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Convective Environments Within Mediterranean Cyclones 地中海气旋内的对流环境
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-16 DOI: 10.1002/asl.1302
Alice Portal, Andrea Angelidou, Raphael Rousseau-Rizzi, Shira Raveh-Rubin, Yonatan Givon, Jennifer L. Catto, Francesco Battaglioli, Mateusz Taszarek, Emmanouil Flaounas, Olivia Martius

Mediterranean cyclones can trigger severe weather hazards, including convective precipitation, lightning and hail, with implications for operational forecasting, risk assessment in the insurance industry, and societal preparedness. This work examines the climatological link between Mediterranean cyclones and atmospheric conditions conducive to severe convection. Using ATDnet lightning detections we find that, from autumn to spring, 20%–80% of lightning hours over the Mediterranean basin and adjacent land regions are associated with nearby cyclones. Based on reanalysis data, we demonstrate that severe convective environments and associated hazards predominantly occur in the warm sector of Mediterranean cyclones and to the north-east of their centres. Convective processes and hazards exhibit a peak approximately 6 h prior to the time of minimum pressure of the cyclone centre, consistent with previous studies. Additionally, we find a strong seasonal dependence of severe convection within cyclones. Severe convective environments are often detected in cyclone types typical of transition seasons (autumn especially) and summer, while they are rarer in deep baroclinic cyclones characteristic of winter. Finally, we provide novel insights regarding the dependence of convective activity on the presence of dynamical features around Mediterranean cyclones. Warm conveyor belts, characterised by large-scale ascent and high thermodynamic instability, emerge as the most favourable regions for lightning activity, with lightning potential being twice as high compared to cyclone cold fronts. These results advance our understanding of the interplay between cyclone dynamics and severe convection, offering valuable guidance for improving hazard prediction and for elaborating weather emergency strategies in the Mediterranean region.

地中海气旋可引发严重的天气灾害,包括对流降水、闪电和冰雹,对业务预报、保险业风险评估和社会准备工作产生影响。这项工作考察了地中海气旋和有利于强对流的大气条件之间的气候学联系。利用ATDnet的闪电探测,我们发现,从秋季到春季,地中海盆地和邻近陆地地区20%-80%的闪电时数与附近的气旋有关。基于再分析数据,我们证明了强对流环境和相关危害主要发生在地中海气旋的暖区及其中心的东北部。对流过程和危害在气旋中心最低气压前约6小时出现峰值,这与以往的研究结果一致。此外,我们发现气旋内部强对流有很强的季节依赖性。强对流环境通常出现在典型的过渡季节(尤其是秋季)和夏季气旋类型中,而在冬季特征的深斜压气旋中则较少出现。最后,我们提供了关于对流活动对地中海气旋周围动力特征的依赖性的新见解。温暖的传送带以大规模上升和高度热力学不稳定性为特征,是闪电活动最有利的区域,闪电的潜力是气旋冷锋的两倍。这些结果促进了我们对气旋动力学和强对流之间相互作用的理解,为改进地中海地区的灾害预测和制定天气应急战略提供了有价值的指导。
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引用次数: 0
Objective Identification of Tropical Cyclone Systems With Potential for Storm Surge Impact in the Western North Pacific 目的确定北太平洋西部可能产生风暴潮影响的热带气旋系统
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-13 DOI: 10.1002/asl.1303
Xiaoqi Zhang, Gregor C. Leckebusch, Kelvin S. Ng

The robust assessment of storm surge hazards induced by tropical cyclones in the Western North Pacific is constrained by only ca. 50 seasons of reliable observational data. This can be addressed by constructing physically consistent large tropical cyclone event sets, for example, from ensemble simulations. To allow efficient construction of these event sets, we propose a combination (M&S-WiTRACK) of two objective tracking methods relying solely on near-surface information and validate the performance of the combination on detecting tropical cyclones with potential for storm surge impact using ERA5. The M&S-WiTRACK is formed by a cyclone tracker (M&S) identifying tropical cyclone trajectories based on mean sea level pressure, with a wind-based storm impact identification algorithm (WiTRACK) determining potential storm surge impact areas using 10-m wind speed. For the first time, the general performance of the M&S for tracking tropical cyclones is evaluated and 84.9% of IBTrACS (with 18.3% false alarm rate) in the Western North Pacific from 1980 to 2019 are identified, which is well comparable to more data-intensive tropical cyclone trackers. Furthermore, M&S-WiTRACK successfully identifies over 85% of economic storm surge loss-related tropical cyclones in China. Nearly all tropical cyclones causing storm surges with economic losses exceeding 2 billion RMB are identified.

