementations, and ground-based observations used as reference data. First, we assess the varying importance in the inversion process of satellite observations and a priori information according to the content of satellite aerosol information. Second, we quantify the gain of AOD estimation in log space versus linear space in terms of accuracy, AOD distribution and number of successful retrievals. Finally, we evaluate the accuracy improvement of simultaneous AOD and surface reflectance retrieval as a function of the regions covered by the Meteosat Earth's disk.

卫星遥感使大空间尺度的大气气溶胶研究成为可能,地球静止平台使亚日频率的大气气溶胶研究成为可能。通过使用稳健的数值反演方法(如广泛使用的最优估计(OE)理论),可以利用地球静止数据进行高时间分辨率气溶胶观测。使用地球静止轨道卫星的瞬时气溶胶和表面气溶胶检索(iAERUS-GEO)算法就是这种情况,该算法基于简单的 OE 方法实施和 Levenberg-Marquardt 方法相结合,成功地检索了 Meteosat 第二代气象卫星的气溶胶光学深度(AOD)图。然而,OE 提供的多种更先进的可能性所带来的反演性能的确切提高,在目前的文献中还没有很好的记录。在此背景下,本文对 OE 进行了定量评估,以改进 iAERUS-GEO 算法。为此,我们利用 iAERUS-GEO 使用不同 OE 实施检索的 AOD 地图以及作为参考数据的地基观测数据进行了一系列综合实验。首先,我们根据卫星气溶胶信息的内容,评估了卫星观测和先验信息在反演过程中的不同重要性。其次,我们从精度、AOD 分布和成功检索次数等方面量化了对数空间与线性空间 AOD 估计的增益。最后,我们评估了同时进行 AOD 和地表反射率检索的精度提高情况,并将其作为气象卫星地球磁盘所覆盖区域的函数。
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引用次数: 0
Low cloud response to aerosol-radiation-cloud interactions: Idealized WRF numerical experiments for EUREC4A project 低云对气溶胶-辐射-云相互作用的响应:EUREC4A 项目的理想化 WRF 数值实验
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-11 DOI: 10.1002/asl.1208
Nazario Tartaglione, Fabien Desbiolles, Anna del Moral-Méndez, Agostino N. Meroni, Anna Napoli, Matteo Borgnino, Antonio Parodi, Claudia Pasquero

Aerosols significantly affect cloud microphysics and energy budget in different ways. The contribution of the direct, semi-direct, and indirect effects of aerosols on radiation are here investigated over the North Atlantic tropical ocean under different aerosol loadings. The Weather Research and Forecasting Model is used to perform a set of numerical idealized experiments, which are forced with prescribed aerosol profiles. We evaluate the effects of aerosols on modeled shallow clouds and surface radiative budget. The results indicate that large aerosol loadings are associated with enhanced cloudiness and reduced precipitation. While the change in rainfall is mainly due to the larger number of smaller droplets, the change in cloudiness is attributed to the effects of absorbing aerosols, mainly dust particles, which are responsible for a rise of temperature that feeds back onto specific humidity. As in the boundary layer the increase of moisture dominates, the net effect is a higher relative humidity, which favors the formation of thin low non-precipitating clouds. The feedback accounts for a dynamical change in the lower troposphere: shortwave radiation absorption increases temperature at the top of the marine atmospheric boundary-layer and reduces entrainment of warm and dry air, increasing low level moisture content. Despite the overall increase in cloudiness, daytime cloud cover is reduced. The semi-direct effect of aerosols on clouds results in a warming of the surface, opposite to the indirect effect.

气溶胶以不同的方式对云微观物理和能量预算产生重大影响。本文研究了不同气溶胶负荷下北大西洋热带海洋上空气溶胶对辐射的直接、半直接和间接影响。我们利用天气研究和预报模型进行了一系列理想化数值实验,这些实验是在规定的气溶胶剖面条件下进行的。我们评估了气溶胶对模型浅层云和表面辐射预算的影响。结果表明,较大的气溶胶负荷与云量增加和降水减少有关。降雨量的变化主要是由于更多的小水滴,而云量的变化则归因于吸收气溶胶(主要是尘埃粒子)的影响,气溶胶会导致温度上升,而温度上升又会反作用于比湿度。由于在边界层,湿度的增加占主导地位,因此净效应是相对湿度升高,这有利于形成薄而低的非折射云。反馈作用导致了对流层低层的动态变化:短波辐射吸收增加了海洋大气边界层顶部的温度,减少了暖干空气的夹带,从而增加了低层的含水量。尽管云量总体增加,但白天的云量却减少了。气溶胶对云的半直接影响导致地表变暖,与间接影响相反。
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引用次数: 0
Case study on the formation of a torrential-rainfall-producing southwest vortex: Backward trajectory analyses and sensitivity simulations 关于形成西南暴雨漩涡的案例研究:后向轨迹分析和敏感性模拟
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-11 DOI: 10.1002/asl.1210
Kang-Quan Yang, Di-Xiang Xiao, Xing-Wen Jiang, Zi Mai, Shen-Ming Fu

