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Circulation Background and Genesis Mechanism of a Cold Vortex over the Tibetan Plateau during Late April 2018 2018年4月下旬青藏高原上空冷涡的环流背景和成因机制
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-18 DOI: 10.1007/s00376-023-3124-4
Duming Gao, Jiangyu Mao, Guoxiong Wu, Yimin Liu

A cold vortex occurred over the northeastern Tibetan Plateau (TP) on 27 April 2018 and subsequently brought excessive rainfall to the spring farming area in southern China when moving eastward. This study investigates the genesis mechanism of the cold TP vortex (TPV) by diagnosing reanalysis data and conducting numerical experiments. Results demonstrate that the cold TPV was generated in a highly baroclinic environment with significant contributions of positive potential vorticity (PV) forcing from the tropopause and diurnal thermodynamic impact from the surface. As a positive PV anomaly in the lower stratosphere moved towards the TP, the PV forcing at the tropopause pushed the tropospheric isentropic surfaces upward, forming isentropic-isplacement ascent and reducing static stability over the TP. The descent of the tropopause over the TP also produced a tropopause folding over the northeastern TP associated with a narrow high-PV column intruding downwards over the TPV genesis site, resulting in ascending air in the free atmosphere. This, in conjunction with the descending air in the valley area during the night, produced air stretching just at the TPV genesis site. Because the surface cooling at night increased the surface static stability, the aforementioned vertical air-stretching thus converted the produced static stability to vertical vorticity. Consequently, the cold TPV was generated over the valley at night.

2018年4月27日,青藏高原东北部上空出现冷涡,随后东移时给华南春耕地区带来了过量降雨。本研究通过诊断再分析数据和数值试验,研究了青藏高原冷涡的成因机制。结果表明,冷冠状涡旋是在高气压环境下产生的,对流层顶的正位势涡度(PV)强迫和来自地表的昼夜热动力影响对其产生了重要影响。当低层平流层的正潜在涡度异常向对流层顶移动时,对流层顶的潜在涡度强迫将对流层等熵面向上推,形成等熵位移上升,降低了对流层顶的静态稳定性。对流层顶在对流层顶上空的下降也在对流层顶东北部上空产生了对流层顶褶皱,这与对流层顶成因点上空向下侵入的狭窄的高PV柱有关,导致自由大气中的空气上升。这与夜间山谷地区下降的空气一起,正好在冠状病毒生成地点产生了空气伸展。由于夜间地表降温增加了地表静稳性,上述垂直空气伸展将产生的静稳性转化为垂直涡度。因此,夜间在山谷上空产生了冷冠状涡流。
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引用次数: 0
A Neural-network-based Alternative Scheme to Include Nonhydrostatic Processes in an Atmospheric Dynamical Core 基于神经网络的替代方案,将非静水过程纳入大气动力学核心
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-18 DOI: 10.1007/s00376-023-3119-1
Yang Xia, Bin Wang, Lijuan Li, Li Liu, Jianghao Li, Li Dong, Shiming Xu, Yiyuan Li, Wenwen Xia, Wenyu Huang, Juanjuan Liu, Yong Wang, Hongbo Liu, Ye Pu, Yujun He, Kun Xia

Here, a nonhydrostatic alternative scheme (NAS) is proposed for the grey zone where the nonhydrostatic impact on the atmosphere is evident but not large enough to justify the necessity to include an implicit nonhydrostatic solver in an atmospheric dynamical core. The NAS is designed to replace this solver, which can be incorporated into any hydrostatic models so that existing well-developed hydrostatic models can effectively serve for a longer time. Recent advances in machine learning (ML) provide a potential tool for capturing the main complicated nonlinear-nonhydrostatic relationship. In this study, an ML approach called a neural network (NN) was adopted to select leading input features and develop the NAS. The NNs were trained and evaluated with 12-day simulation results of dry baroclinic-wave tests by the Weather Research and Forecasting (WRF) model. The forward time difference of the nonhydrostatic tendency was used as the target variable, and the five selected features were the nonhydrostatic tendency at the last time step, and four hydrostatic variables at the current step including geopotential height, pressure in two different forms, and potential temperature, respectively. Finally, a practical NAS was developed with these features and trained layer by layer at a 20-km horizontal resolution, which can accurately reproduce the temporal variation and vertical distribution of the nonhydrostatic tendency. Corrected by the NN-based NAS, the improved hydrostatic solver at different horizontal resolutions can run stably for at least one month and effectively reduce most of the nonhydrostatic errors in terms of system bias, anomaly root-mean-square error, and the error of the wave spatial pattern, which proves the feasibility and superiority of this scheme.

