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Physically based stochastic perturbations improve high‐resolution forecast of convection 基于物理的随机扰动改进对流的高分辨率预测
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-07 DOI: 10.1002/qj.4574
Matjaž Puh, Christian Keil, Christoph Gebhardt, C. Marsigli, Mirjam Hirt, Fabian Jakub, George C. Craig
The physically based stochastic perturbation scheme PSP has been implemented in the convection‐permitting ICON‐D2 ensemble prediction system at DWD and run for a three‐month trial experiment in summer 2021. The scheme mimics the impact of boundary layer turbulence on the smallest resolved scales and impacts in particular convective precipitation. A weather regime‐dependent systematic evaluation shows that PSP efficiently increases ensemble spread of precipitation in weak synoptic forcing, while producing realistic convective structures. During strong forcing, the effect of the scheme is negligible, as expected by design. The probabilistic verification shows improvements in the forecast skill of other variables as well, especially the spread to skill ratio, but identifies starting points for further improvements of the method.This article is protected by copyright. All rights reserved.
基于物理的随机扰动方案PSP已在DWD允许对流的ICON‐D2系综预测系统中实现,并于2021年夏天进行了为期三个月的试验。该方案模拟了边界层湍流对最小分辨率尺度的影响,特别是对流降水的影响。一项与天气状况相关的系统评估表明,PSP在弱天气强迫下有效地增加了降水的总体扩散,同时产生了现实的对流结构。在强强迫下,该方案的效果可以忽略不计,正如设计所预期的那样。概率验证表明,其他变量的预测技能也有所提高,尤其是技能扩展比,但确定了该方法进一步改进的起点。这篇文章受版权保护。保留所有权利。
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引用次数: 1
Wave propagation through a stationary field of clouds: a homogenisation approach 波浪在静止云场中的传播:一种均匀化方法
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-07 DOI: 10.1002/qj.4567
E. J. Goldsmith, James G. Esler
The effect of a sub‐grid scale cloud field on the propagation of long atmospheric waves is investigated using a new scale‐consistent formulation based upon the asymptotic theory of homogenisation. A key aim is to quantify potential model errors in wave propagation speeds, introduced by using averaged fields in place of the fully resolved circulation, in the setting of a simple stratified Boussinesq mid‐latitude β‐channel model. The effect of the cloud field, represented here by a random array of strongly nonlinear axisymmetric circulations, is found to appear in the large‐scale governing equations through new terms which redistribute the large‐scale buoyancy and horizontal momentum fields in the vertical. These new terms, which have the form of non‐local integral operators, are linear in the cloud number density, and are fully determined by the solution of a linear elliptic equation known as a cell problem. The cell problem in turn depends upon the details of the nonlinear cloud circulations. The integral operators are calculated explicitly for example cloud fields and then dispersion relations are compared for different waves in the presence of clouds at realistic densities. The main finding is that baroclinic Rossby waves are significantly slowed and damped by the clouds, whilst inertia‐gravity waves are affected almost exclusively by damping, most strongly at the lowest frequencies. In contrast, all waves with a barotropic structure are found to be almost unaffected by the presence of clouds, even at the highest realistic cloud densities.An important consequence of this study is a new approach to the closure of sub‐grid scale cloud fields in the parameterisation of convection in large‐scale atmospheric models.This article is protected by copyright. All rights reserved.
