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Observation of Ice Pellets and its Association with Meteorological Conditions in the Yeongdong Region of Korea 韩国灵洞地区的冰粒观测及其与气象条件的关系
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-19 DOI: 10.1007/s13143-024-00361-9
Yu-Jin Chae, Byung-Gon Kim, Young-Gil Choi, Ji-Hoon Jung, Ji-Yun Kim, Byung-Hwan Lim, Ki-Ho Chang

The microphysical properties of ice pellets (IP) are analyzed, and associated relevant thermodynamic conditions are investigated using rawinsonde soundings and model reanalysis data in the Yeongdong region of Korea. During the intensive observation campaign of snowfall, two distinctive IP events of 1 March 2021 (IP1) and 15 March 2018 (IP2) were observed when strong cold advection was prevalent below about 2 km as accompanied by distinctive inversion strength (4.7 ~ 9.3 ℃) above the cold layers. Cold air intrusion along the eastern side of Taebaek mountains appeared to abruptly decrease low level (850 hPa) temperature up to -4.7 ~ -3.4 ℃, but warmer than 8-year average (-9.5 ℃), respectively. Both episodes had smaller maximum size (1.8 mm in average) of ice pellets with greater fallspeed (4.2 m s−1) in comparison to general snow crystals. Ice pellets occurred in the synoptic condition of the High in the north and the Low passing by the south, which resulted in cold northeasterly over the Yeongdong region. Rawinsonde soundings show a melting layer between 800 and 700 hPa just above the freezing layer of 900 ~ 800 hPa existed, such as a reversed S temperature profile, which is also consistent with the model reanalysis. The IPs’ life time was short within a couple of hours since it occurred along with low-level strong cold advection (IP1) or rapidly-moving squall line (IP2).

利用韩国灵洞地区的原始探测仪探测数据和再分析模型数据,分析了冰粒(IP)的微物理特性,并研究了相关的热力学条件。在密集的降雪观测活动中,观测到 2021 年 3 月 1 日(IP1)和 2018 年 3 月 15 日(IP2)两次明显的 IP 事件,当时约 2 km 以下普遍存在强冷平流,同时冷层上方存在明显的反转强度(4.7 ~ 9.3 ℃)。沿太白山东侧入侵的冷空气似乎使低层(850 hPa)温度骤降至-4.7 ~ -3.4℃,但分别比 8 年平均值(-9.5℃)偏暖。与一般雪晶相比,这两次降雪的冰粒最大尺寸较小(平均为 1.8 毫米),下落速度较大(4.2 米/秒-1)。冰粒出现在北部高气压和南部低气压经过的同步条件下,这导致了灵洞地区上空寒冷的东北风。Rawinsonde 探空显示,在 900~800 hPa 的冰冻层正上方 800~700 hPa 之间存在一个融化层,如一个反向的 S 温度曲线,这也与模式再分析一致。由于 IPs 是与低层强冷对流(IP1)或快速移动的飑线(IP2)同时出现的,因此 IPs 的寿命很短,只有几个小时。
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引用次数: 0
Reassessing the Climate Change Narrative 重新评估气候变化论述
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-15 DOI: 10.1007/s13143-024-00353-9
Richard S. Lindzen, John R. Christy

We note that the atmosphere has distinct tropical and extratropical regimes. The tropical regime is significantly dependent on the greenhouse effect and is characterized by temperatures that are largely horizontally homogenized. The extratropical regime is dominated by large scale unstable convective eddies that transport heat between the tropics and the poles (leaving the poles warmer than they otherwise would be) and serve to determine the temperature difference between the tropics and the poles. Changes in tropical temperature and in the tropics-to-pole temperature difference both contribute to changes in global mean temperature. It turns out that changes in global mean temperature associated with major climate change (i.e., the last glacial maximum and the warm period of the Eocene about 50 million years ago) were associated primarily with changes in the tropics-to-pole temperature differences. By contrast, changes in global mean temperature over the past 150 years or so are almost entirely associated with changes in tropical temperature. Thus, there is no intrinsic amplification associated with a change in the tropics-to-pole temperature difference. However, model simulations of climate behave differently from both observations and from each other. In particular, they all show more significant contributions for the tropics-to-pole temperature difference – sometimes much more significant. They also show excessive tropical warming.