这里提出了一种非静力学替代方案(NAS),用于非静力学对大气的影响明显但又不足以证明有必要在大气动力学核心中包含隐式非静力学求解器的灰色区域。NAS 的设计目的是取代这种求解器,它可以被纳入任何静力学模型,从而使现有完善的静力学模型可以有效地服务更长的时间。机器学习(ML)的最新进展为捕捉主要的复杂非线性-非静力学关系提供了一个潜在工具。本研究采用了一种称为神经网络(NN)的 ML 方法来选择主要输入特征并开发 NAS。通过天气研究和预报(WRF)模型对干气压波测试的 12 天模拟结果对神经网络进行了训练和评估。以非静水趋向的前向时差作为目标变量,所选的五个特征分别是上一时间步的非静水趋向和当前时间步的四个静水变量,包括位势高度、两种不同形式的压力和位势温度。最后,利用这些特征开发了实用的 NAS,并以 20 千米的水平分辨率进行逐层训练,该 NAS 可以准确地再现非静水倾向的时间变化和垂直分布。经基于 NN 的 NAS 修正后,改进后的不同水平分辨率的静力学求解器可稳定运行至少一个月,并在系统偏差、异常均方根误差和波浪空间模式误差等方面有效减小了大部分非静力学误差,证明了该方案的可行性和优越性。
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引用次数: 0
Improved Diurnal Cycle of Precipitation on Land in a Global Non-Hydrostatic Model Using a Revised NSAS Deep Convective Scheme 利用修订的 NSAS 深对流方案改进全球非静水模型中陆地降水的昼夜周期
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-18 DOI: 10.1007/s00376-023-3121-7
Yifan Zhao, Xindong Peng, Xiaohan Li, Siyuan Chen

In relatively coarse-resolution atmospheric models, cumulus parameterization helps account for the effect of subgrid-scale convection, which produces supplemental rainfall to the grid-scale precipitation and impacts the diurnal cycle of precipitation. In this study, the diurnal cycle of precipitation was studied using the new simplified Arakawa-Schubert scheme in a global non-hydrostatic atmospheric model, i.e., the Yin-Yang-grid Unified Model for the Atmosphere. Two new diagnostic closures and a convective trigger function were suggested to emphasize the job of the cloud work function corresponding to the free tropospheric large-scale forcing. Numerical results of the 0.25-degree model in 3-month batched real-case simulations revealed an improvement in the diurnal precipitation variation by using a revised trigger function with an enhanced dynamical constraint on the convective initiation and a suitable threshold of the trigger. By reducing the occurrence of convection during peak solar radiation hours, the revised scheme was shown to be effective in delaying the appearance of early-afternoon rainfall peaks over most land areas and accentuating the nocturnal peaks that were wrongly concealed by the more substantial afternoon peak. In addition, the revised scheme enhanced the simulation capability of the precipitation probability density function, such as increasing the extremely low- and high-intensity precipitation events and decreasing small and moderate rainfall events, which contributed to the reduction of precipitation bias over mid-latitude and tropical land areas.