采用基于均匀化渐近理论的新尺度一致公式,研究了亚网格尺度云场对大气长波传播的影响。一个关键的目标是在简单分层Boussinesq中纬度β通道模型的设置下,通过使用平均场代替完全分解环流引入波传播速度的潜在模型误差。云场的影响,在这里表现为强非线性轴对称环流的随机阵列,发现通过新的项出现在大尺度控制方程中,这些新项在垂直方向上重新分配了大尺度浮力和水平动量场。这些新项具有非局部积分算子的形式,在云数密度中是线性的,并且完全由称为单元问题的线性椭圆方程的解决定。单元问题反过来又取决于非线性云环流的细节。以云场为例,明确地计算了积分算符,然后比较了实际密度下云存在下不同波的色散关系。主要发现是斜压罗斯比波被云层显著地减缓和阻尼,而惯性重力波几乎完全受到阻尼的影响,在最低频率上最强烈。相反,所有具有正压结构的波被发现几乎不受云存在的影响,即使在最高的实际云密度下也是如此。这项研究的一个重要结果是为大尺度大气模式对流参数化中亚网格尺度云场的闭合提供了一种新方法。这篇文章受版权保护。版权所有。
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引用次数: 0
Improved Forecasting of the Extreme Arctic Cyclone in August 2016 with WRF MRI‐4DVAR WRF MRI‐4VAR对2016年8月极端北极气旋的改进预测
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-04 DOI: 10.1002/qj.4569
J. Ban, Zhiquan Liu, D. Bromwich, L. Bai
Cycling data assimilation and forecast experiments in August 2016 together with a case study of an intense Arctic Cyclone (AC16) are performed using the community Weather Research and Forecasting (WRF) model's Data Assimilation system (WRFDA). Three‐Dimensional Variational (3DVAR) and Multi‐Resolution Incremental Four‐Dimensional Variational (MRI‐4DVAR) data assimilation along with Polar WRF are applied to evaluate MRI‐4DVAR performance during a 20‐day cycling run, to investigate the impacts of initial conditions on the forecast skill of AC16, and to identify the factors impacting AC16's predictability. Six‐hourly continuous cycling experiments started from 1 August 2016 with 7‐day free forecasts initialized at each 0000 UTC. The results from departure statistics and forecast verification throughout the 20‐day period indicate the robustness and reliability of MRI‐4DVAR. For the AC16 case study, multiple processes, including merging of arctic cyclones, merging of vortices, vertical coupling between low‐level and upper‐level circulations, baroclinic processes and jet stream forcing, contributed to its generation and development. Compared to the initial conditions produced by 4DVAR, 3DVAR produced amplified vortices, stronger baroclinic instability, intensified upper‐level jet streams and a stronger low‐level frontal zone. These factors caused early strengthening of the dominant Arctic Cyclone and led to the early coupling between the low‐level Arctic cyclone and upper‐level vortices that resulted in the over development of AC16 in 3DVAR. For MRI‐4DVAR, the successful prediction of AC16 is likely due primarily to the more accurate simulation of upper‐level atmospheric fields, that was facilitated by better satellite radiance assimilation resulting from MRI‐4DVAR producing a balanced initial model state.This article is protected by copyright. All rights reserved.
利用社区天气研究与预报(WRF)模型的数据同化系统(WRFDA),进行了2016年8月的循环数据同化和预测实验,以及一次强烈的北极气旋(AC16)的案例研究。三维变分(3DVAR)和多分辨率增量四维变分(MRI‐4DVAR)数据同化以及极地WRF应用于评估MRI‐4DVAR在20天自行车赛中的表现,研究初始条件对AC16预测技能的影响,并确定影响AC16可预测性的因素。从2016年8月1日开始进行六小时连续循环实验,每0000 UTC初始化7天免费预报。20天内的出发统计和预测验证结果表明了MRI‐4VAR的稳健性和可靠性。在AC16案例研究中,多种过程,包括北极气旋的合并、涡旋的合并、低层和高层环流之间的垂直耦合、斜压过程和急流强迫,都有助于其产生和发展。与4DVAR产生的初始条件相比,3DVAR产生了放大的涡流、更强的斜压不稳定性、更强的高层急流和更强的低层锋区。这些因素导致了占主导地位的北极气旋的早期增强,并导致低层北极气旋和高层涡旋之间的早期耦合,导致3DVAR中AC16的过度发展。对于MRI‐4DVAR,AC16的成功预测可能主要是由于对高层大气场的更准确模拟,这得益于MRI‐4DVAR产生平衡的初始模型状态所产生的更好的卫星辐射同化。这篇文章受版权保护。保留所有权利。
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引用次数: 0
Seasonal prediction of UK mean and extreme winds 英国平均风和极端风的季节性预测
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-04 DOI: 10.1002/qj.4568
Julia F. Lockwood, N. Stringer, Katie R. Hodge, P. Bett, J. Knight, Doug Smith, Adam A. Scaife, Matthew Patterson, N. Dunstone, H. Thornton
Recent studies have shown that seasonal forecasting systems have significant skill in predicting Northern European winds and storms in winter, but other seasons have not been so extensively analysed. Given this fact, and coupled with requests from users of the Met Office 3‐month outlook for the UK, we have investigated the skill in predicting seasonal (3‐month) mean UK wind speed and storms (extreme winds) with a one‐month lead‐time, throughout the year, using a large ensemble from the Met Office's seasonal prediction system, GloSea. We find that seasonal UK storms and mean wind speeds are well correlated, and therefore a single prediction of UK mean wind speed will give an indication of predicted storm counts. Skill for these predictions is highest in winter (December–February), related to predictability of the North Atlantic oscillation. In contrast, summer (June–August) UK wind skill is not significant and furthermore appears to be negative. We find evidence, in both observations and model members, for a Rossby wave from the tropics influencing UK summer winds and forming a significant predictable component in the model ensemble mean. However, the model predictable signal appears to be out of phase with that observed leading to the negative correlation. Further investigation into summer Rossby wave generation and propagation is necessary to understand whether summer predictions could be improved.This article is protected by copyright. All rights reserved.