对北太平洋西部热带气旋引起的风暴潮危害的可靠评估仅受到大约50个季节的可靠观测数据的限制。这可以通过构建物理上一致的大型热带气旋事件集来解决,例如,通过集合模拟。为了有效地构建这些事件集,我们提出了两种仅依赖近地表信息的目标跟踪方法的组合(M&S-WiTRACK),并验证了该组合在使用ERA5检测具有风暴潮影响潜力的热带气旋方面的性能。M&;S-WiTRACK由气旋跟踪器(M&;S)根据平均海平面压力识别热带气旋轨迹,以及基于风的风暴影响识别算法(WiTRACK)组成,使用10米风速确定潜在的风暴潮影响区域。首次对M&;S跟踪热带气旋的总体性能进行了评估,并确定了1980 - 2019年西北太平洋地区84.9%的IBTrACS(误报率为18.3%),这与数据密集型的热带气旋跟踪器相当。此外,M&;S-WiTRACK成功识别了中国85%以上与经济风暴潮损失相关的热带气旋。几乎所有造成风暴潮、经济损失超过20亿元人民币的热带气旋都被识别出来。
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引用次数: 0
The ensemble transform Schmidt–Kalman filter: A novel method to compensate for observation uncertainty due to unresolved scales 集合变换施密特-卡尔曼滤波:一种补偿未解析尺度引起的观测不确定性的新方法
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-05 DOI: 10.1002/asl.1296
Zackary Bell, Sarah L. Dance, Joanne A. Waller

Data assimilation is a mathematical technique that uses observations to improve model predictions through consideration of their respective uncertainties. Observation error due to unresolved scales occurs when there is a difference in scales observed and modeled. To obtain an optimal estimate through data assimilation, the error due to unresolved scales must be accounted for in the algorithm. In this work, we derive a novel ensemble transform formulation of the Schmidt–Kalman filter (ETSKF) to compensate for observation uncertainty due to unresolved scales in nonlinear dynamical systems. The ETSKF represents the small-scale variability through an ensemble sampled from the representation error covariance. This small-scale ensemble is added to the large-scale forecast ensemble to obtain an ensemble representative of all scales resolved by the observations. We illustrate our new method using a simple nonlinear system of ordinary differential equations with two timescales known as the swinging spring (or elastic pendulum). In this simple system, our novel method performs similarly to another method of compensating for uncertainty due to unresolved scales. Indeed, the use of small-scale ensemble statistics has potential as a new approach to compensate for uncertainty due to unresolved scales in nonlinear dynamical systems but will need further testing using more complicated systems.

数据同化是一种数学技术,它利用观测数据通过考虑其各自的不确定性来改进模型预测。当观测到的尺度和模拟的尺度存在差异时,由于未解析尺度引起的观测误差就会发生。为了通过数据同化获得最优估计,必须在算法中考虑由于未解析尺度引起的误差。在这项工作中,我们推导了一种新的施密特-卡尔曼滤波器(ETSKF)的集合变换公式,以补偿非线性动力系统中由于未解析尺度引起的观测不确定性。ETSKF通过从表示误差协方差中采样的集合来表示小尺度变异性。将这个小尺度预报集合添加到大尺度预报集合中,得到一个代表观测所解析的所有尺度的集合。我们用一个简单的非线性常微分方程系统来说明我们的新方法,该系统具有两个时间标度,称为摆动弹簧(或弹性摆)。在这个简单的系统中,我们的新方法执行类似于另一种方法补偿由于未解决的尺度的不确定性。事实上,小规模集合统计的使用有可能作为一种新的方法来补偿非线性动力系统中由于未解决的尺度而产生的不确定性,但需要使用更复杂的系统进行进一步的测试。
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引用次数: 0
Environmental fields of moderate clear air turbulence above 400 hPa around Japan 日本周围400 hPa以上的中晴空乱流环境场
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-02 DOI: 10.1002/asl.1292
Soshi Ito, Yoshiaki Miyamoto, Yoshiyuki Kajikawa