摘要 我们注意到,大气有明显的热带和外热带系统。热带系统在很大程度上依赖于温室效应,其特点是温度在很大程度上水平均匀化。外热带系统主要由大尺度不稳定对流漩涡控制,这些漩涡在热带和两极之间输送热量(使两极的温度高于其他地区),并决定热带和两极之间的温差。热带气温的变化和热带与极地温差的变化都会导致全球平均气温的变化。事实证明,与重大气候变化相关的全球平均气温变化(即距今约 5000 万年前的末次冰川期和始新世温暖时期)主要与热带与两极温差的变化有关。相比之下,过去 150 年左右全球平均气温的变化几乎完全与热带气温的变化有关。因此,热带与极地温差的变化不存在内在的放大作用。然而,气候模式模拟的表现与观测结果和相互之间的表现都不同。特别是,它们都显示热带与极地温差的贡献更大,有时大得多。它们还显示热带过度变暖。
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引用次数: 0
Understanding the 2022 Extreme Dragon-Boat Rainfall in South China from the Combined Land and Oceanic Forcing 从陆地和海洋综合作用理解 2022 年华南极端龙舟降雨
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-14 DOI: 10.1007/s13143-024-00356-6
Ziqian Wang, Juan Xu, Zhuoyu Zeng, Minling Ke, Xinhua Feng

The most frequent and concentrated rainfall in the pre-flood season in South China usually occurs around the Dragon Boat Festival every year, locally known as ‘Dragon-boat Rainfall (DBR)’. In 2022, a record-breaking DBR attacked South China, causing disastrous flooding. We suggest that this extreme DBR was jointly regulated by the tropical convective forcing and Tibetan Plateau (TP) heating. Distinctly strong low-level southwesterlies and ascending motions over South China were the key atmospheric conditions. And the abnormal low-level southwesterlies were contributed by both the anomalous anticyclone over the western North Pacific and the anomalous westerlies at the southern side of the TP. On the one hand, during the period of 2022 DBR, stronger-than-normal convective forcing over the Maritime Continent induced the low-level anomalous anticyclone over the western North Pacific through triggering the meridional vertical circulation and further promoted the upward motions over South China. On the other hand, positive diabatic heating over the TP forced abnormal warm anticyclone in the mid-upper troposphere, more warm air advected downstream by the background westerlies, intensifying the upward motions over South China. Meanwhile, the TP heating could induce the anomalous low-level westerlies at the southern side of the TP, which further merged into and intensified the southwesterlies over South China and greatly enhanced the moisture transport and convergence there. Therefore, we highlight the strong thermal forcing over the TP, exerting a combined and amplified effect with the convective forcing over the Maritime Continent, dominated the record-breaking DBR in 2022.

