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An Evaluation of the Current Short-term PM2.5 Forecasting Accuracy in Seoul 首尔市近期PM2.5预报精度评价
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-20 DOI: 10.1007/s13143-025-00426-3
Ba-Da Yeon, Seung-Bu Park, Jihoon Seo

The accuracy of PM2.5 forecasts in Seoul from 2019 to 2023 was assessed using multiple methods. Daily short-term PM2.5 forecasts, which were provided as four categories (good, moderate, bad, and very bad), were directly compared with the corresponding PM2.5 observation data. Although the probability of detection for days with high PM2.5 concentrations increased, a simultaneous rise in the false alarm rate resulted in no improvement in the total accuracy and F1-score. To analyze these trends in more detail, the forecast accuracy was further examined based on the PM2.5 categories. The results showed an annual improvement of 3.65% in the accuracy for the bad category. An analysis based on the announcement time also indicated an increase of over 20% in the accuracy for the bad category for next-day and day-after forecasts. The confusion matrices of forecasted and observed PM2.5 categories confirmed this improvement, which was primarily due to a reduction in the number of instances where the moderate category was forecasted as bad. However, the accuracy for the good category showed no significant change and that for the moderate category even declined. These findings highlight the importance of category-specific evaluation in air quality forecasting and improving the forecast accuracy, particularly for the good and moderate categories. The reliability of forecasts and their policy relevance may be improved by utilizing these insights and addressing temporal and spatial limitations.

利用多种方法对首尔市2019 - 2023年PM2.5预报的准确性进行了评估。每日PM2.5短期预报分为好、中、差、极差四类,直接与相应的PM2.5观测数据进行对比。虽然PM2.5浓度高的日子的检测概率增加了,但同时虚警率的上升并没有导致总准确率和f1评分的提高。为了更详细地分析这些趋势,根据PM2.5的类别进一步检查了预测的准确性。结果表明,不良分类的准确率每年提高3.65%。一项基于公告时间的分析也表明,第二天和后天预测的恶劣类别准确率提高了20%以上。预测和观测PM2.5类别的混淆矩阵证实了这一改善,这主要是由于预测中等类别为坏的实例数量减少。然而,“好”类别的准确性没有明显变化,“中等”类别的准确性甚至下降了。这些研究结果突出了在空气质量预测和提高预测准确性方面进行特定类别评估的重要性,特别是对良好和中等类别的预测。通过利用这些见解并解决时间和空间限制,可以提高预测的可靠性及其政策相关性。
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引用次数: 0
The Influence of the Quasi-BiWeekly Oscillation on the Onset, Monsoon Breaks, and Rainfall Extremes During the Southwest Monsoon Season in the Philippines 准双周振荡对菲律宾西南季候风开始、季风中断和极端降水的影响
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-16 DOI: 10.1007/s13143-025-00429-0
Lyndon Mark P. Olaguera, John A. Manalo, Jun Matsumoto

This study investigates the influence of the Quasi-BiWeekly Oscillation (QBWO) on the onset, monsoon breaks, and extreme rainfall events in the Philippines during the southwest monsoon season from 1980 to 2019. Findings show that the occurrence of extreme rainfall events over the Philippines follows the northward to northwestward movement of QBWO-related convective anomalies. These events initially appear in Mindanao and Visayas (Phase 5), then shift toward Luzon (Phases 7–8), and may persist along Luzon’s western coast up to Phase 2. The contribution of tropical cyclones (TCs), low-pressure systems (LPSs), and other disturbances to extreme rainfall was also assessed. Although their percentage contribution to the total extreme rainfall varies substantially across stations, their impacts are more apparent in Phase 6, coinciding with northward/northwestward propagation of the convective anomalies of the QBWO towards the Philippines. Monsoon breaks, which is defined as the period when the average rainfall across the western coastal stations in Luzon Island decreases below 5 mm day-1 for at least three consecutive days, also show distinct QBWO-phase preferences such that short to medium breaks are more frequent in Phases 3–5, coinciding with the movement of the anticyclonic anomaly of the QBWO from the South China Sea toward East Asia in these phases. In contrast, longer breaks occur more frequently in Phases 4–6 and may persist until Phase 7, when the northeasterlies at the northern flank of the cyclonic circulation anomaly of the QBWO weaken the southwest monsoon. The southwest monsoon onset in the Philippines typically begins during Phase 1 and Phases 6–8. Notably, about 82% of monsoon onset events occurred during these phases when the QBWO amplitude exceeded 0.5, suggesting that a real-time QBWO index could aid in monitoring the monsoon onset.