The southwest vortices (SWVs) are a unique type of mesoscale vortex that frequently induce torrential rainfall in China. In this study, we focused a long-lived quasi-stationary SWV, which was the primary system for producing an extremely heavy rainstorm within/around Sichuan (the maximum hourly precipitation was ~103.8 mm) in Mid July 2021. After reproduced the SWV's formation by using Weather Research and Forecasting model, we conducted trajectory analyses and topography sensitivity simulations to understand the effects of complicated topography on the vortex's formation. It is found that, the regions south and southwest of the SWV acted as the most important source regions for the air clusters that formed the SWV (proportion ≥ 65%), and the air clusters originated from the upper layer contributed the most (≥60%). Of these, the air clusters sourced from the upper layer southwest and south of the SWV played the most important role in the SWV's formation, as their increase in cyclonic vorticity and their contributions to trajectory number and vorticity were all much larger than those of the others. Sensitivity simulations indicated that, detailed topography features around the Sichuan Basin were crucial in determining the structure, intensity and precipitation of the SWV, whereas, the topography features were not a decisive factor for the SWV's formation. In summary, our findings are useful to enrich the current understanding of the SWVs' formation, which would be helpful to improve the related forecasts.

西南涡(SWVs)是一种独特的中尺度涡旋,经常在中国引发暴雨。在本研究中,我们重点研究了一个长寿命准静止西南涡,它是 2021 年 7 月中旬四川境内/周边地区特大暴雨(最大小时降水量约为 103.8 毫米)的主要诱发系统。在利用天气研究与预报模式重现西南气旋形成过程后,我们进行了轨迹分析和地形敏感性模拟,以了解复杂地形对涡旋形成的影响。结果发现,西南涡南部和西南部地区是形成西南涡的气团最重要的来源区(比例≥65%),来自上层的气团贡献最大(≥60%)。其中,来自西南气旋西南面和南面上层的气团对西南气旋的形成起了最重要的作用,因为它们增加的气旋涡度以及对轨迹数和涡度的贡献都远远大于其他气团。敏感性模拟表明,四川盆地周围的详细地形特征对决定西南气旋的结构、强度和降水至关重要,而地形特征则不是西南气旋形成的决定性因素。总之,我们的研究结果有助于丰富目前对西南气旋形成的认识,从而有助于改进相关预报。
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引用次数: 0
Comparison of different global ensemble prediction systems for tropical cyclone intensity forecasting 热带气旋强度预报中不同全球集合预报系统的比较
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-10 DOI: 10.1002/asl.1207
Deyu Lu, Ruiqiang Ding, Jiangyu Mao, Quanjia Zhong, Qian Zou

Many meteorological centers have operationally implemented global model-based ensemble prediction systems (GEPSs), making tropical cyclone (TC) forecasts from these systems available. The relatively low resolution of these GEPSs means that limits previous studies primarily focused on TC track forecasting. However, recent GEPS upgrades mean that TC intensity predictions from GEPSs are now also becoming of interest. This study focuses on the verification and comparison of the latest generation of GEPSs for TC intensity forecasts, particularly during the rapid intensification (RI) period over the western North Pacific (WP), eastern North Pacific (EP), and North Atlantic (NA) basins in 2021–2022. On average, the National Centers for Environmental Prediction (NCEP) GEPS performed best in predicting both TC intensity and RI across all three basins. Nevertheless, the exact timing of RI remains highly uncertain for these GEPS, indicating significant limitations in using GEPSs to forecast RI.

许多气象中心已经在业务上实施了基于全球模式的集合预报系统(GEPSs),可以利用这些系统进行热带气旋(TC)预报。这些全球集合预报系统的分辨率相对较低,这意味着以前的研究主要集中于热带气旋路径预报。然而,最近全球全球定位系统的升级意味着来自全球全球定位系统的热带气旋强度预测现在也开始受到关注。本研究的重点是验证和比较最新一代全球热气流预报系统对热带气旋强度预报的作用,尤其是在 2021-2022 年北太平洋西部、北太平洋东部和北大西洋盆地的快速增强(RI)期间。平均而言,美国国家环境预报中心(NCEP)的全球气旋预报系统在预测所有三个盆地的热带气旋强度和 RI 方面表现最佳。尽管如此,这些全球环境预报系统对 RI 的确切时间仍有很大的不确定性,这表明使用全球环境预报系统预测 RI 有很大的局限性。
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引用次数: 0
The merged and superposed sub-tropical jet and polar-front jet in the southwest Pacific: A case study 西南太平洋副热带射流与极锋射流的合并与叠加:案例研究
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2024-01-08 DOI: 10.1002/asl.1203
Y. Yang, T. Carey-Smith, R. Turner