We analyzed environmental fields for moderate clear air turbulence (CAT) reported above 400 hPa over Japan between 2010 and 2017. We divided the year into five periods, with June separate from summer. In June, a stagnant front called the Baiu front is often present over Japan, making meteorological conditions different from summer. Using reanalysis data, we analyzed environmental fields for each period. It is shown that the environmental fields of aviation turbulence around Japan differ depending on altitude and period. In winter, CAT tends to occur on the west side of the trough of the jet stream axis. The jet stream is often weak when CAT occurred. CAT is likely to occur around trough in spring and fall, suggesting that the trough-enhanced deformation and strengthened vertical wind shear caused the CAT. CAT likely occurs in a field with cyclonic circulation and active convection in the lower levels in summer. In June, it is suggested that it tends to occur north of the Baiu front and around troughs associated with the jet stream. The jet stream to the north of the Baiu front suggests that the Baiu front is related to the onset of CAT.

我们分析了2010年至2017年日本400 hPa以上的中度晴空湍流(CAT)的环境场。我们把一年分为五个时期,六月和夏天分开。在6月,日本上空经常出现一股称为白球锋的停滞锋,使气象条件与夏季不同。利用再分析数据,我们分析了每个时期的环境场。结果表明,日本周边地区的航空乱流环境场随高度和时段的不同而不同。在冬季,CAT倾向于发生在急流轴槽的西侧。当强台风发生时,急流通常较弱。春秋两季强降水多发生在低槽附近,表明低槽形变增强和垂直风切变增强是强降水的主要原因。在夏季,强降水可能发生在气旋环流和低层对流活跃的地区。在六月,它倾向于出现在白球锋以北和与急流有关的低压槽周围。白羽锋北面的急流表明白羽锋与CAT的发生有关。
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引用次数: 0
A New Insight on El Niño Diversity: Decadal Variability in Westerly Wind Bursts El Niño多样性的新认识:西风爆发的年代际变化
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-02 DOI: 10.1002/asl.1301
Anqi Li, Chaopeng Ji, Xianghui Fang

El Niño-Southern Oscillation (ENSO) is the strongest mode of interannual climate variability, characterized by fluctuations in sea surface temperature (SST) with diverse spatial structures. Recent research has identified two main flavors of El Niño events: Eastern Pacific (EP) and Central Pacific (CP) types, each associated with different physical processes and climatic impacts. However, the causes of El Niño diversity remain widely debated, with westerly wind bursts (WWBs) recognized as a major contributing factor. This study investigates the relationship between WWBs and El Niño diversity, focusing on decadal variations in the cumulative intensity (CWI) and longitudinal center (LonCen) of WWBs. Analyses of CWI and LonCen throughout the year and in spring show that CWI exhibits significant decadal variations corresponding to changes in El Niño diversity, with stronger CWI favoring the occurrence of EP El Niño events. While LonCen exhibits a trend of shifting gradually toward the Western Pacific, which aligns with an increased frequency of CP El Niño events. These results further highlight the importance of WWBs, emphasizing not only their intensity but also their spatial pattern, in influencing El Niño evolution and diversity.