最近的研究表明,季节性预报系统在预测北欧冬季的风和风暴方面具有重要的技能,但其他季节还没有得到如此广泛的分析。鉴于这一事实,再加上英国气象局用户对英国3个月前景的要求,我们使用英国气象局的季节性预测系统GloSea的大型集合,研究了在一年中预测季节性(3个月)平均英国风速和风暴(极端风)的技巧。我们发现,英国季节性风暴和平均风速之间有很好的相关性,因此,对英国平均风速的单一预测将表明预测的风暴数量。这些预测的技巧在冬季(12月至2月)最高,这与北大西洋振荡的可预测性有关。相比之下,英国夏季(6月至8月)的风力并不显著,而且似乎是负面的。我们在观测和模型成员中都发现了来自热带的罗斯比波影响英国夏季风的证据,并在模型集合平均值中形成了一个重要的可预测分量。然而,模型可预测的信号似乎与观察到的信号异相,从而导致负相关性。有必要对夏季Rossby波的产生和传播进行进一步调查,以了解夏季预测是否可以改进。这篇文章受版权保护。保留所有权利。
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引用次数: 0
Observations and modelling of the winter thunderstorm on February 4, 2022 at the Milešovka meteorological observatory 2022年2月4日冬季雷暴天气在Milešovka气象台的观测与模拟
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-04 DOI: 10.1002/qj.4572
Jana Popová, Zbynek Sokol, Pao Wang, Jaroslav Svoboda
The study analyses a winter thunderstorm that passed over the Milešovka meteorological observatory on February 4, 2022, between 23:00 and 23:30 UTC. Lightning was recorded directly over the observatory by both the observer and the EUCLID lightning network at 23:20 UTC. To analyse the state of the atmosphere at the time when the lightning occurred, we used data from the X‐band Doppler polarimetric radar and the Ka‐band Doppler polarimetric vertical profiler, both located at the observatory. We also applied data from the Meteosat Second Generation satellite, and data from standard meteorological instruments located at the observatory. In addition, we run our cloud electrification model to simulate cloud electrification of the winter thunderstorm to find out whether the model develops conditions suitable for the occurrence of lightning and if so, under what circumstances. Our results show that the lightning appeared at the very end of the storm passage defined by high radar reflectivity. At the same time, it is clear from the radar observations that before lightning occurred, the cloud contained hydrometeors (graupel, cloud or rain water, and ice or snow) which are commonly associated to charge separation by collisions. Our analysis of the radar data also suggests that in at least several parts of the cloud the electric field was strong. Although the cloud top height was very low compared to summer storms, the model results indicate conditions suitable for lightning occurrence. However, an uncertainty remains on how to properly formulate the initial conditions for model simulations for this type of storm which was shallow and occurs rarely in winter.This article is protected by copyright. All rights reserved.
该研究分析了2022年2月4日格林尼治标准时间23:00至23:30之间经过Milešovka气象台的一场冬季雷暴。观测者和EUCLID闪电网络在协调世界时23:20直接在天文台上空记录到闪电。为了分析闪电发生时的大气状态,我们使用了位于天文台的X波段多普勒极化雷达和Ka波段多普勒极化垂直剖面仪的数据。我们还应用了气象卫星第二代卫星的数据和天文台标准气象仪器的数据。此外,我们运行我们的云带电模型来模拟冬季雷暴的云带电,以了解该模型是否发展出适合闪电发生的条件,如果是,在什么情况下。我们的结果表明,闪电出现在由高雷达反射率定义的风暴通道的最末端。同时,从雷达观测中可以清楚地看出,在闪电发生之前,云层中含有水文气象物质(霰、云或雨水以及冰或雪),这些物质通常与碰撞产生的电荷分离有关。我们对雷达数据的分析还表明,至少在云层的几个部分,电场很强。尽管与夏季风暴相比,云顶高度非常低,但模型结果表明了适合闪电发生的条件。然而,对于这种类型的风暴,如何正确地制定模型模拟的初始条件仍然存在不确定性,这种风暴是浅层的,在冬季很少发生。这篇文章受版权保护。保留所有权利。
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引用次数: 0
An economical assimilation scheme for radar reflectivity in non‐convective region to suppress spurious precipitation 非对流区雷达反射率抑制伪降水的经济同化方案
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-04 DOI: 10.1002/qj.4571
Ruhui Gan, Yi Yang, Hong Li, Shuchang Guo, Qian Xie, Liu Peng
Increasing convection information in initial field and weakening spurious convection information are hot topics in numerical weather prediction (NWP). How to economically assimilate radar reflectivity in non‐convective region (NCR) is the focus of this study. This study proposed a new assimilation scheme for the two‐dimensional (2D) composite reflectivity in NCR through the ensemble square root filter (EnSRF) method. A single column observation test and two convective cases are studied to verify the assimilation effect. Three experiments are designed for each test, including a control experiment (Exp_CTL) that only assimilates convective reflectivity and two assimilation experiments that assimilate reflectivity in NCR (one assimilates 3D weak reflectivity [Exp_RF] and the other assimilates 2D composite reflectivity [Exp_CRF]) based on the Exp_CTL. The results of real case studies show that the new scheme has two clear advantages. One is that it can save approximately three‐quarters of the assimilation workload. The other is that the new scheme has the most significant effect on weakening spurious convection and decreasing the FARs of precipitation and reflectivity.This article is protected by copyright. All rights reserved.