In the southwest Pacific, a meandering jet-stream in the upper troposphere is sometimes found at ~30° S during austral winters and is usually treated as a sub-tropical jet (STJ) due to its low latitude. For two contrasting cases, we have conducted analyses from two perspectives to identify the STJ and PFJ: first, using previously published qualitative criteria to identify jet-cores and second, investigating the jet-stream axes of STJ and PFJ identified using 2-PVU curves. The results showed that the chosen meandering jet-stream case at ~30° S was a merged, and for a time, a superposed STJ and PFJ. Downstream of the jet-streak, the PFJ split to the south and the STJ to the east. This is in significant contrast to the horizontally well-separated jet-stream case chosen in this study. Some processes likely contributing to the superposition of the STJ and PFJ were analyzed and discussed. The movement of PFJ that was closely associated with the movement of the low over the Tasman Sea and the convection in and near the tropical region may have played dominant roles.

在西南太平洋,对流层上层的蜿蜒喷流有时会出现在南纬约 30 度的澳大利亚冬季,由于纬度较低,通常被视为亚热带喷流(STJ)。针对两种截然不同的情况,我们从两个角度进行了分析,以确定 STJ 和 PFJ:首先,使用以前公布的定性标准来确定喷流核心;其次,研究使用 2-PVU 曲线确定的 STJ 和 PFJ 的喷流轴。结果表明,所选择的南纬 30°左右的蜿蜒喷流情况是 STJ 和 PFJ 的合并,并一度叠加。在喷射流下游,PFJ 向南分裂,STJ 向东分裂。这与本研究选择的喷射流水平分离的情况形成鲜明对比。对可能导致 STJ 和 PFJ 叠加的一些过程进行了分析和讨论。PFJ 的移动与塔斯曼海低气压的移动以及热带地区及其附近的对流密切相关,可能起了主导作用。
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引用次数: 0
Large-eddy simulation of plume dispersion in a turbulent boundary layer flow generated by a dynamically controlled recycling method 动态控制循环法产生的湍流边界层流中羽流扩散的大涡流模拟
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-26 DOI: 10.1002/asl.1204
Hiromasa Nakayama, Tetsuya Takemi

When conducting large-eddy simulations (LESs) of plume dispersion in the atmosphere, crucial issue is to prescribe time-dependent turbulent inflow data. Therefore, several techniques for driving LESs have been proposed. For example, in the original recycling (OR) method developed by Kataoka and Mizuno (Wind and Structures, 2002, 5, 379–392), a mean wind profile is prescribed at the inlet boundary, the only fluctuating components extracted at the downstream position are recycled to the inlet boundary. Although the basic turbulence characteristics are reproduced with a short development section, it is difficult to generate target turbulent fluctuations consistent with realistic atmospheric turbulence. In this study, we proposed a dynamically controlled recycling (DCR) method that is a simple extension of the OR procedure. In this method, the magnitude of turbulent fluctuations is dynamically controlled to match with the target turbulent boundary layer (TBL) flow using a turbulence enhancement coefficient based on the ratio of the target turbulence statistics to the computed ones. When compared to the recommended data of Engineering Science Data Unit (ESDU) 85020, the turbulence characteristics generated by our proposed method were quantitatively reproduced well. Furthermore, the spanwise and vertical plume spreads were also simulated well. It is concluded that the DCR method successfully simulates plume dispersion in neutral TBL flows.

在对大气中的羽流扩散进行大涡度模拟(LES)时,关键问题是要规定随时间变化的湍流流入数据。因此,人们提出了多种 LES 驱动技术。例如,在由 Kataoka 和 Mizuno(《风与结构》,2002 年 5 期,379-392 页)开发的原始循环(OR)方法中,在入口边界规定了平均风廓线,在下游位置提取的唯一波动成分被循环到入口边界。虽然基本湍流特性可以通过较短的发展段再现,但很难产生与现实大气湍流一致的目标湍流波动。在这项研究中,我们提出了一种动态控制循环(DCR)方法,它是 OR 程序的简单扩展。在该方法中,使用基于目标湍流统计量与计算量之比的湍流增强系数来动态控制湍流波动的大小,使其与目标湍流边界层(TBL)流相匹配。与工程科学数据单元(ESDU)85020的推荐数据相比,我们提出的方法生成的湍流特征定量再现良好。此外,跨度和垂直羽流扩散也得到了很好的模拟。结论是,DCR 方法成功地模拟了中性 TBL 流中的羽流扩散。
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引用次数: 0
Tropical Atlantic rainfall drives bias in extratropical seasonal forecasts 热带大西洋降雨导致外热带季节性预报出现偏差
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-12 DOI: 10.1002/asl.1205
T. Collier, J. Kettleborough, A. A. Scaife, L. Hermanson, P. Davis