本文研究了准双周涛动(QBWO)对1980 - 2019年西南季风季节菲律宾季风爆发、季风中断和极端降雨事件的影响。结果表明,菲律宾极端降水事件的发生与qbwo相关的对流异常由北向西北移动有关。这些事件最初出现在棉兰老岛和米沙鄢群岛(第5级),然后转移到吕宋岛(第7-8级),并可能沿着吕宋岛西海岸持续到第2级。还评估了热带气旋、低压系统和其他扰动对极端降雨的贡献。虽然它们对总极端降雨的贡献百分比在各个站之间有很大差异,但它们的影响在第6阶段更为明显,与QBWO对菲律宾的对流异常向北/西北传播相一致。季风中断是指吕宋岛西部沿海站的平均降雨量至少连续3天低于5毫米/日的时期,季风中断也表现出明显的QBWO阶段偏好,其中3-5阶段的中短中断更为频繁,与QBWO反气旋异常在这些阶段从南海向东亚移动相一致。相反,在第4-6阶段更频繁地出现较长的中断,并可能持续到第7阶段,此时QBWO气旋环流异常北侧的东北风减弱了西南季风。菲律宾西南季风通常在第1级和第6-8级期间开始。值得注意的是,约82%的季风事件发生在QBWO振幅超过0.5的这些阶段,这表明实时QBWO指数有助于监测季风的发生。
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引用次数: 0
Observation-Constrained Intercomparison of CMIP6 GCMs Precipitation Projections around Japan CMIP6 GCMs对日本周边降水预估的观测约束比对
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-05 DOI: 10.1007/s13143-025-00423-6
Do-yup Kim, Naoki Shirakawa

This study conducts an observation-constrained intercomparison of 23 CMIP6 global climate models (GCMs) for precipitation over Japan. We quantify relative agreement between models and a regional reference analysis from the JMA mesoscale system (GPV-MSM) for 2015–2023. Eight precipitation indices (mean, 90th percentile, max5d, CWD, etc.) and four statistical metrics (correlation, Pbias, NRMSE, Taylor skill score) are synthesized via entropy-weighted TOPSIS to obtain a proximity-to-reference coefficient and a similarity-based ordering. To limit interpolation artifacts, all fields are remapped to a 1.0° × 1.0° common grid. Because the CMIP6 Historical experiment ends in 2014, ScenarioMIP SSP585 simulations are used for 2015–2023. Axis-specific results show a stable latitudinal top-tier cohort comprising ACCESS-CM2, KACE-1-0-G, and UKESM1-0-LL, each with Top-3 inclusion probabilities ≥ 89%. In the longitudinal direction, a distinct three-model cohort—KACE-1-0-G, CNRM-ESM2-1, and CESM2-WACCM—emerges with Top-3 probabilities near 60%. Bootstrap resampling indicates consistent rank structures (median Kendall’s Tau = 0.87 for latitude and 0.72 for longitude), with wider intervals in the longitudinal rankings indicating larger sampling variability. Across indices, the intercomparison indicates systematic model-reference differences: many models show lower amplitudes in extreme-intensity indices (90P, max5d) together with positive differences in wet-spell persistence (CWD, CWD10). The synthesis therefore identifies cohorts with comparatively higher similarity across multiple indicators (e.g., ACCESS-CM2, KACE-1-0-G, UKESM1-0-LL) and others with lower similarity (e.g., INM-CM4-8, IPSL-CM6A-LR). All findings are interpreted as relative agreement with an observation-constrained regional analysis over 2015–2023 and are intended to support bias-aware, purpose-specific use of CMIP6 precipitation in regional applications.