每年端午节前后,是华南地区降雨最为频繁和集中的前汛期,当地人称之为 "龙舟雨"。2022 年,破纪录的龙舟雨袭击了华南地区,造成了灾难性的洪涝灾害。我们认为,这次极端的龙舟雨是由热带对流强迫和青藏高原(TP)加热共同调节的。华南上空明显的强低层西南风和上升运动是关键的大气条件。而异常的低层西南风是由北太平洋西部的异常反气旋和青藏高原南侧的异常西风共同造成的。一方面,2022 年 DBR 期间,海洋大陆上空强于常年的对流强迫通过触发经向垂直环流诱发了北太平洋西部的低空异常反气旋,并进一步促进了华南上空的上升运动。另一方面,对流层中高层的TP正向二重加热迫使暖反气旋异常,更多暖空气被背景西风向下游平流,加剧了华南上空的上升运动。同时,TP 的增温作用还诱发了TP 南侧的异常低层西风,并进一步汇入和加强了华南上空的西南风,大大增强了华南上空的水汽输送和辐合。因此,我们强调大洋洲上空的强热力强迫与海洋大陆上空的对流强迫共同发挥了放大效应,主导了 2022 年破纪录的 DBR。
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引用次数: 0
Publisher Correction to: Assessment and Projection of Compound Wind and Precipitation Extremes in EC-Earth3 of CMIP6 Simulations 出版者 更正:CMIP6 模拟的 EC-Earth3 中复合极端风力和降水的评估与预测
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-12 DOI: 10.1007/s13143-024-00360-w
Xiaoyu Zhu, Jianping Tang, Yi Yang
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引用次数: 0
Formation Mechanisms of the Extreme Rainfall and Mesoscale Convective Systems over South China during the Dragon Boat Rainy Season of 2022 2022 年端午雨季华南地区极端降雨和中尺度对流系统的形成机制
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-12 DOI: 10.1007/s13143-024-00357-5
Yanan Fu, Jianhua Sun, Zhifang Wu, Tao Chen, Xiaodong Song, Shijun Sun, Shenming Fu

The formation mechanisms of the record-breaking rainfall event during the Dragon Boat Rainy Season (DBRS) of 2022 are comprehensively analyzed from the synoptic scale and the mesoscale perspectives. The extreme rainfall event is characterized by the highest rainfall amount since 1981, and an abnormal spatial distribution with much higher (lower) rainfall amount in the northern (southern) part of South China. The abnormal circulation and thermodynamic conditions are mainly responsible for the extreme rainfall. The favorite synoptic condition for rainfall is the combination of warm advection, frontal forcing, orographic lifting and low-level jet favor the convection development. The similar configurations repeatedly impact South China during the DBRS of 2022, causing multiple heavy rainfall events, leading to the extreme rainfall of the whole period. The abnormal moisture convergence together with the frontal zone, which is stronger than the climatology, results in the rainfall centers over the northern part of South China. 54.35% of the rainfall amount is related to mesoscale convective systems (MCSs) which mainly originate from four regions. The MCSs from the four regions are characterized by different formation peaks, spatial scales, lifetimes and propagations. The large-scale warm and moist air mass, the moistening caused by synoptic advection and the local diabatic heating are responsible for the increasing instability for the MCSs. The low-level jets play an important role in the formation of MCSs by providing moisture. The thermodynamic (dynamic) environmental conditions control the formation of MCSs in the afternoon (night).

从同步尺度和中尺度角度全面分析了2022年龙舟雨季破纪录降雨事件的形成机理。此次极端降雨事件的特点是降雨量为1981年以来最大,空间分布异常,华南北部(南部)降雨量偏多(偏少)。异常环流和热力条件是造成极端降雨的主要原因。暖平流、锋面逼迫、高空抬升和低空喷流共同作用有利于对流的发展,是降雨最喜欢的天气形势。在 2022 年 DBRS 期间,类似的配置反复影响华南,造成多次强降雨事件,导致整个时段的极端降雨。异常的水汽辐合加上强于气候资料的锋区,导致华南北部出现降雨中心。54.35%的降雨量与中尺度对流系统有关,这些对流系统主要来自四个地区。这四个地区的中尺度对流系统在形成峰值、空间尺度、生命期和传播途径上各不相同。大尺度暖湿气流、同步平流引起的湿润和局地二重加热是导致多层气旋不稳定性增加的原因。低空喷流通过提供湿气在多云天气的形成过程中发挥了重要作用。热动力(动态)环境条件控制着下午(夜间)多云天气的形成。
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引用次数: 0
Multiscale Variability of Autumn Precipitation in Eastern Taiwan Modulated by ENSO, ISO, and TC Activity 受厄尔尼诺/南方涛动、国际标准化组织和热带气旋活动影响的台湾东部秋季降水多尺度变异性
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-03-11 DOI: 10.1007/s13143-024-00359-3
Ching-Hsuan Wu, Wei-Ting Chen, Chien-Ming Wu