在分辨率相对较低的大气模式中,积云参数化有助于考虑子网格尺度对流的影响,子网格尺度对流会对网格尺度降水产生补充降水,并影响降水的昼夜循环。本研究在全球非静水压大气模式(即阴阳格网大气统一模式)中使用新的简化荒川-舒伯特方案研究了降水的昼夜循环。提出了两个新的诊断闭合和一个对流触发函数,以强调与自由对流层大尺度强迫相对应的云工作函数的作用。0.25 度模式在 3 个月分批实况模拟中的数值结果表明,通过使用经修订的触发函数,加强了对流起始的动力学约束和合适的触发阈值,改善了昼夜降水量的变化。修订后的方案减少了太阳辐射高峰时段对流的发生,从而有效推迟了大部分陆地地区下午早些时候降水峰值的出现,并突出了被更大的下午峰值错误掩盖的夜间峰值。此外,修订后的方案增强了降水概率密度函数的模拟能力,例如增加了极低和高强度降水事件,减少了小雨和中雨事件,从而有助于减少中纬度和热带陆地地区的降水偏差。
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引用次数: 0
Influence of Irregular Coastlines on a Tornadic Mesovortex in the Pearl River Delta during the Monsoon Season. Part I: Pre-storm Environment and Storm Evolution 不规则海岸线对季风季节珠江三角洲龙卷风中间涡旋的影响。第一部分:风暴前环境和风暴演变
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-18 DOI: 10.1007/s00376-023-3095-5
Lanqiang Bai, Dan Yao, Zhiyong Meng, Yu Zhang, Xianxiang Huang, Zhaoming Li, Xiaoding Yu

The Pearl River Delta (PRD), a tornado hotspot, forms a distinct trumpet-shaped coastline that concaves toward the South China Sea. During the summer monsoon season, low-level southwesterlies over the PRD’s sea surface tend to be turned toward the west coast, constituting a convergent wind field along with the landward-side southwesterlies, which influences regional convective weather. This two-part study explores the roles of this unique land–sea contrast of the trumpet-shaped coastline in the formation of a tornadic mesovortex within monsoonal flows in this region. Part I primarily presents observational analyses of pre-storm environments and storm evolutions. The rotating storm developed in a low-shear environment (not ideal for a supercell) under the interactions of three air masses under the influence of the land–sea contrast, monsoon, and storm cold outflows. This intersection zone (or “triple point”) is typically characterized by local enhancements of ambient vertical vorticity and convergence. Based on a rapid-scan X-band phased-array radar, finger-like echoes were recognized shortly after the gust front intruded on the triple point. Developed over the triple point, they rapidly wrapped up with a well-defined low-level mesovortex. It is thus presumed that the triple point may have played roles in the mesovortex genesis, which will be demonstrated in Part II with multiple sensitivity numerical simulations. The findings also suggest that when storms pass over the boundary intersection zone in the PRD, the expected possibility of a rotating storm occurring is relatively high, even in a low-shear environment. Improved knowledge of such environments provides additional guidance to assess the regional tornado risk.

珠江三角洲(珠三角)是龙卷风的热点地区,形成了一条明显的喇叭形海岸线,向南海凹陷。在夏季季风季节,珠江三角洲海面上的低层西南风往往转向西岸,与陆侧西南风一起构成辐合风场,影响区域对流天气。本研究分为两部分,探讨喇叭形海岸线这种独特的海陆对比在该地区季风气流中形成龙卷风中涡的作用。第一部分主要介绍风暴前环境和风暴演变的观测分析。在陆海反差、季风和风暴冷外流影响下的三个气团相互作用下,旋转风暴在低切变环境中发展(对于超级暴风来说并不理想)。这一交汇区(或称 "三点")的典型特征是局部环境垂直涡度和辐合增强。根据快速扫描的 X 波段相控阵雷达,在阵风前沿侵入三联点后不久就能识别出指状回波。这些回波在三联点上空发展,并迅速与清晰的低层中涡缠绕在一起。因此推测三叠点可能在中涡的形成过程中起了作用,这将在第二部分的多灵敏度数值模拟中得到证实。研究结果还表明,当风暴经过珠江三角洲的边界交汇区时,即使在低切变环境下,发生旋转风暴的预期可能性也相对较高。对此类环境的进一步了解为评估区域龙卷风风险提供了更多指导。
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引用次数: 0
Different ENSO Impacts on Eastern China Precipitation Patterns in Early and Late Winter Associated with Seasonally-Varying Kuroshio Anticyclonic Anomalies 与季节性变化的黑潮反气旋异常有关的厄尔尼诺/南方涛动对中国东部初冬和深冬降水模式的不同影响
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-15 DOI: 10.1007/s00376-023-3196-1
Jingrui Yan, Wenjun Zhang, Suqiong Hu, Feng Jiang