本研究对23个CMIP6全球气候模式(GCMs)进行了观测约束下的日本降水对比。我们量化了2015-2023年模式与JMA中尺度系统(GPV-MSM)区域参考分析之间的相对一致性。通过熵加权TOPSIS综合8个降水指标(mean, 90百分位,max5d, CWD等)和4个统计指标(correlation, Pbias, NRMSE, Taylor skill score),得到接近参考系数和基于相似性的排序。为了限制插值伪影,所有字段都被重新映射到1.0°× 1.0°的公共网格。由于CMIP6历史实验于2014年结束,因此2015-2023年将使用scenario ip SSP585模拟。轴特异性结果显示,一个稳定的纬度顶级队列包括ACCESS-CM2、KACE-1-0-G和UKESM1-0-LL,每个前3名纳入概率≥89%。在纵向上,一个明显的三模式队列——kace -1-0- g、CNRM-ESM2-1和cesm2 - waccm出现,前三种概率接近60%。Bootstrap重采样表明了一致的秩结构(中位数Kendall 's Tau = 0.87的纬度和0.72的经度),更宽的间隔在纵向排名表明更大的抽样变异性。各指数之间的对比显示出系统的模式参考差异:许多模式在极端强度指数(90P、max5d)上呈现较低的振幅,而在湿期持续时间(CWD、CWD10)上呈现正差异。因此,该综合方法确定了在多个指标(如ACCESS-CM2、KACE-1-0-G、UKESM1-0-LL)上具有较高相似性的队列,以及其他相似性较低的队列(如INM-CM4-8、IPSL-CM6A-LR)。所有研究结果都被解释为与2015-2023年观测受限的区域分析相对一致,旨在支持CMIP6降水在区域应用中的偏差感知和特定目的使用。
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引用次数: 0
Analysis of Low-Level Wind Shear at the Incheon International Airport in Coastal Region 沿海地区仁川国际机场低层风切变分析
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-05 DOI: 10.1007/s13143-025-00424-5
Young-Hee Lee, Ki-Hong Min

This study analyzed the characteristics and mechanisms of low-level wind shear at Incheon International Airport (IIA), which is located in a coastal region with gentle terrain, using 1-minute wind data from the Aerodrome Meteorological Observation System (AMOS) and hourly ERA5 reanalysis data. Wind measurements from 8 AMOS stations positioned along runways revealed a dominant channeling effect along the runway, with prevailing northwesterly and southeasterly winds, along with small-scale horizontal variability. The analysis of joint frequency distributions between near-surface and upper-level winds indicated that the northwesterly winds resulted from downward momentum transport, while the southeasterly winds occurred due to baroclinicity and pressure-driven channeling under stable stratification. These southeasterly winds were enhanced by the land breezes. Thermally-driven circulations, including land-sea breezes and slope winds, further contributed to the horizontal heterogeneity in wind patterns. On strong-synoptic forcing days, wind heterogeneity increased with wind speed, whereas on weak-synoptic forcing days, it peaked in the early afternoon due to local sea breeze development. Vertical wind shear events exceeding 7.7 m s-1 (15 knots) between the surface and 975 hPa were more frequent at night, accounting for 3.0% (headwind) and 4.2% (crosswind) of study period. Strong shear events were often accompanied with strong synoptic winds, but some events were associated with moderate synoptic southeasterly and southwesterly winds due to interactions with land-breeze forcing. The results emphasize the importance of the interaction between synoptic forcing and land breeze forcing in low-level wind shear in coastal regions and provide insights for enhancing flight safety and small air mobility operations.