This study investigates the multiscale variability of rainfall over eastern Taiwan during October–November, focusing on the companion effect of tropical cyclone (TC) activity in the South China Sea (SCS) and northeasterly monsoon flow. The interannual variation of autumn rainfall is significantly influenced by the ENSO Phase. During La Niña years, the moisture transport from the SCS-Philippine Sea to eastern Taiwan is enhanced by the anomalous southeasterly winds owing to the cyclonic flow over the SCS. The response of autumn rainfall to ENSO is contributed by intraseasonal variability and the associated TC activity in SCS. During La Niña years, the Madden–Julian Oscillation (MJO) convective areas during phases 4–7 shift into the SCS-Philippine Sea, and the quasi bi-weekly oscillation (QBWO) convective activity is enhanced around the north of Luzon Island. We categorize TCs moving westward into or forming within the SCS into the groups causing significant rainfall in eastern Taiwan or not (the rainfall and non-rainfall groups). The rainfall group predominantly occurs during La Niña years in MJO phases 5. Both groups have similar average TC intensities, but the rainfall group’s path and the associated cyclonic circulation are placed more northward. Both groups of TCs coincide with QBWO’s cyclonic circulation, but the cyclonic circulation associated with the rainfall group stretched from the SCS to the Ryukyu Islands, favoring the moisture transport from the Philippine Sea to eastern Taiwan. We concluded that, excluding direct TC influences, the most favorable conditions for heavy rainfall in eastern Taiwan in Autumn are La Niña years during MJO phases 4–5, when the coinciding of TCs with appropriately structured QBWOs passing through the Bashi Channel or the Northern Philippines into the SCS. A regression model is developed based on the diagnostics in this study using vertically integrated moisture transport and divergence from 1000–700 hPa, which provide the basis of the storyline approach to estimate autumn rainfall over eastern Taiwan from the future projection of global climate models.

本研究调查了 10-11 月台湾东部降雨的多尺度变化,重点是南海热带气旋活动和东北季风流的伴生效应。秋季降雨量的年际变化受厄尔尼诺/南方涛动相位的显著影响。在拉尼娜年,由于南中国海上空的气旋流,异常的东南风加强了从南中国海-菲律宾海到台湾东部的水汽输送。秋季降雨对厄尔尼诺/南方涛动的响应是由南中国海的季内变率和相关的热带气旋活动造成的。在拉尼娜年,马登-朱利安涛动(MJO)对流区在第4-7阶段转移到南中国海-菲律宾海,准双周涛动(QBWO)对流活动在吕宋岛北部附近增强。我们将西进或在南中国海形成的热带气旋分为对台湾东部造成显著降雨或不造成降雨的两组(降雨组和不降雨组)。降雨组主要出现在拉尼娜年的 MJO 阶段 5。两组热气旋的平均强度相似,但降雨组的路径和相关气旋环流更偏北。两组热气旋都与 QBWO 的气旋环流重合,但与降雨组相关的气旋环流从南中国海延伸到琉球群岛,有利于水汽从菲律宾海输送到台湾东部。我们的结论是,除去直接的热带气旋影响,台湾东部秋季暴雨的最有利条件是 MJO 第 4-5 阶段的拉尼娜年,此时热带气旋与经过巴士海峡或菲律宾北部进入南中国海的结构适当的 QBWO 相吻合。根据本研究的诊断结果,利用垂直整合的水汽输送和 1000-700 hPa 的发散,建立了一个回归模型,为从全球气候模式的未来预测中估算台湾东部秋季降雨量提供了故事线方法的基础。
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引用次数: 0
Mechanisms Accounting for the Formation of the Strong Winds that Caused the Tripping Incident of Transmission Line in Eastern Inner Mongolia 导致内蒙古东部输电线路跳闸事故的强风形成机制分析
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-02-21 DOI: 10.1007/s13143-024-00352-w
Shuanglong Jin, Xiaolin Liu, Wang Bo, Zongpeng Song