Winter precipitation over eastern China displays remarkable interannual variability, which has been suggested to be closely related to El Niño–Southern Oscillation (ENSO). This study finds that ENSO impacts on eastern China precipitation patterns exhibit obvious differences in early (November–December) and late (January–February) winter. In early winter, precipitation anomalies associated with ENSO are characterized by a monopole spatial distribution over eastern China. In contrast, the precipitation anomaly pattern in late winter remarkably changes, manifesting as a dipole spatial distribution. The noteworthy change in precipitation responses from early to late winter can be largely attributed to the seasonally varying Kuroshio anticyclonic anomalies. During the early winter of El Niño years, anticyclonic circulation anomalies appear both over the Philippine Sea and Kuroshio region, enhancing water vapor transport to the entirety of eastern China, thus contributing to more precipitation there. During the late winter of El Niño years, the anticyclone over the Philippine Sea is further strengthened, while the one over the Kuroshio dissipates, which could result in differing water vapor transport between northern and southern parts of eastern China and thus a dipole precipitation distribution. Roughly the opposite anomalies of circulation and precipitation are displayed during La Niña winters. Further analysis suggests that the seasonally-varying Kuroshio anticyclonic anomalies are possibly related to the enhancement of ENSO-related tropical central-eastern Pacific convection from early to late winter. These results have important implications for the seasonal-to-interannual predictability of winter precipitation over eastern China.

中国东部冬季降水的年际变化显著,这被认为与厄尔尼诺-南方涛动(ENSO)密切相关。本研究发现,厄尔尼诺/南方涛动对中国东部降水模式的影响在初冬(11 月至 12 月)和晚冬(1 月至 2 月)表现出明显差异。在初冬,与厄尔尼诺/南方涛动相关的降水异常在华东地区呈单极空间分布特征。相比之下,冬末的降水异常模式发生了显著变化,表现为偶极空间分布。从初冬到深冬降水响应的显著变化主要归因于季节性变化的黑潮反气旋异常。在厄尔尼诺年的初冬,菲律宾海和黑潮地区都出现了反气旋环流异常,增强了向整个华东地区的水汽输送,从而导致当地降水增多。在厄尔尼诺年的冬末,菲律宾海上空的反气旋进一步加强,而黑潮上空的反气旋消散,这可能导致中国东部南北水汽输送的差异,从而形成偶极性降水分布。在拉尼娜冬季,环流和降水的反常现象大致相反。进一步分析表明,黑潮反气旋异常的季节性变化可能与厄尔尼诺/南方涛动相关的热带中东太平洋对流从初冬到晚冬的增强有关。这些结果对中国东部冬季降水的季节-年际可预报性具有重要意义。
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引用次数: 0
A Newly Established Air Pollution Data Center in China 中国新成立的空气污染数据中心
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-05-03 DOI: 10.1007/s00376-024-4055-4
Mei Zheng, Tianle Zhang, Yaxin Xiang, Xiao Tang, Yinan Wang, Guannan Geng, Yuying Wang, Yingjun Liu, Chunxiang Ye, Caiqing Yan, Yingjun Chen, Jiang Zhu, Qiang Zhang, Tong Zhu

