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Estimation of mean water vapour residence time during tropical cyclones using a Lagrangian approach 用拉格朗日方法估计热带气旋期间的平均水汽停留时间
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-06-01 DOI: 10.1016/j.tcrr.2022.08.001
Albenis Pérez-Alarcón , Patricia Coll-Hidalgo , José C. Fernández-Alvarez , Raquel Nieto , Luis Gimeno

Tropical cyclone (TC)-related rainfall mostly depends on the atmospheric moisture uptake from local and remote sources. In this study, the mean water vapour residence time (MWVRT) was computed for precipitation related to TCs in each basin and on a global scale by applying a Lagrangian moisture source diagnostic method. According to our results, the highest MWVRT was found for the TCs over the South Indian Ocean and South Pacific Ocean basins (∼3.08 days), followed by the Western North Pacific Ocean, Central and East North Pacific Ocean, North Indian Ocean, and North Atlantic Ocean basins (which exhibited values of 2.98, 2.94, 2.85, and 2.72 days, respectively). We also found a statistically significant (p < 0.05) decrease in MWVRT, at a rate of ∼2.4 h/decade in the North Indian Ocean and ∼1.0 h/decade in the remaining basins. On average, the MWVRT decreased during the 24 h before TCs made landfall, and the atmospheric parcels precipitated faster after evaporation when TCs moved over land than over the ocean. Further research should focus on the relationship between global warming and MWVRT of atmospheric parcels that precipitate over TC positions.

热带气旋相关的降雨主要依赖于局地和远地大气对水分的吸收。本研究采用拉格朗日湿源诊断方法,计算了各流域和全球尺度上与TCs相关降水的平均水汽停留时间(MWVRT)。根据我们的研究结果,南印度洋和南太平洋盆地的TCs的MWVRT最高(~ 3.08 d),其次是北太平洋西部、北太平洋中部和东部、北印度洋和北大西洋盆地(分别为2.98、2.94、2.85和2.72 d)。我们还发现了统计学上显著的(p <0.05) MWVRT减少,在北印度洋以~ 2.4 h/ 10年的速率减少,在其余盆地以~ 1.0 h/ 10年的速率减少。平均而言,在tc登陆前24 h, MWVRT减小,并且当tc在陆地上空移动时,大气包蒸发后的降水速度比在海洋上空更快。进一步的研究应集中在全球变暖与在TC位置上沉淀的大气包裹的MWVRT之间的关系。
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引用次数: 1
Minimal conceptual models for tropical cyclone intensification 热带气旋增强的最小概念模式
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-06-01 DOI: 10.1016/j.tcrr.2022.06.002
Michael T. Montgomery , Roger K. Smith

We examine a hierarchy of minimal conceptual models for tropical cyclone intensification. These models are framed mostly in terms of axisymmetric balance dynamics. In the first set of models, the heating rate is prescribed in such a way to mimic a deep overturning circulation with convergence in the lower troposphere and divergence in the upper troposphere, characteristic of a region of deep moist convection. In the second set, the heating rate is related explicitly to the latent heat release of ascending air parcels. The release of latent heat markedly reduces the local static stability of ascending air, raising two possibilities in the balance framework. The first possibility is that the effective static stability and the related discriminant in the Eliassen equation for the overturning circulation in saturated air, although small, remains positive so the Eliassen equation is globally elliptic. The second possibility, the more likely one during vortex intensification, is that the effective static stability in saturated air is negative and the Eliassen equation becomes locally hyperbolic. These models help to understand the differences between the early Ooyama models of 1968 and 1969, the Emanuel, 1989 model, and the later Emanuel models of 1995, 1997 and 2012. They provide insight also into the popular explanation of the WISHE feedback mechanism for tropical cyclone intensification. Some implications for recent work are discussed.

