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1.
GRAPES全球模式次网格对流过程对云预报的影响研究   总被引:4,自引:2,他引:2  
谭超  刘奇俊  马占山 《气象学报》2013,71(5):867-878
50 km分辨率下的GRAPES全球模式对赤道及低纬度地区云水、云冰、云量和格点降水的预报较实际观测偏少。为解决这一问题,在模式原有的格点尺度云方案基础上,将次网格对流过程的影响作为源汇项,加入到云水、云冰和总云量的预报方程中。结合云和地球辐射能量系统(CERES)与热带降雨测量(TRMM)等卫星云观测资料,进行了改进后的云方案与原云方案预报结果的对比分析。结果显示,考虑了对流对格点尺度云含水量和云量预报的影响后,GRAPES全球模式预报的云和格点降水在赤道及低纬度地区有明显改善,水凝物含水量和总云量的预报结果与实况较为接近,格点降水在总降水中的比例由原来的5%提高到25%。研究进一步表明,次网格对流过程对格点尺度云和降水的影响取决于上升气流质量通量的分布和强度,上升气流的质量通量在对流活动强烈的低纬度热带地区较强,其最大值出现在650—450 hPa高度,因此,次网格对流的卷出过程对中云的影响最为明显。对高云和低云也有一定程度的影响,使云顶变高,云底变低。  相似文献   

2.
GRAPES_GFS模式全球降水预报的主要偏差特征   总被引:1,自引:0,他引:1  
刘帅  王建捷  陈起英  孙健 《气象学报》2021,79(2):255-281
利用2017年1、4、7、10月“全球降水观测(global precipitation measurement,GPM)计划”每日08时(北京时)的24 h累计降水量和逐30 min降水量观测产品,从降水量和频率等角度,对同期GRAPES全球模式(GRAPES_GFS)第1(D1)、3(D3)、5天(D5)的全球降水预报性能和偏差特征进行细致评估与分析,且对低纬度暖池和北半球中纬度风暴路径区进行了重点观察,初步探讨了降水预报偏差特征在低纬度和中纬度明显不同的可能原因。结果显示:(1)GRAPES_GFS的D1—D5预报对全球日降水(量和频率)分布描述合理,能准确再现纬向平均降水(量和频率)的典型特征—降水“双峰”极大位于南北纬20°之间,次极大位于南北纬40°—50°地区的特征,以及关键区日降水时、空演变和降水日循环逐日演变的主要趋势特征。(2)低纬度的纬向平均湿日(≥0.1 mm/d)频率预报正偏差很小,但日降水量和强降水日(>25 mm/d)频率预报的正偏差明显、偏差极大值“双峰”位置恰是相应观测极大值所在处(南北纬5°—10°);中纬度的纬向平均日降水量预报基本无偏,但明显的湿日降水频率预报正偏差(20%—30%)和强降水日频率负偏差出现在南北纬40°—60°。降水偏差正、负分布特征随季节和预报时效基本保持不变,预报均方根误差数倍于平均误差,暗示模式降水预报偏差有系统性且性能表现波动较大。(3)日循环中,模式在暖池的降水量预报正偏差缘于降水强度预报偏强,降水频率预报的弱负偏差主要与降水落区预报偏小有关;而模式在北半球风暴路径区降水频率预报的正偏差则是降水落区预报偏大和空报弱降水事件两方面因素造成。(4)模式降水(量和频率)预报偏差特征在低纬度和中纬度的明显差异与模式次网格尺度和网格尺度降水比例失调有关,改进线索指向模式对流参数化方案中深对流的启动和深对流降水量的处理以及对流参数化方案与云微物理方案的协同问题。   相似文献   