Air pollution in China covers a large area with complex sources and formation mechanisms, making it a unique place to conduct air pollution and atmospheric chemistry research. The National Natural Science Foundation of China’s Major Research Plan entitled “Fundamental Researches on the Formation and Response Mechanism of the Air Pollution Complex in China” (or the Plan) has funded 76 research projects to explore the causes of air pollution in China, and the key processes of air pollution in atmospheric physics and atmospheric chemistry. In order to summarize the abundant data from the Plan and exhibit the long-term impacts domestically and internationally, an integration project is responsible for collecting the various types of data generated by the 76 projects of the Plan. This project has classified and integrated these data, forming eight categories containing 258 datasets and 15 technical reports in total. The integration project has led to the successful establishment of the China Air Pollution Data Center (CAPDC) platform, providing storage, retrieval, and download services for the eight categories. This platform has distinct features including data visualization, related project information querying, and bilingual services in both English and Chinese, which allows for rapid searching and downloading of data and provides a solid foundation of data and support for future related research. Air pollution control in China, especially in the past decade, is undeniably a global exemplar, and this data center is the first in China to focus on research into the country’s air pollution complex.

中国大气污染面积大、来源复杂、形成机理复杂,是开展大气污染和大气化学研究的独特之地。国家自然科学基金重大研究计划 "中国大气污染复合体形成与响应机理基础研究"(简称 "计划")资助了 76 个研究项目,探索中国大气污染的成因,以及大气物理和大气化学中大气污染的关键过程。为了总结 "中国大气污染综合治理计划 "的丰富数据,展示其对国内外的长期影响,一个整合项目负责收集 "中国大气污染综合治理计划 "76 个项目产生的各类数据。该项目对这些数据进行了分类和整合,形成了八大类共 258 个数据集和 15 份技术报告。整合项目成功建立了中国空气污染数据中心(CAPDC)平台,为八大类数据提供存储、检索和下载服务。该平台具有数据可视化、相关项目信息查询、中英文双语服务等显著特点,可实现数据的快速检索和下载,为今后的相关研究提供了坚实的数据基础和支持。不可否认,中国的大气污染治理,尤其是近十年来的治理,是全球的典范,而该数据中心也是中国首个专注于中国大气污染综合研究的数据中心。
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引用次数: 0
2023: Weather and Climate Extremes Hitting the Globe with Emerging Features 2023:全球天气和气候极端事件不断涌现
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-17 DOI: 10.1007/s00376-024-4080-3
Wenxia Zhang, Robin Clark, Tianjun Zhou, Laurent Li, Chao Li, Juan Rivera, Lixia Zhang, Kexin Gui, Tingyu Zhang, Lan Li, Rongyun Pan, Yongjun Chen, Shijie Tang, Xin Huang, Shuai Hu

Globally, 2023 was the warmest observed year on record since at least 1850 and, according to proxy evidence, possibly of the past 100 000 years. As in recent years, the record warmth has again been accompanied with yet more extreme weather and climate events throughout the world. Here, we provide an overview of those of 2023, with details and key background causes to help build upon our understanding of the roles of internal climate variability and anthropogenic climate change. We also highlight emerging features associated with some of these extreme events. Hot extremes are occurring earlier in the year, and increasingly simultaneously in differing parts of the world (e.g., the concurrent hot extremes in the Northern Hemisphere in July 2023). Intense cyclones are exacerbating precipitation extremes (e.g., the North China flooding in July and the Libya flooding in September). Droughts in some regions (e.g., California and the Horn of Africa) have transitioned into flood conditions. Climate extremes also show increasing interactions with ecosystems via wildfires (e.g., those in Hawaii in August and in Canada from spring to autumn 2023) and sandstorms (e.g., those in Mongolia in April 2023). Finally, we also consider the challenges to research that these emerging characteristics present for the strategy and practice of adaptation.