Meteorological disasters pose a serious threat to the State Grid Corporation of China, which covers ~ 88% of Chinese national territory. Of these, strong winds deserve a special attention, as they often induce windage yaw discharge of transmission lines and even toppling of transmission towers, resulting in serious economic losses. On 28 June 2023, a severe tripping incident of transmission line appears in Eastern Inner Mongolia due to strong winds. In this study, we conduct comprehensive analyses to clarify the favorable background conditions and governing mechanisms for producing the strong winds. Main results are shown as follows. Synoptic analysis indicates that, the favorable background environments for the event are characterized by a strong upper-level jet associated upper tropospheric divergence; an intense middle-level warm advection ahead of a shortwave trough; and a long-lived lower-tropospheric mesoscale vortex. The strong winds that cause the tripping incident mainly occur in the southeastern quadrant of the vortex. Vorticity budget presents that the period from the mesoscale-vortex’s formation to 4 h before is crucial to the mesoscale vortex, as cyclonic vorticity increases rapidly mainly due to the lower-level convergence-related vertical stretching. In contrast, the horizontal transport mainly results in a net export of cyclonic vorticity, which is the most detrimental factor. Kinetic energy (KE) budget shows that, after the mesoscale vortex forms, the strong winds within its southeastern quadrant enhance rapidly. Overall, the positive work done by the pressure gradient force associated with the mesoscale vortex dominates the enhancement of strong winds; the horizontal transport of KE is the second dominant factor, and the vertical transport of KE (i.e., the downward momentum transportation) shows the least contribution.

国家电网公司的输电线路覆盖中国国土面积的约 88%,气象灾害对国家电网公司构成严重威胁。其中,大风值得特别关注,因为大风往往会引起输电线路风偏放电,甚至输电杆塔倾倒,造成严重的经济损失。2023 年 6 月 28 日,内蒙古东部地区因强风导致输电线路出现严重跳闸事故。在本研究中,我们进行了综合分析,以阐明产生强风的有利背景条件和支配机制。主要结果如下。同步分析表明,该事件的有利背景环境包括:与对流层上层辐散相关的强高层喷流;短波槽前的强烈中层暖平流;以及持续时间较长的低对流层中尺度涡旋。导致绊倒事件的强风主要发生在涡旋的东南象限。涡度预算显示,从中尺度涡旋形成到4小时前的这段时间对中尺度涡旋至关重要,因为气旋涡度迅速增加主要是由于低层辐合相关的垂直拉伸。相比之下,水平传输主要导致气旋涡度的净输出,这是最不利的因素。动能(KE)预算显示,中尺度涡旋形成后,其东南象限内的强风迅速增强。总体而言,与中尺度涡旋相关的压力梯度力所做的正功主导了强风的增强;动能的水平传输是第二主导因素,而动能的垂直传输(即向下的动量传输)所起的作用最小。
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引用次数: 0
Estimating Wind Shear Magnitude Near Runways at Hong Kong International Airport Using an Interpretable Local Cascade Ensemble Strategy 利用可解释的本地级联集合策略估算香港国际机场跑道附近的风切变幅度
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-02-20 DOI: 10.1007/s13143-024-00351-x
Afaq Khattak, Jianping Zhang, Pak-wai Chan, Feng Chen, Hamad Almujibah

The elevated occurrence rate of wind shear (WS) events near airport runways presents one of the major hazards to the safe and efficient operation of landing and takeoff procedures. As a consequence of this, aircraft are more likely to experience the possibility of losing control or encountering hindrances. Hence, it is crucial to assess the factors influencing wind shear occurrence. Previous studies extensively reported the susceptibility of the runways at Hong Kong International Airport (HKIA) to significant wind shear events. Therefore, in order to estimate WS magnitude near runways at HKIA and assess various contributing factors, this study presents a novel Local Cascade Ensemble (LCE) model with its hyperparameters optimized via a Tree-Structured Parzen Estimator (TPE) to estimate the wind shear magnitude. The pilot report data obtained from HKIA between 2017 and 2021 was employed for the training and evaluation of the TPE-tuned LCE model. The outcomes of the TPE-tuned LCE model were also compared to those of other contemporary machine learning (ML) models. The findings indicated that the TPE-tuned LCE model exhibited better predictive performance in comparison to other models, as assessed by a mean absolute error (MAE) of 4.38 knots, a mean squared error (MSE) of 70.28 knots, a root mean squared error (RMSE) of 8.38 knots, and coefficient of determination (R2) value of 0.79. Subsequently, model interpretation via SHapley Additive exPlanations (SHAP) technique was performed on the outcomes of TPE-tuned LCE. It indicated that that certain runways at HKIA, such as runway 07 C, 07 L, 25 C, and 25R, had a higher likelihood of experiencing elevated wind shear conditions within 1000 ft above the runway level.