增加初始场中的对流信息和减弱伪对流信息是数值天气预报的热点问题。如何经济地同化非对流区的雷达反射率是本研究的重点。本研究通过集成平方根滤波器(EnSRF)方法,提出了一种新的NCR二维复合反射率同化方案。通过单柱观测试验和两个对流情况验证了同化效应。每个测试设计了三个实验,包括一个仅同化对流反射率的对照实验(Exp_CTL)和两个基于Exp_CTL同化NCR中反射率的同化实验(一个同化3D弱反射率[Exp_RF],另一个同化2D复合反射率[Exp_CRF])。实际案例研究结果表明,新方案具有两个明显的优点。一个是它可以节省大约四分之三的同化工作量。另一方面,新方案在减弱伪对流、降低降水FAR和反射率方面效果最为显著。这篇文章受版权保护。保留所有权利。
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引用次数: 0
The role of in‐situ ocean data assimilation in ECMWF subseasonal forecasts of SST and MLD over the tropical Pacific Ocean 现场海洋资料同化在ECMWF热带太平洋海温和MLD亚季节预报中的作用
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-09-03 DOI: 10.1002/qj.4570
Ho‐Hsuan Wei, Aneesh C. Subramanian, K. Karnauskas, Danni Du, M. Balmaseda, Beena B. Sarojini, F. Vitart, C. DeMott, M. Mazloff
The tropical Pacific plays an important role in modulating the global climate through its prevailing sea surface temperature spatial structure and dominant climate modes like ENSO, MJO, and their teleconnections. These modes of variability, including their oceanic anomalies, are considered to provide sources of prediction skill on subseasonal timescales in the tropics. Therefore, this study aims to examine how assimilating in‐situ ocean observations influences the initial ocean sea surface temperature (SST) and mixed layer depth (MLD) and their subseasonal forecasts. We analyze two subseasonal forecast systems generated with European Centre for Medium‐Range Weather Forecasts (ECMWF) Integrated Forecast System (IFS) where the ocean states were initialized using two Observing System Experiment (OSE) reanalyses. We find that the SST differences between forecasts with and without ocean data assimilation grow with time, resulting in a reduced cold tongue bias when assimilating ocean observations. Two mechanisms related to air‐sea coupling are considered to contribute to this growth of SST differences. One is a positive feedback between zonal SST gradient, pressure gradient, and surface wind. The other is the difference in Ekman suction and mixing at the equator due to surface wind speed differences. While the initial mixed layer depth (MLD) can be improved through ocean data assimilation, this improvement is not maintained in the forecasts. Instead, the MLD in both experiments rapidly shoals at the beginning of the forecast. These results emphasize how initialization and model biases influence the air‐sea interaction and the accuracy of subseasonal forecast in the tropical Pacific.This article is protected by copyright. All rights reserved.