在全球范围内,2023 年是至少自 1850 年以来观测到的最温暖的一年,根据代用证据,也可能是过去 10 万年来观测到的最温暖的一年。与近几年一样,创纪录的温暖再次伴随着世界各地更多的极端天气和气候事件。在此,我们将概述 2023 年的极端天气和气候事件,并提供详细信息和主要背景原因,以帮助我们加深对内部气候变异性和人为气候变化作用的理解。我们还强调了与其中一些极端事件相关的新特征。高温极端事件在一年中出现的时间越来越早,而且越来越多地同时出现在世界不同地区(例如,2023 年 7 月北半球同时出现高温极端事件)。强气旋加剧了极端降水(如 7 月的华北洪灾和 9 月的利比亚洪灾)。一些地区(如加利福尼亚和非洲之角)的干旱已转变为洪涝灾害。极端气候还通过野火(如夏威夷 8 月的野火和加拿大 2023 年春季至秋季的野火)和沙尘暴(如蒙古 2023 年 4 月的沙尘暴)与生态系统的相互作用日益加剧。最后,我们还考虑了这些新出现的特征给适应战略和实践带来的研究挑战。
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引用次数: 0
Characteristics and Mechanisms of Persistent Wet–Cold Events with Different Cold-air Paths in South China 华南不同冷空气路径下持续湿冷事件的特征与机理
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-13 DOI: 10.1007/s00376-023-3088-4
Xiaojuan Sun, Li Chen, Chuhan Lu, Panxing Wang

We investigate the characteristics and mechanisms of persistent wet-cold events (PWCEs) with different types of cold-air paths. Results show that the cumulative single-station frequency of the PWCEs in the western part of South China is higher than that in the eastern part. The pattern of single-station frequency of the PWCEs are “Yangtze River (YR) uniform” and “east–west inverse”. The YR uniform pattern is the dominant mode, so we focus on this pattern. The cold-air paths for PWCEs of the YR uniform pattern are divided into three types—namely, the west, northwest and north types—among which the west type accounts for the largest proportion. The differences in atmospheric circulation of the PWCEs under the three types of paths are obvious. The thermal inversion layer in the lower troposphere is favorable for precipitation during the PWCEs. The positive water vapor budget for the three types of PWCEs mainly appears at the southern boundary.

我们研究了不同类型冷空气路径下的持续湿冷事件(PWCE)的特征和机制。结果表明,华南西部地区持续性湿冷事件的累积单站频率高于东部地区。脉动频率的单站模式有 "长江均匀模式 "和 "东西逆模式"。其中,"长江均匀模式 "是主要模式,因此我们重点研究这一模式。长江均匀模式的PWCE冷空气路径分为三种类型,即西部、西北部和北部类型,其中西部类型所占比例最大。三种路径下的脉动欧洲大气环流差异明显。对流层低层的热反转层有利于降水的形成。三种路径的正水汽收支主要出现在南边界。
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引用次数: 0
Roles of Upper-Level Descending Inflow in Moat Development in Simulated Tropical Cyclones with Secondary Eyewall Formation 模拟热带气旋二次眼墙形成过程中高层下降气流在护城河形成过程中的作用
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-13 DOI: 10.1007/s00376-023-3075-9
Nannan Qin, Liguang Wu

This study investigated the effects of upper-level descending inflow (ULDI) associated with inner-eyewall convection on the formation of the moat in tropical cyclones (TCs) with secondary eyewall formation (SEF). In our numerical experiments, a clear moat with SEF occurred in TCs with a significant ULDI, while no SEF occurred in TCs without a significant ULDI. The eyewall convection developed more vigorously in the control run. A ULDI occurred outside the inner-eyewall convection, where it was symmetrically unstable. The ULDI was initially triggered by the diabatic warming released by the inner eyewall and later enhanced by the cooling below the anvil cloud. The ULDI penetrated the outer edge of the inner eyewall with relatively dry air and prevented excessive solid-phase hydrometeors from being advected further outward. It produced extensive sublimation cooling of falling hydrometeors between the eyewall and the outer convection. The sublimation cooling resulted in negative buoyancy and further induced strong subsidence between the eyewall and the outer convection. As a result, a clear moat was generated. Development of the moat in the ongoing SEF prevented the outer rainband from moving farther inward, helping the outer rainband to symmetrize into an outer eyewall. In the sensitivity experiment, no significant ULDI formed since the eyewall convection was weaker, and the eyewall anvil developed relatively lower, meaning the formation of a moat and thus an outer eyewall was less likely. This study suggests that a better-represented simulation of inner-eyewall convective structures and distribution of the solid-phase hydrometeors is important to the prediction of SEF.