我们研究了热带气旋增强的最小概念模式的层次结构。这些模型大多是根据轴对称平衡动力学来构建的。在第一组模式中,加热速率是这样规定的,以模拟对流层下部辐合和对流层上部辐散的深层翻转环流,具有深层潮湿对流区域的特征。在第二组中,升温速率与上升空气包裹的潜热释放有明确的关系。潜热的释放显著降低了上升空气的局部静态稳定性,在平衡框架中提出了两种可能性。第一种可能是饱和空气中翻转环流的Eliassen方程的有效静稳定性和相关判判式虽然很小,但仍然是正的,因此Eliassen方程是全局椭圆的。第二种可能性,在涡旋增强过程中更可能出现的一种,是饱和空气中的有效静稳定性为负,Eliassen方程成为局部双曲。这些模型有助于理解1968年和1969年早期Ooyama模型、1989年Emanuel模型和1995年、1997年和2012年后期Emanuel模型之间的差异。它们还提供了对热带气旋增强的WISHE反馈机制的流行解释的见解。讨论了对近期工作的一些启示。
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引用次数: 2
Verification of tropical cyclones (TC) wind structure forecasts from global NWP models and ensemble prediction systems (EPSs) 全球NWP模式和集合预报系统对热带气旋风结构预报的验证
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-06-01 DOI: 10.1016/j.tcrr.2022.07.002
Xiaoqin Lu , Wai Kin Wong , Kin Chung Au-Yeung , Chun Wing Choy , Hui Yu

Forecasting wind structure of tropical cyclone (TC) is vital in assessment of impact due to high winds using Numerical Weather Prediction (NWP) model. The usual verification technique on TC wind structure forecasts are based on grid-to-grid comparisons between forecast field and the actual field. However, precision of traditional verification measures is easily affected by small scale errors and thus cannot well discriminate the accuracy or effectiveness of NWP model forecast. In this study, the Method for Object-Based Diagnostic Evaluation (MODE), which has been widely adopted in verifying precipitation fields, is utilized in TC's wind field verification for the first time. The TC wind field forecast of deterministic NWP model and Ensemble Prediction System (EPS) of the European Centre for Medium-Range Weather Forecasts (ECMWF) over the western North Pacific and the South China Sea in 2020 were evaluated. A MODE score of 0.5 is used as a threshold value to represent a skillful (or good) forecast. It is found that the R34 (radius of 34 knots) wind field structure forecasts within 72 h are good regardless of DET or EPS. The performance of R50 and R64 is slightly worse but the R50 forecasts within 48 h remain good, with MODE exceeded 0.5. The R64 forecast within 48 h are worth for reference as well with MODE of around 0.5. This study states that the TC wind field structure forecast by ECMWF is skillful for TCs over the western North Pacific and the South China Sea.

数值天气预报(NWP)模式对热带气旋风结构的预测是评估大风影响的关键。通常对TC风结构预报的验证技术是基于预报场与实际场的网格间比较。然而,传统的验证措施的精度容易受到小尺度误差的影响,无法很好地区分NWP模型预测的准确性或有效性。本研究首次将在降水场验证中广泛采用的基于对象的诊断评估方法(Method for Object-Based Diagnostic Evaluation, MODE)用于TC风场验证。对确定性NWP模式和欧洲中期天气预报中心(ECMWF)集合预报系统(EPS)在2020年北太平洋西部和南海的TC风场预报进行了评价。0.5的MODE分数被用作表示熟练(或良好)预测的阈值。结果表明,无论DET还是EPS, 72 h内的R34(34节半径)风场结构预报都很好。R50和R64的表现稍差,但48 h内的R50预测仍然良好,MODE超过0.5。48小时内的R64预报也值得参考,MODE约为0.5。研究表明,ECMWF对北太平洋西部和南海一带的TC风场结构预报较为准确。
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引用次数: 0
Spatio-temporal behaviours of tropical cyclones over the bay of Bengal Basin in last five decades 近50年来孟加拉湾盆地热带气旋的时空特征
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-03-01 DOI: 10.1016/j.tcrr.2021.11.004
Manas Mondal , Anupam Biswas , Subrata Haldar , Somnath Mandal , Subhasis Bhattacharya , Suman Paul