We investigate the impact of seasonal forecast biases in the Tropical Atlantic on the North Atlantic. The analysis uses a novel ensemble-based method to estimate the impact of tropical rainfall bias on forecasts of the Extratropical North Atlantic. The inter-ensemble spread of the forecast model is used to estimate the impact of the bias in Tropical Atlantic rainfall on the North Atlantic by selecting model members that happen to produce forecast anomalies that most closely resemble the tropical rainfall bias and using these as a proxy for the model error. The Tropical Atlantic rainfall bias impacts Rossby wave sources over the Subtropical Atlantic and there is a clear Rossby wave pattern originating from this area which is comparable to the mean bias in hindcasts. We argue that Tropical Atlantic rainfall errors explain a significant amount of the bias in seasonal forecasts over the Extratropical North Atlantic.

我们研究了热带大西洋季节性预报偏差对北大西洋的影响。分析采用了一种基于集合的新方法来估计热带降雨偏差对热带外北大西洋预报的影响。利用预报模式的集合间传播来估计热带大西洋降雨偏差对北大西洋的影响,方法是选择产生最接近热带降雨偏差的预报异常的模式成员,并用这些异常来代表模式误差。热带大西洋降雨偏差影响了亚热带大西洋的罗斯比波源,该地区有明显的罗斯比波模式,与后向预报的平均偏差相当。我们认为,热带大西洋降雨量误差是造成外热带北大西洋季节性预报偏差的重要原因。
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引用次数: 0
Convectively coupled Rossby–Gravity waves in a field campaign: How they are captured in reanalysis products 实地活动中的对凸耦合罗斯比-重力波:如何在再分析产品中捕捉它们
IF 3 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2023-12-10 DOI: 10.1002/asl.1206
Xiaocong Wang, Minghua Zhang

Convectively coupled equatorial waves are a significant source of atmospheric variability in the tropics. Current numerical models continue to struggle in simulating the coupled diabatic heating fields that are responsible for the development and maintenance of these waves. This study investigates how the diabatic fields associated with Mixed Rossby–Gravity waves (MRGs) are represented in four reanalysis products by using a unique observational dataset from the TRMM-KWAJEX (Tropical Rainfall Measuring Mission-Kwajalein Experiment) field campaign. These reanalyses include ERA5, Japanese 55-year Reanalysis (JRA-55), Climate Forecast System Reanalysis (CFSR), and Modern-Era Retrospective Analysis for Research and Applications (MERRA). We found that all four reanalyses captured the MRG structures in winds and temperature, and to a lesser degree in the humidity field except in the boundary layer. However, only the ERA5 and MERRA reanalyses captured the gradual rise and succession of the diabatic heating from boundary layer turbulence, shallow convection, cumulus congestus, and deep convection within the waves. ERA5 is the only product that also captured the gradual rise of the subgrid-scale vertical transport of moist static energy. All reanalysis products underestimated the diabatic heating from cumulus congestus. Results provide observational basis on what aspects of MRG can be trusted and what cannot in the reanalysis products.

对流耦合赤道波是热带大气变率的一个重要来源。目前的数值模式仍然难以模拟耦合的二重加热场,而二重加热场正是这些波浪形成和维持的原因。本研究通过使用 TRMM-KWAJEX(热带降雨测量任务-夸贾林实验)实地活动的独特观测数据集,研究了与混合罗斯比重力波(MRGs)相关的二重场在四个再分析产品中的表现形式。这些再分析产品包括ERA5、日本55年再分析(JRA-55)、气候预测系统再分析(CFSR)和用于研究和应用的现代-年代回顾分析(MERRA)。我们发现,所有四个再分析都捕捉到了风和温度的 MRG 结构,除了边界层外,湿度场的捕捉程度较低。然而,只有ERA5和MERRA再分析捕捉到了来自边界层湍流、浅层对流、积云壅塞和波内深层对流的二重加热的逐渐上升和连续过程。ERA5是唯一一个也捕捉到湿静态能量的亚网格尺度垂直传输逐渐上升的产品。所有再分析产品都低估了积云壅塞产生的绝热加热。这些结果为再分析产品中 MRG 的哪些方面可信、哪些方面不可信提供了观测依据。
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Atmospheric Science Letters
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