热带太平洋通过其主导海温空间结构和ENSO、MJO等主导气候模态及其遥相关对全球气候起着重要的调节作用。这些变率模态,包括它们的海洋异常,被认为是热带地区亚季节时间尺度预测技能的来源。因此,本研究旨在探讨同化原位海洋观测对初始海表温度(SST)和混合层深度(MLD)及其亚季节预报的影响。我们分析了欧洲中期天气预报中心(ECMWF)综合预报系统(IFS)生成的两个亚季节预报系统,其中海洋状态是通过两次观测系统实验(OSE)再分析初始化的。我们发现,同化和不同化海洋资料预报之间的海温差异随着时间的推移而增加,导致同化海洋观测时冷舌偏差减少。两种与海气耦合有关的机制被认为有助于海温差异的增长。一个是纬向海温梯度、气压梯度和地面风之间的正反馈。另一种是由于地面风速的不同而导致赤道处的埃克曼吸力和混合的差异。虽然初始混合层深度(MLD)可以通过海洋资料同化得到改善,但这种改善在预报中无法保持。相反,两个实验中的MLD在预测开始时迅速变浅。这些结果强调了初始化和模式偏差如何影响海气相互作用和热带太平洋亚季节预报的准确性。这篇文章受版权保护。版权所有。
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引用次数: 0
Erratum to 'A conditional decomposition of proper scores: quantifying the sources of information in a forecast' “适当分数的条件分解:量化预测中的信息来源”勘误表
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-30 DOI: 10.1002/qj.4565
S. Allen, C. Ferro, F. Kwasniok
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引用次数: 0
A balanced model of a hurricane vortex coupled to a boundary layer 飓风涡旋与边界层耦合的平衡模式
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-24 DOI: 10.1002/qj.4556
R. Beare, M. Cullen
The boundary layer plays a key role in several aspects of hurricane dynamics. Here we focus on its contribution to the balanced circulation. Previous studies, whilst including centrifugal terms, have not included an explicit balance in the boundary layer. Here, we improve the balanced theory to include an Ekman balance, the so‐called Frictional Axisymmetric Vortex (FAV). This approach is analogous to semi‐geostrophic theory that includes a realistic boundary‐layer diffusion: semi‐geotriptic (SGT) theory. We formulate the FAV for an axisymmetric system in cylindrical polar coordinates. We then derive a Sawyer‐Eliassen equation for the vertical circulation. Example solutions for both an idealised hurricane‐scale and synoptic‐scale vortex are compared.This article is protected by copyright. All rights reserved.
边界层在飓风动力学的几个方面起着关键作用。在这里,我们关注它对平衡循环的贡献。以前的研究,虽然包括离心条款,没有包括一个明确的平衡在边界层。在这里,我们改进了平衡理论,加入了一个Ekman平衡,即所谓的摩擦轴对称涡(FAV)。这种方法类似于半地转理论,其中包括一个现实的边界层扩散:半地转(SGT)理论。我们在柱面极坐标下给出了轴对称系统的FAV。然后推导出垂直环流的Sawyer - Eliassen方程。比较了理想飓风尺度和天气尺度涡旋的解例。这篇文章受版权保护。版权所有。
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引用次数: 0
Satellite signature of the instantaneous wind response to mesoscale oceanic thermal structures 中尺度海洋热结构瞬时风响应的卫星特征
IF 8.9 3区 地球科学 Q2 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2023-08-24 DOI: 10.1002/qj.4561
A. Meroni, Fabien Desbiolles, C. Pasquero
The thermal air‐sea interaction mechanism that modulates the atmospheric mixing by the sea surface temperature (SST) variability is studied with long‐term consistent satellite records. Statistical analyses of daily and instantaneous wind and SST data are performed over the major western boundary currents (WBCs). This wind‐SST coupling, that is mediated by the atmospheric mixing, is found to be very relevant on daily, and even shorter, time scales. Co‐located and simultaneous SST and surface wind fields (from Advanced Very High Resolution Radiometer and Advanced Scatterometer data) reveal that the atmosphere responds instantaneously to the presence of SST structures with a larger coupling coefficient with respect to daily and monthly time averaged fields. The coupling strength varies seasonally over the WBCs in the Northern Hemisphere, with the winter‐time coupling being the lowest. Reanalysis data show that this behaviour is related to the seasonality of the air‐sea temperature difference over the region of interest. Over the Northern Hemisphere WBCs, dry and cold continental air masses drive very unstable conditions, associated with a very weak thermal air‐sea coupling.This article is protected by copyright. All rights reserved.
利用长期一致的卫星记录研究了通过海表温度(SST)变率调节大气混合的热气-海相互作用机制。对主要西边界流的日和瞬时风和海温数据进行统计分析。这种由大气混合介导的风-海温耦合被发现在日常甚至更短的时间尺度上非常相关。同时定位的海温和地面风场(来自先进的超高分辨率辐射计和先进的散射计数据)表明,大气对海温结构的存在有即时响应,相对于日和月平均场具有更大的耦合系数。北半球wbc的耦合强度随季节变化,冬季耦合强度最低。再分析数据表明,这种行为与感兴趣区域的海气温差的季节性有关。在北半球WBCs上空,干燥和寒冷的大陆气团驱动着非常不稳定的条件,与非常弱的热气-海耦合有关。这篇文章受版权保护。版权所有。
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引用次数: 0
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Quarterly Journal of the Royal Meteorological Society
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