Present research is an endeavour to scrutinise the spatio-temporal climatic characteristics of tropical cyclones (TCs) bustle in the Bay of Bengal basin, found in RSMC-IMD data all through 1971–2020. A large number of TCs, i.e. 121 with a decadal average of 35.2 TCs has been examined for the last 50 years where depression (D) and deep depression (DD) have not been taken into account as these are less violent in nature. During the study periods, inter-annual and inter-decadal variation in cyclogenesis, landfall, length, speed, track shape and sinuosity, energy metrics and damage profile have been perceived. The study is clearly showing TCs took the northward track during the pre-monsoon season and made their landfall across the coasts of Bangladesh and Myanmar, while post-monsoon TCs made their landfall directly on the coasts of Orissa and West Bengal. In the post-monsoon phase, VF, ACE and PDI are significantly higher than in the monsoon season in the case of TCs and higher in the pre-monsoon season than in the monsoon season in the case of TCs comparing the energy metrics in different seasons. TC activity is comparatively pronounced during La Niña and El Niño regimes respectively and the genesis position in the BoB is moves to the east (west) of 87° E. During the cold regime, the number of extreme TC above the VSCS category, increased intensely. It is believed that the research findings will help stakeholders of the nation to take accurate strides to combat such violent events with persistent intensification.

本研究旨在探讨1971-2020年RSMC-IMD数据中孟加拉湾盆地热带气旋(tc)喧嚣的时空气候特征。在过去的50年里,研究了大量的tc,即121例,十年平均35.2例tc,其中没有考虑抑郁症(D)和深度抑郁症(DD),因为它们的性质不那么暴力。在研究期间,观测到了气旋形成、登陆、长度、速度、路径形状和弯曲度、能量指标和破坏剖面的年际和年代际变化。该研究清楚地表明,在季风前季节,热带气旋向北移动,并在孟加拉国和缅甸海岸登陆,而季风后的热带气旋则直接在奥里萨邦和西孟加拉邦海岸登陆。对比不同季节的能量指标,热带气旋的后季风期VF、ACE和PDI显著高于季风期,热带气旋的前季风期VF、ACE和PDI显著高于季风期。在La Niña和El Niño两种气候条件下,TC活动较为明显,其发生位置向东(西)87°e方向移动。在寒冷气候条件下,VSCS以上极端TC数量急剧增加。相信这一研究结果将有助于国家利益相关者采取准确的步伐,以持续加强打击此类暴力事件。
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引用次数: 9
Spatio-temporal variation of cyclone intensity over the coastal region of Bangladesh using 134 years track analysis 利用134年轨迹分析孟加拉沿海地区气旋强度的时空变化
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-03-01 DOI: 10.1016/j.tcrr.2022.02.001
Nm Refat Nasher , Kh Razimul Karim , Md Yachin Islam

The cyclone tracks from 1877 to 2020 were analyzed to detect the spatial and temporal intensity. The tracks were gathered from previously published works. The previous articles' tracks were digitized and converted to shape files for analysis in Arc-GIS. A total 126 cyclone tracks were used to detect monthly and seasonal cyclone intensity and spatial variations. The fluctuations were examined over a 30-year period, which is believed to be the climate of a particular location. Tropical cyclones hit the Bay of Bengal's coast starting in May and lasting until December. In May and October, the number of cyclones is at its peak (26 nos in each month). From June through September, the number of cyclones fell. In October and November, the number of cyclones increased dramatically. The number of cyclones substantially fell in December, and no cyclones were observed from January through March. From 1939 through 1969, the highest number of cyclones (36) was recorded. In the mid- and late-twentieth century, there were a higher number of cyclones. The coastal region of Bangladesh suffered the fewest cyclones in history over the recent era (2001–2020). The western shore was particularly vulnerable from 1877 to 1907, and the entire coastal region was dangerous from 1908 to 2000. In the Post-monsoon (October to December) season, the number of cyclones is lower than in the Monsoon period (May to September). In the pre-monsoon season, 71 cyclones strike, while in the Monsoon season, 53 cyclones strike.