利用机场气象观测系统(AMOS)的1分钟风资料和逐时ERA5再分析资料,分析了地势平缓的沿海地区仁川国际机场(IIA)低空风切变的特征和机制。沿着跑道的8个AMOS站点的风测量显示,沿跑道的主导通道效应,主要是西北风和东南风,以及小规模的水平变化。近地面风和高空风的联合频率分布分析表明,西北风是由向下的动量输送引起的,而东南风是在稳定的分层条件下由斜压和压力驱动的通道引起的。这些东南风被陆风加强了。包括陆海风和坡风在内的热驱动环流进一步加剧了风型的水平异质性。在强天气强迫日,风的非均质性随着风速的增加而增加,而在弱天气强迫日,由于局地海风的发展,风的非均质性在下午早些时候达到峰值。地面和975 hPa之间超过7.7 m s-1(15节)的垂直风切变事件在夜间更为频繁,占研究期间逆风和侧风的3.0%和4.2%。强切变事件通常伴随着强天气风,但由于与陆风强迫的相互作用,一些事件与温和的东南和西南风有关。这些结果强调了天气强迫和陆风强迫在沿海地区低层风切变中的相互作用的重要性,并为加强飞行安全和小型空中机动作业提供了见解。
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引用次数: 0
Record Rainfall from the Enhanced Southwest Monsoon in Metro Manila, Philippines: A Comparative Study of Recent Events 菲律宾马尼拉地区西南季风增强的降水记录:近期事件的比较研究
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2026-01-05 DOI: 10.1007/s13143-025-00425-4
Lyndon Mark Payanay Olaguera, Alwin Andriel L. Bathan, Edward Kyle Badua, Erica N. Bañares, Clint Eldrick R. Petilla, John A. Manalo, Faye Abigail T. Cruz, Jose Ramon T. Villarin

Non-landfalling tropical cyclones (TCs) traversing north and northeast of the Philippines during the southwest monsoon season (locally, Habagat) often enhance the prevailing moisture-laden southwest monsoon flow, inducing heavy rainfall and flooding events, particularly along the western coast of the country. One such event occurred last July 23–24, 2024 (Habagat 2024), when the Habagat was enhanced by TC GAEMI (locally, Super Typhoon CARINA) and some parts of the country received a month’s worth of rainfall. This study examines its unique features and compares it with recent Habagat events. Events with rainfall amounts above the 95th percentile in weather stations within Metro Manila in July and August for at least two days from 2012 to 2024 were selected for the analysis. Habagat 2024 produced exceptionally high rainfall, most of which occurred within 24 h. This record rainfall was accompanied by higher than normal magnitudes of the horizontal winds, vertically integrated moisture flux convergence (VIMFC), stream function, vertically integrated moisture flux (VIMF), and surface latent heat flux. The Moisture Conveyor Belt for the Habagat 2024 event, in particular, was noticeably more pronounced, which explains the higher rainfall rate relative to previous Habagat events. Furthermore, the VIMF anomalies were further separated into the basic flow (monsoon only) and the TC perturbation flow using spatial Fourier decomposition analysis to identify which contributes more to rainfall enhancement over Metro Manila. Habagat 2024 exhibited the strongest basic monsoon flow and TC perturbation flow among all events, with the latter contributing more to the rainfall enhancement.

非登陆热带气旋(TCs)在西南季风季节(在当地称为Habagat)穿过菲律宾北部和东北部,通常会增强普遍存在的充满水分的西南季风流,引起强降雨和洪水事件,特别是在该国的西海岸。一个这样的事件发生在2024年7月23日至24日(Habagat 2024),当时Habagat受到TC GAEMI(当地超级台风CARINA)的增强,该国部分地区获得了一个月的降雨量。本研究考察了其独特的特点,并将其与最近的Habagat事件进行了比较。选取2012年至2024年7月和8月至少两天的马尼拉大都会气象站降雨量超过第95百分位数的事件进行分析。Habagat 2024出现了异常强降水,大部分发生在24 h以内,且水平风、垂直积分水汽通量辐合(VIMFC)、流函数、垂直积分水汽通量(VIMF)和地表潜热通量均高于正常量级。特别是Habagat 2024事件的湿度传送带明显更加明显,这解释了相对于以前的Habagat事件更高的降雨量。此外,利用空间傅里叶分解分析将VIMF异常进一步划分为基本流(仅季风)和TC扰动流,以确定哪个对马尼拉大都会降雨增强的贡献更大。Habagat 2024表现出最强的基本季风流和TC扰动流,后者对降雨增强的贡献更大。
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引用次数: 0
Synoptic-Scale Environment for Heavy Rainfall Over the Korean Peninsula During the Changma (late June through mid-July) and August 昌马(6月下旬至7月中旬)和8月朝鲜半岛强降雨的天气尺度环境
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-10 DOI: 10.1007/s13143-025-00421-8
Sang-Hun Park, Uju Shin, Sehyun Lee, Tae-Young Lee