机场跑道附近的风切变(WS)事件发生率较高,是影响起降程序安全高效运行的主要危险之一。因此,飞机更有可能失去控制或遇到障碍。因此,评估影响风切变发生的因素至关重要。以往的研究广泛报道了香港国际机场跑道易受重大风切变事件影响的情况。因此,为了估算香港国际机场跑道附近的风切变幅度,并评估各种因素,本研究提出了一个新颖的局部级联集合(LCE)模型,其超参数通过树状结构帕尔森估算器(TPE)进行优化,以估算风切变幅度。香港国际机场在 2017 年至 2021 年期间获得的试验报告数据被用于训练和评估经 TPE 调整的 LCE 模型。TPE 调整的 LCE 模型的结果也与其他当代机器学习(ML)模型的结果进行了比较。研究结果表明,与其他模型相比,TPE 调整的 LCE 模型表现出更好的预测性能,其平均绝对误差 (MAE) 为 4.38 节,平均平方误差 (MSE) 为 70.28 节,均方根误差 (RMSE) 为 8.38 节,决定系数 (R2) 为 0.79。随后,通过 SHapley Additive exPlanations(SHAP)技术对 TPE 调整的 LCE 结果进行了模型解释。结果显示,香港国际机场的某些跑道,如 07 C、07 L、25 C 和 25R 跑道,在跑道水平面以上 1000 英尺范围内出现风切变条件升高的可能性较高。
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引用次数: 0
Characteristic Changes in the Strengthening Western Disturbances over Karakoram in Recent Decades 近几十年喀喇昆仑上空不断加强的西部扰动的特征变化
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-02-14 DOI: 10.1007/s13143-024-00354-8
Aaquib Javed, Pankaj Kumar

Western disturbances (WDs) are upper-tropospheric mid-latitude synoptic systems propagating eastward along the subtropical westerly jet stream. They are capable of causing extreme precipitation events and have strengthened their impact over the Karakoram part of the Himalayas in recent decades. They play a crucial role in the sustenance of the “Karakoram Anomaly,” which refers to the anomalous stability/surge of a few Karakoram glaciers in contrast to the other glaciers of the Himalayas. Using the existing WD-catalog derived from ERA5 and MERRA2 reanalysis datasets, we observed that the core genesis zone for Karakoram WDs had undergone a statistically significant shift of ~ 9.7oE, migrating towards more favourable conditions for cyclogenesis. The study proposes a new parameter to identify regions of potential extratropical cyclogenesis. The shift can be attributed to an enhanced genesis potential, convergence, and higher moisture availability along the WD path. Composite analysis suggests that moisture availability has risen significantly over the shifted zone. Moreover, the propagation speeds of these systems have significantly declined, which explains the recent intensification of precipitation events related to WDs over the Karakoram and hints toward a crucial synoptic influence on the anomalous regional mass-balance phenomenon.