El Niño-Southern涛动(ENSO)是年际气候变率的最强模态,其特征是海表温度(SST)波动具有不同的空间结构。最近的研究已经确定了厄尔尼诺Niño事件的两种主要类型:东太平洋(EP)和中太平洋(CP)类型,每种类型都与不同的物理过程和气候影响有关。然而,El Niño多样性的原因仍然存在广泛的争议,西风爆发(WWBs)被认为是一个主要的促成因素。本文研究了全球强流与El Niño多样性的关系,重点研究了全球强流的累积强度(CWI)和纵向中心(LonCen)的年代际变化。全年和春季CWI和LonCen分析表明,CWI表现出显著的年代际变化,对应El Niño多样性的变化,CWI较强有利于EP El Niño事件的发生。而loncene则显示出逐渐向西太平洋移动的趋势,这与CP El Niño事件的频率增加相一致。这些结果进一步强调了wbs的重要性,不仅强调了它们的强度,而且强调了它们的空间格局,在影响El Niño进化和多样性方面。
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引用次数: 0
Seasonal Prediction of Atmospheric Rivers in the Western North Pacific Using a Seasonal Prediction Model 利用季节预报模式对北太平洋西部大气河流的季节预报
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-05-01 DOI: 10.1002/asl.1299
Yuya Baba

Seasonal prediction of atmospheric rivers (ARs) in the western north Pacific (WNP) is examined using a seasonal prediction model with and without atmospheric initialisation. A 20-year seasonal prediction was conducted to evaluate the model's prediction skill, particularly focusing over the Japan area. The prediction skill of the present model indicated that the seasonal AR frequency is predictable with a lead time of up to 7–10 months, and the atmospheric initialisation further improved the skill. An additional investigation was conducted to identify the source of predictability for seasonal ARs. One significant source is the predictability of the Pacific-Japan (PJ) pattern, which is influenced by the model's skill in predicting tropical sea surface temperature (SST) variability. The anticyclonic circulation southeast of Japan is well predicted when the tropical SST variability and PJ pattern are accurately predicted. Another source of predictability difference originated from the subsurface sea temperature (SBT) beneath the subtropical high in the North Pacific. When the SBT prediction is improved with atmospheric initialisation, it enhances the air-sea interactions over the subtropical high in the WNP and southeast of Japan, leading to better predictability of seasonal ARs.

利用有和没有大气初始化的季节预报模式,研究了西北太平洋大气河流(ARs)的季节预报。进行了20年的季节性预测来评估该模式的预测能力,特别是对日本地区的预测能力。本模式的预测能力表明,季节AR频率的预测提前期可达7 ~ 10个月,大气初始化进一步提高了预测能力。另外进行了一项调查,以确定季节性气候变化可预测性的来源。一个重要的来源是太平洋-日本(PJ)型的可预测性,它受到模式预测热带海面温度(SST)变率的能力的影响。准确预报热带海温变率和PJ型能较好地预报日本东南部的反气旋环流。可预测性差异的另一个来源是北太平洋副热带高压下的海底温度(SBT)。当SBT预报随着大气初始化而得到改善时,它增强了副热带高压和日本东南部的海气相互作用,从而提高了季节性ar的可预测性。
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引用次数: 0
Unprecedented September Heatwave in the Yangtze River Basin in 2024 and the Great Exposure Risk to School Students 2024年长江流域前所未有的9月热浪及其对在校学生的巨大暴露风险
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-04-22 DOI: 10.1002/asl.1300
Xie Tiejun, Ding Ting, Gao Hui, Wang Ji

In September 2024, the Yangtze River basin experienced a supremely extreme heatwave that broke historical records from at least 1961 and could have a severe impact on outdoor health of school children. This paper provides a timely analysis of the characteristics of the extreme heatwave in the Yangtze River basin in September 2024, its exposure to the population aged 14 years and below, and the causes that led to its occurrence, as well as its future projections. In September 2024, the regional average heatwave days in the Yangtze River basin reached 7.57 days, and the average daily maximum temperature (Tmax) reached 31.53°C, both of which are much higher than the climatology and exceed the historical records. This supremely heatwave resulted in high exposure of the population aged 14 years and under, with the provinces of Sichuan, Chongqing, Hunan, and Jiangxi exposed to more than 100 million person-days. The extreme expansion of the South Asian High (SAH) and the Western Pacific Subtropical High (WPSH) may have directly contributed to this supremely heatwave. The CMIP6 projections show that the frequency of extreme heatwaves in September similar to that in 2024 will increase in the future.