对1877 - 2020年的气旋路径进行了时空强度分析。这些音轨是从以前发表的作品中收集的。以前文章的轨迹被数字化并转换为形状文件,以便在Arc-GIS中进行分析。共使用126条气旋路径,监测气旋的月及季强度及空间变化。这些波动是在30年的时间里进行的,人们认为这是一个特定地点的气候。热带气旋从5月开始袭击孟加拉湾海岸,一直持续到12月。5月和10月是气旋数量最多的月份(每月26个)。从6月到9月,飓风的数量有所下降。在10月和11月,气旋的数量急剧增加。12月的气旋数量大幅下降,1月至3月没有观测到气旋。从1939年到1969年,有记录的气旋数量最多(36个)。在20世纪中后期,气旋的数量较多。孟加拉国沿海地区在最近一段时期(2001-2020年)遭受了历史上最少的气旋。1877年至1907年,西海岸尤其脆弱,1908年至2000年,整个沿海地区都很危险。后季风期(10月至12月)的气旋数量少于季风期(5月至9月)。在季风前季节,有71个气旋袭击,而在季风季节,有53个气旋袭击。
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引用次数: 2
Characteristics of rainstorm in Fujian induced by typhoon passing through Taiwan Island 台风过台湾岛诱发福建暴雨特征
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-03-01 DOI: 10.1016/j.tcrr.2022.04.003
Siyu Yin , Xiaohong Lin , Shunan Yang

Based on the typhoon track and intensity data and the precipitation data of typhoon in China during 1961–2020, the overall characteristics of the rainstorm in Fujian caused by typhoon passing though Taiwan Island were studied. More than 80 percent of typhoons passing though the Taiwan Island can bring heavy rain to Fujian. There are 1.5 events of typhoon rainstorm in Fujian every year, and the average annual impact days are 3.0. In terms of spatial distribution, the frequency and intensity of cross-island typhoon rainstorm decrease rapidly from the coastal areas of Fujian to the inland areas, and Zherong, Changle and Jiu xianshan stations in the coastal areas are the high value centers. The typhoon paths of cross-island typhoon rainstorm in Fujian are mainly divided into three categories: landing-Fujian type (including landing-Fujian northeast turning, landing-Fujian middle northbound and landing-Fujian south westbound), landing-Guangdong and Zhejiang type and offshore turning type, among which landing-Fujian type typhoon has the most significant influence(only the landing-Fujian type appears the rainstorm of ≥50 mm·(24 h)−1), and the rainstorm intensity, influence range and asymmetrical structure of the rainstorm are the strongest, the most extensive and the most significant in the landing-Fujian middle northbound path. Based on the NCEP reanalysis data, the comparative analysis of the environmental fields causing the difference of precipitation intensity between the two typhoons landing-Fujian middle northbound and landing-Fujian south westbound shows that: To the landing-Fujian middle northbound track, strong wind speed area on the north side of the typhoon center leads to strong onshore winds, in the role of mountain terrain, piedmont has better convergence and very strong deep vertical upward movement, with better moisture conditions, it can send low high-energy water vapor to the middle, the precipitation dynamics and water vapor conditions are significantly stronger than the landing-Fujian south westbound track, resulting in more typhoon heavy rain.

利用1961—2020年中国台风路径、强度资料和台风降水资料,研究了台风过境台湾岛导致福建暴雨的总体特征。超过80%经过台湾岛的台风会给福建带来暴雨。福建省每年发生台风暴雨1.5次,年平均影响天数为3.0天。从空间分布上看,台风跨岛暴雨的频率和强度由沿海向内陆迅速减小,沿海的柘荣站、长乐站和九仙山站是高值中心;福建跨岛台风暴雨的台风路径主要分为三类:登陆福建型(包括登陆福建东北转弯、登陆福建中北行和登陆福建南西行)、登陆粤浙型和近海转弯型,其中登陆福建型台风影响最显著(只有登陆福建型出现≥50 mm·(24 h)−1的暴雨),暴雨强度、影响范围和不对称结构最强;其中陆闽中北向路径分布最广、最显著。基于NCEP再分析资料,对登陆福建中北向和登陆福建南西向的两次台风造成降水强度差异的环境场进行对比分析,结果表明:对于登陆福建中北行线,台风中心北侧的强风区导致了较强的陆上风,在山地地形的作用下,山前有较好的辐合和很强的深层垂直向上运动,具有较好的水汽条件,可向中部输送低能水汽,降水动力和水汽条件明显强于登陆福建南西向轨道;导致更多的台风暴雨。
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引用次数: 4
Recent progress on the seasonal tropical cyclone predictions over the western North Pacific from 2014 to 2020 2014 - 2020年北太平洋西部季节性热带气旋预报的最新进展
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-03-01 DOI: 10.1016/j.tcrr.2022.04.001
Eun-Jeong Cha , Se Hwan Yang , Yu Sun Hyun , Chang-Hoi Ho , Il-Ju Moon