西部扰动(WDs)是沿副热带西风喷流向东传播的高层中纬度合流系统。它们能够造成极端降水事件,近几十年来对喜马拉雅山脉喀喇昆仑山脉的影响不断加强。它们在维持 "喀喇昆仑异常现象 "方面发挥了至关重要的作用。"喀喇昆仑异常现象 "是指与喜马拉雅山的其他冰川相比,喀喇昆仑的少数冰川异常稳定/骤增。利用ERA5和MERRA2再分析数据集得出的现有WD目录,我们观察到喀喇昆仑山WD的核心成因区在统计上发生了约9.7oE的显著偏移,向更有利于气旋生成的条件迁移。这项研究提出了一个新的参数来识别潜在的外热带气旋生成区。这种转变可归因于WD路径沿线的成因潜力增强、辐合和更高的水汽可用性。综合分析表明,移位区域的水汽供应显著增加。此外,这些系统的传播速度明显下降,这解释了近期喀喇昆仑上空与 WD 有关的降水事件加剧的原因,并暗示了对异常区域质量平衡现象的重要天气影响。
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引用次数: 0
Potential Improvement of GK2A Clear-Sky Atmospheric Motion Vectors Using the Convolutional Neural Network Model 利用卷积神经网络模型改进 GK2A 晴空大气运动矢量的潜力
IF 2.2 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2024-02-08 DOI: 10.1007/s13143-023-00349-x
Hwayon Choi, Yong-Sang Choi, Hyo-Jong Song, Hyoji Kang, Gyuyeon Kim

In this study, we propose a new approach to improve the accuracy of the horizontal atmospheric motion vector (AMV) in cloud-free skies and its forecasting. We adapted the optical flow of the convolutional neural network (CNN) framework model using two 10-min interval infrared images at water vapor channels (centered at 6.3, 7.0, and 7.3 (mu m)) from the Korean geostationary satellite GEO-KOMPSAT-2A (GK2A). Since all pixels had seamless AMVs calculated by CNN (CNN AMVs), we could also predict AMVs using the linear regression method. The tracking performance of the CNN-based algorithm was validated using AMVs retrieved from GK2A (GK2A AMVs) by estimating the difference between those values and the ECMWF (European Centre for Medium-Range Weather Forecasts) Reanalysis v5 (ERA5) wind data over Korea in 2022. CNN AMVs showed similar or better root-mean-square vector differences (RMSVDs) than GK2A AMVs (12.33–12.86 vs. 15.89–19.96 m/s). The RMSVDs of the forecasted AMVs were 2.74, 2.95, 3.41, and 4.79 m/s at lead times of 10, 20, 30, and 60 min, respectively. Consequently, our method showed higher accuracy for tracking motion in the production of AMVs and succeeded in forecasting AMVs. We expect that such potential improvements in computational accuracy for operational GK2A AMVs will contribute to increased accuracy when forecasting meteorological phenomena related to wind.

摘要 在本研究中,我们提出了一种新方法来提高无云天空中水平大气运动矢量(AMV)及其预报的精度。我们利用韩国地球静止卫星 GEO-KOMPSAT-2A(GK2A)在水汽通道(以 6.3、7.0 和 7.3 (mu m) 为中心)的两幅 10 分钟间隔的红外图像,对卷积神经网络(CNN)框架模型的光流进行了调整。由于所有像素都有由 CNN 计算出的无缝 AMVs(CNN AMVs),我们还可以使用线性回归方法预测 AMVs。我们使用从 GK2A 获取的 AMVs(GK2A AMVs),通过估算这些值与 2022 年韩国上空的 ECMWF(欧洲中期天气预报中心)再分析 v5(ERA5)风数据之间的差值,验证了基于 CNN 算法的跟踪性能。与 GK2A AMV 相比,CNN AMV 显示出相似或更好的均方根矢量差(RMSVDs)(12.33-12.86 vs. 15.89-19.96 m/s)。在预报时间为 10、20、30 和 60 分钟时,预报 AMV 的均方根向量差分别为 2.74、2.95、3.41 和 4.79 m/s。因此,我们的方法在产生 AMV 的过程中显示出更高的运动跟踪精度,并成功预测了 AMV。我们预计,这种对运行中的 GK2A AMV 计算精度的潜在改进将有助于提高预报与风有关的气象现象的精度。
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Asia-Pacific Journal of Atmospheric Sciences
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