2024年9月,长江流域经历了一场至少打破1961年以来历史记录的极端热浪,可能对在校儿童的户外健康造成严重影响。本文及时分析了2024年9月长江流域极端热浪的特征、对14岁及以下人群的暴露程度、发生原因及未来预测。2024年9月,长江流域区域平均热浪日数达7.57天,日均最高气温(Tmax)达31.53℃,均远高于气候学,超过历史记录。这种极端的热浪导致14岁及以下的人口暴露在高温下,四川、重庆、湖南和江西等省暴露在高温下的人数超过1亿人日。南亚高压(SAH)和西太平洋副热带高压(WPSH)的极端扩张可能是此次超强热浪的直接成因。CMIP6预测显示,未来9月出现与2024年相似的极端热浪的频率将增加。
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引用次数: 0
The Two Arctic Wintertime Boundary Layer States: Disentangling the Role of Cloud and Wind Regimes in Reanalysis and Observations During MOSAiC 北极冬季边界层的两种状态:云和风在再分析和马赛克观测中的作用
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-04-21 DOI: 10.1002/asl.1298
Sandro Dahlke, Annette Rinke, Matthew D. Shupe, Christopher J. Cox

The wintertime central Arctic atmosphere comprises a radiatively clear and a radiatively opaque state, which are linked to synoptic forcing and mixed-phase clouds. Weather and climate models often lack process representations surrounding these states, but prior work mostly treated the problem as an aggregate of synoptic conditions, resulting in partially overlapping biases. Here, we disaggregate the Arctic states and confront ERA5 reanalysis with observations from the MOSAiC campaign over the central Arctic sea ice during winter 2019/2020. Low-level winds and liquid water path (LWP) are combined to derive different synoptic classes. Results show that the clear state is primarily formed by weak/moderate winds and the absence of liquid-bearing clouds, while strong winds and enhanced LWP primarily form the radiatively opaque state. ERA5 struggles to reproduce these basic statistics, shows too weak sensitivity of thermal radiation to synoptic forcing, and overestimates thermal radiation for similar LWP amounts. The latter is caused by a warm bias, which has a pronounced inversion structure and is largest in clear and calm conditions. Under strong synoptic forcing, the warm bias is constant with height and discrepancies in mixed-phase cloud altitude appear. Separating synoptic conditions is regarded as useful for process-oriented evaluation of the Arctic troposphere in models.

冬季的北极中部大气由辐射晴朗状态和辐射不透明状态组成,这两种状态与同步强迫和混合相云有关。天气和气候模式通常缺乏围绕这些状态的过程表示,但之前的工作大多将该问题作为同步条件的总和来处理,导致部分偏差重叠。在此,我们对北极状态进行了分解,并将ERA5再分析与2019/2020年冬季北极中部海冰上空的MOSAiC活动观测结果进行了对比。结合低空风和液态水路径(LWP)得出了不同的天气等级。结果表明,晴朗状态主要由弱/中等风和无液态云形成,而强风和增强的液态水路径主要形成辐射不透明状态。ERA5难以再现这些基本统计数据,热辐射对同步强迫的敏感性太弱,而且在类似的低纬度云量下高估了热辐射。后者是由暖偏差造成的,暖偏差具有明显的反转结构,在晴朗平静的条件下最大。在强同步强迫条件下,暖偏差随高度变化而不变,混合相云高度出现差异。将同步条件分开被认为有助于在模式中对北极对流层进行以过程为导向的评估。
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引用次数: 0
One-kilometer resolution forecasts of hourly precipitation over China using machine learning models 利用机器学习模型对中国每小时降水进行千米分辨率预报
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-03-19 DOI: 10.1002/asl.1297
Bo Li, Zijian Zhu, Xiaohui Zhong, Ruxin Tan, Yegui Wang, Weiren Lan, Hao Li