This study summarized the procedure for the seasonal predictions of tropical cyclones (TCs) over the western North Pacific (WNP), which is currently operating at the Korea Meteorological Administration (KMA), Republic of Korea. The methodology was briefly described, and its prediction accuracy was verified. Seasonal predictions were produced by synthesizing spatiotemporal evolutions of various climate factors such as El Niño–Southern Oscillation (ENSO), monsoon activity, and Madden–Julian Oscillation (MJO), using four models: a statistical, a dynamical, and two statistical–dynamical models. The KMA forecaster predicted the number of TCs over the WNP based on the results of the four models and season to season climate variations. The seasonal prediction of TCs is announced through the press twice a year, for the summer on May and fall on August. The present results showed low accuracy during the period 2014–2020. To advance forecast skill, a set of recommendations are suggested.

本研究总结了北太平洋西部热带气旋(TCs)季节预报的程序,该程序目前在大韩民国的韩国气象局(KMA)运行。简要介绍了该方法,并对其预测精度进行了验证。利用统计模式、动力模式和统计-动力模式四种模式,对厄尔尼诺Niño-Southern涛动(ENSO)、季风活动和马登-朱利安涛动(MJO)等气候因子的时空演变进行了季节预测。气象台预报员根据四个模式的结果和季节间的气候变化预测了WNP上的tc数量。TCs的季节预测每年通过媒体公布两次,夏季在5月,秋季在8月。目前的结果显示,2014-2020年期间的准确性较低。为了提高预报技能,本文提出了一系列建议。
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引用次数: 0
Tropical cyclone track and intensity prediction skill of GFS model over NIO during 2019 & 2020 GFS模式2019 & 2020年NIO热带气旋路径及强度预测技术
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2022-03-01 DOI: 10.1016/j.tcrr.2022.04.002
Ch. Sridevi , D.R. Pattanaik , A.K. Das , Akhil Srivastava , V.R. Durai , C.J. Johny , Medha Deshpande , P. Suneetha , Radhika Kanase

The Tropical Cyclone (TC) track prediction using different NWP models and its verification is the critical task to provide prior knowledge about the model errors, which is beneficial for giving the model guidance-based real-time cyclone warning advisories. This study has attempted to verify the Global Forecast System (GFS) model forecasted tropical cyclone track and intensity over the North Indian Ocean (NIO) for the years 2019 and 2020. GFS is one of the operational models in the India Meteorological Department (IMD), which provides the medium-range weather forecast up to 10 days. The forecasted tracks from the GFS forecast are obtained using a vortex tracker developed by Geophysical Fluid Dynamics Laboratory (GFDL). A total of 13 tropical cyclones formed over the North Indian Ocean, eight during 2019 and five in 2020 have been considered in this study. The accuracy of the model predicted tracks and intensity is verified for five days forecasts (120 h) at 6-h intervals; the track errors are verified in terms of Direct Position Error (DPE), Along Track Error (ATE) and Cross-Track Error (CTE). The annual mean DPE over NIO during 2019 (51–331 km) is lower than 2020 (82–359 km), and the DPE is less than 150 km up to 66 h during 2019 and 48 h during 2020. The positive ATE (76–332 km) indicates the predicted track movement is faster than the observed track during both years. The positive CTE values for most forecast lead times suggest that the predicted track is towards the right side of the observed track during both years. The cyclone Intensity forecast for the maximum sustained wind speed (MaxWS) and central mean sea level pressure (MSLP) are verified in terms of mean error (ME) and root mean square error (RMSE). The errors are lead time independent. However, most of the time model under-predicted the cyclone intensity during both years. Finally, there is a significant variance in track and intensity errors from the cyclone to cyclone and Bay of Bengal basin to the Arabian Sea basin.