This study examines the synoptic-scale environment for heavy rainfall over the Korean Peninsula (KP) during the Changma (late June through mid-July) and August using a 30-year dataset (1990–2019). The K-means clustering of geopotential height and equivalent potential temperature at 850 hPa has produced nine clusters of synoptic-scale environment, which are classified into 4 patterns. For the Changma, 1) the pattern 1 (C2, C4 and C6 clusters): a synoptic cyclone to the north, the western North Pacific Subtropical high (WNPSH) to the southeast of the KP, a significant trough to the southeast of the Tibetan plateau, and the strong southwesterly band from SW China to the KP, 2) the pattern 2 (C3 and C5) is similar to the pattern 1 except for the ridge over northeastern China, 3) the pattern 3 (C1 and C7) is similar to the pattern 2, except for the synoptic-scale trough over the South China Sea, and 4) the pattern 4 (C8 and C9) is not a typical Changma pattern. For August, 1) the pattern 1 (A3, A8 and A9) is similar to the Changma pattern 1, however, the Tibet trough and the southwesterly belt are relatively weak, 2) the pattern 2 (A7 and A2) shows heavy rainfall along the western edge of the WNPSH accompanied by relatively frequent tropical cyclones (TCs), 3) the pattern 3 (A5 and A6) shows heavy rainfall along the western edge of the WNPSH with a trough over the Yellow Sea, and 4) the pattern 4 (A4 and A1) shows heavy rainfall away from the WNPSH.

本研究利用一个30年的数据集(1990-2019)研究了昌马(6月下旬至7月中旬)和8月期间朝鲜半岛(KP)强降雨的天气尺度环境。850 hPa位势高度和等效位势温度的k -均值聚类产生了9个天气尺度环境聚类,可分为4种类型。
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引用次数: 0
Synoptic-Scale and Mesoscale Features Favorable for the Occurrence of Three Successive Gust Front Days Over the Southeastern Coast of China 有利于中国东南沿海连续三天阵风锋出现的天气尺度和中尺度特征
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-10 DOI: 10.1007/s13143-025-00411-w
Longbin Ye, Jing Zhu, Xin Huang, Yipeng Huang, Hui Zheng

From 31 July to 2 August 2022, a successive three-day gust front (GF) event occurred over southeastern coastal China, as clearly observed in satellite and radar data. Such successive GF events were uncommon in this region of complex hilly terrain. This study employed multi-source observations and reanalysis data to conduct observational and mechanistic analyses of these events. The GFs originated primarily from multicellular storms, with surface stations recording characteristic abrupt temperature drops and relative humidity increases. Results showed that the GF event was closely linked to specific synoptic conditions during the northward movement of Typhoon “Trases”, which established an environment conducive to parent storm and GF development. Composite analysis of non-GF days preceding and following the event indicated that GF occurrence was inhibited regardless of whether the typhoon was positioned south or north of the region. Conversely, the typhoon’s remote enhancement of land–sea circulation played an essential role in GF formation by moistening the boundary layer—an effect notably absent on non-GF days. Objective classification of mid-to-low-level circulation patterns from 2018 to 2022 (July–August) using T-mode principal component analysis with oblique rotation and self-organizing map showed that GF days corresponded to a circulation pattern occurring on only 2.9% of the total days, confirming the rarity of such synoptic configurations.

从2022年7月31日到8月2日,中国东南沿海地区发生了连续3天的阵风锋(GF)事件,卫星和雷达资料观测结果清晰。这种连续的GF事件在这个复杂的丘陵地形地区并不常见。本研究采用多源观测和再分析资料对这些事件进行观测和机理分析。GFs主要起源于多细胞风暴,地面台站记录了典型的突然温度下降和相对湿度增加。结果表明,此次GF事件与台风“特拉斯”北上过程中的特定天气条件密切相关,为母风暴和GF的发展创造了有利环境。对台风前后非GF日的综合分析表明,无论台风位于该地区的南部还是北部,GF的发生都受到抑制。相反,台风对陆海环流的远程增强通过润湿边界层在GF形成中发挥了重要作用,而非GF日明显没有这种作用。利用倾斜旋转和自组织图的t型主成分分析对2018 - 2022年(7 - 8月)的中低层环流类型进行客观分类,GF日对应的环流类型仅占总日数的2.9%,证实了这种天气配置的罕见性。
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引用次数: 0
New Indices for the Classification of Cold Surges Over South Korea 韩国寒潮分类新指数
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-12-02 DOI: 10.1007/s13143-025-00422-7
Jahyun Choi, Jee-Hoon Jeong, Tae-Won Park, Changi Lee