本研究调查了与内眼墙对流相关的高层下降流入(ULDI)对具有二次眼墙形成(SEF)的热带气旋(TC)中护城河形成的影响。在我们的数值实验中,有明显超低强度内流的热带气旋会形成明显的护城河,而没有明显超低强度内流的热带气旋则不会形成护城河。在对照运行中,眼墙对流发展得更为剧烈。在内眼墙对流外侧出现了超低强度指数,该对流处于对称不稳定状态。ULDI最初是由内眼墙释放的二重升温引发的,后来又因砧云下方的冷却而增强。超低气压独立现象与相对干燥的空气一起穿透了内眼墙的外缘,并阻止了过多的固相水介质进一步向外平流。它在眼墙和外部对流之间对下降的水介质产生了广泛的升华冷却。升华冷却产生了负浮力,进一步诱发了眼墙和外部对流之间的强烈下沉。因此,产生了一个明显的堑壕。在持续的 SEF 中,堑壕的发展阻止了外雨带向内移动,帮助外雨带对称成外眼墙。在灵敏度实验中,由于眼墙对流较弱,眼墙砧发展得相对较低,这意味着形成堑壕并进而形成外眼墙的可能性较小,因此没有形成明显的超低空气流密度。这项研究表明,更好地模拟内眼墙对流结构和固相水合物的分布对预测 SEF 非常重要。
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引用次数: 0
Toward a Learnable Climate Model in the Artificial Intelligence Era 在人工智能时代建立可学习的气候模型
IF 5.8 2区 地球科学 Q1 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-04-13 DOI: 10.1007/s00376-024-3305-9
Gang Huang, Ya Wang, Yoo-Geun Ham, Bin Mu, Weichen Tao, Chaoyang Xie

Artificial intelligence (AI) models have significantly impacted various areas of the atmospheric sciences, reshaping our approach to climate-related challenges. Amid this AI-driven transformation, the foundational role of physics in climate science has occasionally been overlooked. Our perspective suggests that the future of climate modeling involves a synergistic partnership between AI and physics, rather than an “either/or” scenario. Scrutinizing controversies around current physical inconsistencies in large AI models, we stress the critical need for detailed dynamic diagnostics and physical constraints. Furthermore, we provide illustrative examples to guide future assessments and constraints for AI models. Regarding AI integration with numerical models, we argue that offline AI parameterization schemes may fall short of achieving global optimality, emphasizing the importance of constructing online schemes. Additionally, we highlight the significance of fostering a community culture and propose the OCR (Open, Comparable, Reproducible) principles. Through a better community culture and a deep integration of physics and AI, we contend that developing a learnable climate model, balancing AI and physics, is an achievable goal.

人工智能(AI)模型对大气科学的各个领域产生了重大影响,重塑了我们应对气候相关挑战的方法。在这场人工智能驱动的变革中,物理学在气候科学中的基础性作用偶尔会被忽视。我们的观点是,气候建模的未来涉及人工智能与物理学之间的协同合作,而不是 "非此即彼 "的情况。我们仔细研究了目前大型人工智能模型中存在的物理不一致性争议,强调了对详细动态诊断和物理约束的迫切需要。此外,我们还提供了示例,以指导未来对人工智能模型的评估和约束。关于人工智能与数值模型的整合,我们认为离线人工智能参数化方案可能无法实现全局最优,强调了构建在线方案的重要性。此外,我们还强调了培养社区文化的重要性,并提出了 OCR(开放、可比、可复制)原则。我们认为,通过更好的社区文化以及物理学与人工智能的深度融合,开发一个兼顾人工智能和物理学的可学习气候模型是一个可以实现的目标。
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Advances in Atmospheric Sciences
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