利用不同的NWP模型进行热带气旋路径预测及其验证是提供模型误差先验知识的关键任务,这有利于基于模式指导的实时气旋预警。本研究试图验证全球预报系统(GFS)模型对2019年和2020年北印度洋(NIO)热带气旋路径和强度的预测。GFS是印度气象部门(IMD)的业务模式之一,提供长达10天的中期天气预报。利用地球物理流体动力学实验室(GFDL)研制的涡旋跟踪器获得了GFS预报的预测轨迹。本研究共考虑了北印度洋上形成的13个热带气旋,其中2019年有8个,2020年有5个。模式预报路径和强度的准确性以每隔6小时进行5天(120小时)预报验证;对航迹误差进行了直接定位误差(DPE)、沿航迹误差(ATE)和交叉航迹误差(CTE)的验证。2019年(51 ~ 331 km)的年平均DPE低于2020年(82 ~ 359 km), 2019年(66 h)和2020年(48 h)的DPE均小于150 km。正的ATE值(76 ~ 332 km)表明预测轨迹的移动速度快于观测轨迹。大多数预测提前期的正CTE值表明,在这两年中,预测轨迹都朝着观测轨迹的右侧。利用平均误差(ME)和均方根误差(RMSE)验证了最大持续风速(MaxWS)和中心平均海平面压力(MSLP)的气旋强度预报。这些误差与交货期无关。然而,在大多数情况下,该模型都低估了这两年的气旋强度。最后,从气旋到气旋,从孟加拉湾盆地到阿拉伯海盆地,在路径和强度误差上存在显著差异。
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引用次数: 3
The dynamic forecast method of convective vorticity vector 对流涡度矢量的动态预报方法
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-12-01 DOI: 10.1016/j.tcrr.2021.11.002
Guanbo Zhou , Xin Zhang , Longsheng Liu

In this paper we introduce the convective vorticity vector and its application in the forecast and diagnosis of rainstorm. Convective vorticity vector is a parameter of vector field, different from scalar field, it contains more important information of physical quantities, so it could not be replaced. Considering the irresistible importance of vector field we will introduce the theory of vector field and its dynamic forecast method. With the convective vorticity vector and its vertical component's tendency equation, diagnostic analysis on the heavy-rainfall event caused by landfall typhoon “Morakot” in the year 2009 is conducted. The result shows that, the abnormal values of convective vorticity vector always changes with the development of the observed precipitation region, and their horizontal distribution is quite similar. Analysis reveals a certain correspondence between the convective vorticity vector and the observed 6-h accumulated surface rainfall, they are significantly related. The convective vorticity vector is capable of describing the typical vertical structure of dynamical and thermodynamic fields of precipitation system, so it is closely related to the occurrence and development of precipitation system and could have certain relation with the surface rainfall regions.

本文介绍了对流涡度矢量及其在暴雨预报和诊断中的应用。对流涡量矢量是矢量场的一个参数,与标量场不同,它包含了更重要的物理量信息,因此是不可替代的。考虑到向量场不可抗拒的重要性,我们将介绍向量场理论及其动态预测方法。利用对流涡度矢量及其垂直分量的趋势方程,对2009年登陆台风“莫拉克”造成的强降雨事件进行了诊断分析。结果表明,对流涡度矢量的异常值随观测降水区域的发展而变化,且其水平分布非常相似。分析表明,对流涡度矢量与观测到的6 h地面累计降雨量有一定的对应关系,两者之间存在显著的相关性。对流涡度矢量能够描述降水系统动力场和热力场的典型垂直结构,因此与降水系统的发生和发展密切相关,并与地面降雨区域有一定关系。
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引用次数: 0
An Evaluation of the Advanced Dvorak Technique (9.0) for the Topical cyclones over the North Indian Ocean 北印度洋热带气旋的高级德沃夏克技术(9.0)评价
IF 2.9 4区 地球科学 Q3 METEOROLOGY & ATMOSPHERIC SCIENCES Pub Date : 2021-12-01 DOI: 10.1016/j.tcrr.2021.11.003
Rizwan Ahmed, M. Mohapatra, R. Giri, S. Dwivedi
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引用次数: 2
期刊
Tropical Cyclone Research and Review
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