Cold surges over South Korea are among the most extreme winter weather events, typically triggered by wave-train propagation or subarctic blocking in the upper troposphere. A widely used classification framework categorizes cold surges based on the upper-tropospheric circulation pattern on the day of onset. To overcome the limitation of this framework, cold surge indices are newly developed by considering the spatiotemporal evolution of circulation features characteristic of each cold surge type. During the pre-onset period (Day − 3 to 0), the daily geopotential height anomalies at 300 hPa are projected onto wave-train and blocking features in the dynamically defined domains, and new wave-train index (WI_n) and blocking index (BI_n) are developed based on this projection. Compared to the original scheme, the newly developed indices more accurately represent the dynamical evolution of upper-tropospheric circulation patterns, significantly reducing the number of Mixed-type cold surges (MT) from 115 to 77 and Unclassified cold surges from 64 to 18. Furthermore, thermodynamic analysis reveals that blocking-type cold surges (BT) exhibit longer duration, colder temperature anomalies, and greater intensity than wave-train-type cold surges (WT), consistent with their quasi-stationary blocking structure. By incorporating the evolution of circulation features before onset, the new indices offer clearer dynamical distinctions between cold surge types and provide a robust, physically interpretable foundation for their improved diagnosis and prediction.

韩国的寒潮是最极端的冬季天气事件之一,通常是由对流层上层的波列传播或亚北极阻塞引发的。一个广泛使用的分类框架是根据冷潮发生当天的对流层上层环流型对冷潮进行分类。为了克服这一框架的局限性,本文通过考虑各冷潮类型的环流特征的时空演变,建立了冷潮指数。在开始前(−3 ~ 0),将300 hPa的日位势高度异常投影到动态定义域的波列和阻塞特征上,并在此基础上建立了新的波列指数(WI_n)和阻塞指数(BI_n)。与原方案相比,新编制的指数更准确地反映了对流层上层环流模式的动力演变,将混合型冷潮(MT)的数量从115个减少到77个,将未分类冷潮的数量从64个减少到18个。此外,热力学分析表明,阻塞型冷浪(BT)比波列型冷浪(WT)具有更长的持续时间、更冷的温度异常和更强的强度,这与它们的准平稳阻塞结构一致。通过结合开始前环流特征的演变,新指数提供了更清晰的冷潮类型之间的动力学区别,并为其改进的诊断和预测提供了可靠的物理解释基础。
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引用次数: 0
Dynamic Processes and Multiscale Systems Interaction During an Extreme Heavy Rainfall Event in North China 华北一次极端强降水事件的动力过程与多尺度系统相互作用
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-11-19 DOI: 10.1007/s13143-025-00414-7
Li Feng, Lei Wu, Changliang Shao, Lin Zhang

The research reveals the origins and persistence of the extremely heavy rainstorm in North China in July 2023 (known as the “23.7” rainstorm). Unlike previous research, it applies scale separation and an advanced energy diagnostic equation to analyze energy transformations among multi-scale weather systems, highlighting their collective impact. Utilizing hourly rainfall data from over 70,000 national stations, along with daily global Final Analysis Data (FNL 1 º × 1 º) from NCEP/NCAR, the study employs Barnes bandpass filtering for atmospheric field separation and an energy equation to diagnose energy conversions. It finds that the “23.7” rainstorm is a complex, multi-scale phenomenon, with the synoptic to meso-α scales scales playing a pivotal role. The storm’s sustenance mechanism resembles the conditional instability of second kind (named R-CISK), focusing on upper tropospheric westerly jet divergence that triggers mid-tropospheric ascent, diverging from CISK’s emphasis on boundary layer friction. This initiates cumulus convection, followed by lower tropospheric jet convergence and typhoon-induced low-pressure trough interaction, uplifting lower layer air and coupling with mid-to-upper level convection. The energy diagnosis shows that large scale and synoptic scale systems are the primary energy sources. The kinetic energy interplay and conversion of buoyancy work and baroclinic energy are the main drivers of energy transformation, essential for storm development. These insights and methods enhance traditional rainstorm models and diagnostic techniques, offering valuable references for future regional heavy rainstorm forecasting and analysis.