Global numerical weather prediction (NWP) models often face challenges in providing the fine spatial resolution required for accurate prediction of localized phenomena and extreme precipitation events due to computational constraints and the chaotic nature of atmospheric dynamics. Downscaling models address this limitation by refining forecasts to higher resolutions for specific regions. Recently, machine learning (ML) based weather forecasting models demonstrate superior efficiency and accuracy compared to traditional NWP models. However, these ML models generally operate with a temporal resolution of 6 h and a spatial resolution of 0.25°. Furthermore, they predominantly rely on the fifth generation of the European Center for Medium-Range Weather Forecasts Reanalysis (ERA5) data, which is notorious for its precipitation biases. In this study, we utilize the High-Resolution China Meteorological Administration Land Data Assimilation System dataset, which provides more accurate precipitation data, as the target for downscaling and bias correction. This study pioneers the application of a transformer-based super-resolution model, SwinIR, to downscale and correct biases in precipitation forecasts generated by FuXi-2.0, a state-of-the-art ML weather forecasting model trained on ERA5 with a temporal resolution of 1 h. Our results demonstrate that the downscaled forecasts outperform the high-resolution forecasts from the ECMWF in terms of both accuracy and computational efficiency. However, the study also underscores the persistent challenge of underestimating high-intensity rainfall and extreme weather events, which remain critical areas for future improvement.

由于计算限制和大气动力学的混沌性,全球数值天气预报(NWP)模式在提供精确预测局部现象和极端降水事件所需的精细空间分辨率方面经常面临挑战。降尺度模式通过将预测细化到特定区域的更高分辨率来解决这一限制。最近,与传统的NWP模型相比,基于机器学习(ML)的天气预报模型显示出更高的效率和准确性。然而,这些ML模型通常以6 h的时间分辨率和0.25°的空间分辨率运行。此外,他们主要依赖于第五代欧洲中期天气预报再分析中心(ERA5)的数据,该数据因其降水偏差而臭名昭著。本研究以中国气象局土地资料同化系统高分辨率数据集为研究对象,利用该数据集提供了更精确的降水数据,进行了降尺度和偏差校正。本研究开创性地应用了基于变压器的超分辨率模型SwinIR,以缩小和纠正由FuXi-2.0生成的降水预报的偏差。FuXi-2.0是一个在ERA5上训练的最先进的ML天气预报模型,时间分辨率为1小时。我们的研究结果表明,在精度和计算效率方面,降尺度预报优于ECMWF的高分辨率预报。然而,该研究也强调了低估高强度降雨和极端天气事件的持续挑战,这仍然是未来改进的关键领域。
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引用次数: 0
Sensitivity of European blocking to physical parameters in a large ensemble climate model experiment 大型集合气候模式试验中欧洲阻塞对物理参数的敏感性
IF 2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-03-05 DOI: 10.1002/asl.1295
Tim Woollings, Marie Drouard, David M. H. Sexton, Carol F. McSweeney

The occurrence of blocking weather patterns over Europe is analysed in a large ensemble of simulations of a climate model with perturbed physical parameters. The experiments were performed with HadGEM3-GC3 for the UK Climate Change Projections, and comprise a set of 15 coupled simulations supported by a larger suite of 505 atmosphere-only simulations. Despite the systematic perturbation of 47 different physical constants in the atmosphere-only experiments, only three were found to have any impact on European blocking frequencies. These reveal the sensitivity of European blocking to orographic drag in winter and to convective entrainment in summer. However, these sensitivities cannot be traced through to the coupled simulations, due to the smaller and more realistic range of perturbations used and likely also to coupled dynamical effects. Overall, we find that although physical sensitivity to the parameterisations exists, adjustment of the parameters is no replacement for further structural improvement in the representation of these processes in the model.

在一个具有扰动物理参数的气候模式的大型综合模拟中,分析了欧洲上空阻塞天气型态的发生。这些实验是用HadGEM3-GC3进行的,用于英国气候变化预估,包括一组15个耦合模拟,由一个更大的505个大气模拟套件支持。尽管在仅针对大气的实验中有47种不同物理常数的系统扰动,但只有3种被发现对欧洲阻断频率有任何影响。这揭示了欧洲阻塞在冬季对地形阻力和夏季对对流夹带的敏感性。然而,这些敏感性不能追溯到耦合模拟,因为使用的扰动范围更小,更现实,也可能是耦合的动力学效应。总体而言,我们发现尽管存在对参数化的物理敏感性,但参数的调整并不能取代模型中这些过程表示的进一步结构改进。
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引用次数: 0
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