研究揭示了2023年7月华北特大暴雨(“23.7”暴雨)的成因和持续时间。与以往的研究不同,它应用尺度分离和先进的能量诊断方程来分析多尺度天气系统之间的能量转换,突出它们的集体影响。利用来自7万多个国家站点的每小时降雨量数据,以及来自NCEP/NCAR的每日全球最终分析数据(FNL 1º× 1º),该研究采用巴恩斯带通滤波进行大气场分离,并使用能量方程来诊断能量转换。结果表明,“23.7”暴雨是一个复杂的多尺度现象,天气尺度到中尺度尺度起着关键作用。该风暴的维持机制类似于第二类条件不稳定(R-CISK),其重点是对流层上层西风急流辐散引发对流层中层上升,与CISK强调的边界层摩擦有所不同。由此引发积云对流,随后发生对流层低空急流辐合和台风低压槽相互作用,低层空气抬升并与中高层对流耦合。能量诊断表明,大尺度系统和天气尺度系统是主要的能量来源。浮力功和斜压能的动能相互作用和转换是能量转换的主要驱动力,对风暴的发展至关重要。这些见解和方法增强了传统的暴雨模型和诊断技术,为未来区域暴雨预报和分析提供了有价值的参考。
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引用次数: 0
A Variable-resolution Approach for KIM with a Stretched Grid 一种基于拉伸网格的可变分辨率KIM方法
IF 2.3 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2025-11-13 DOI: 10.1007/s13143-025-00418-3
Suk-Jin Choi, Hyun Nam

The Korean Integrated Model (KIM) is a global numerical weather prediction model that uses the spectral element method on a (quasi-) uniform-resolution cubed-sphere grid. However, to investigate high-resolution prediction performance in the domain of interest, global high-resolution experiments must be considered. These experiments incur a significant computational burden owing to the increased number of grid points and the need for temporal integration at finer time steps. To address this issue, we implemented a stretched variable-resolution grid in the KIM, based on the Schmidt transformation. This approach allows for high-resolution effects in the region of interest while using a coarser grid elsewhere. With the stretched global grid, grid sizes are seamlessly scaled between high and low resolutions.

In this study, we evaluated the forecasting accuracy and computational efficiency of the variable-resolution KIM and compared these metrics with those of the corresponding uniform-resolution KIM. In the higher-resolution target region, the forecast skill of the variable-resolution grid was similar to that of the 8-km high-resolution uniform grid and even outperformed the 25-km reference-resolution uniform grid in the KIM. Furthermore, the variable-resolution configuration offers a significant improvement in computational efficiency, reducing the total 3-day forecast run time by approximately 88% compared with that of the high-resolution configuration with a uniform grid.

韩国综合模式(KIM)是一种全球数值天气预报模式,在(准)均匀分辨率立方球网格上使用谱元方法。然而,为了研究感兴趣领域的高分辨率预测性能,必须考虑全局高分辨率实验。由于网格点数量的增加和需要在更细的时间步长上进行时间积分,这些实验产生了很大的计算负担。为了解决这个问题,我们在KIM中实现了一个基于Schmidt变换的拉伸可变分辨率网格。这种方法允许在感兴趣的区域获得高分辨率效果,而在其他地方使用较粗的网格。通过拉伸的全局网格,网格大小可以在高分辨率和低分辨率之间无缝缩放。在这项研究中,我们评估了变分辨率KIM的预测精度和计算效率,并将这些指标与相应的均匀分辨率KIM进行了比较。在更高分辨率目标区域,变分辨率网格的预报能力与8 km高分辨率均匀网格相当,甚至优于KIM中25 km参考分辨率均匀网格。此外,可变分辨率配置显著提高了计算效率,与具有均匀网格的高分辨率配置相比,将总3天预测运行时间减少了约88%。
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Asia-Pacific Journal of Atmospheric Sciences
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