3.
GRAPES模式不同云物理方案对短期气候模拟的影响   总被引:10,自引:3,他引:10  
章建成  刘奇俊 《气象》2006,32(7):3-12
在胡志晋、刘奇俊云物理方案的基础上,研制了GRAPES模式的云降水显式方案。用不同云物理方案开展了短期气候(月尺度)过程的模拟试验,并与地面观测资料和NECP再分析资料进行了对比分析。模拟的结果表明,耦合了云降水显式方案的GRAPES模式较好地模拟出了中国地区降水、温度、云量、长短波辐射的特点和分布规律。气候模拟中冰相过程和暖云过程模拟的降水、温度、云量和辐射差异较大,不同相态的水凝物及其分布对辐射特征有较大的影响,混合相云物理方案的模拟结果与实况更为吻合,应使用混合相云物理方案进行短期气候的模拟。  相似文献   

4.
为了评估欧洲数值中心全球模式(ECMWF)、中国全球模式(GRAPES)和美国全球模式(NCEP_GFS)对东北冷涡降水的24 h预报性能,提高数值模式在阜新的预报能力,为模式物理参数方案的选择和调整提供客观依据,利用2019年5—8月降水产品对阜新市两个国家级观测站阜蒙县站和彰武县站进行晴雨、一般性降水和分量级降水检验,以及平均绝对误差和平均误差检验。结果表明:ECMWF模式降水预报要好于其他两种模式,冷涡发展期和成熟期ECMWF产品TS评分较高,衰减期则较低。从平均绝对误差来看,阜蒙县站5—8月ECMWF误差最小,GRAPES和NCEP_GFS预报效果不稳定;彰武县站ECMWF并无明显优势,5—6月GRAPES预报能力最强,7—8月NCEP_GFS预报能力最强。分析平均误差可知,三种模式对阜蒙县的降水预报偏弱,对彰武县的降水预报只在6月偏强。在大雨及以上量级的降水预报上三种模式均偏小,其中ECMWF的TS评分最高为40.2%。三种模式针对阜蒙县的降水TS评分均高于彰武县。  相似文献   

5.
2019年,数值预报中心开发了以GRAPES全球模式为驱动场,集合变换卡尔曼滤波为初值扰动方法,随机物理过程倾向项为模式扰动方法的10 km水平分辨率GRAPES-REPS V3.0区域集合预报模式,并投入业务运行。基于该模式,作者开展了2019年7~9月夏季降水不确定性的集合预报实时试验,并从统计检验和个例分析角度,与GRAPES-REPS V2.0和ECMWF全球集合预报模式进行对比,由此对GRAPES-REPS V3.0区域集合预报模式的降水预报能力给予客观评价,并分析了引起中尺度强降水预报不确定性的物理机制,研究结论可为诊断集合预报模式及改进集合预报方法提供依据。结果表明:(1)GRAPES-REPS V3.0区域集合预报系统的降水ETS评分在所有预报时效和量级内均优于GRAPES-REPS V2.0区域集合预报模式,降水成员具有明显等同性,且概率预报技巧FSS评分较高,GRAPES-REPS V3.0区域集合预报模式降水预报效果全面优于GRAPES-REPS V2.0区域集合预报模式。(2)GRAPES-REPS V3.0区域集合预报的集合平均降水BIAS评分及小雨和暴雨ETS评分均明显优于ECMWF全球集合预报系统,降水概率预报与ECMWF降水概率具有一定可比性。(3)个例分析结果表明,不同集合预报模式通过刻画中尺度特征物理量不确定性来捕捉降水预报不确定性,初始时刻,GRAPES-REPS V3.0区域集合预报模式和ECMWF全球集合预报模式环流形势分布较为相似,随预报时效演变,GRAPES-REPS V3.0区域集合预报模式对中尺度动力、热力场捕捉更为准确,相应地对降水落区与量级预报较好,概率预报技巧较优。(4)与ECMWF全球集合预报模式相比,GRAPES区域集合预报模式集合成员能很好地预报降水发生、发展、消亡整个过程,故GRAPES-REPS V3.0区域集合预报系统对中国汛期降水具有较强的预报能力。  相似文献   

6.
GRAPES_GFS全球中期预报系统的研发和业务化   总被引:10,自引:6,他引:4       下载免费PDF全文
该文回顾了中国气象局全球中期数值天气预报系统GRAPES_GFS的研发历程,重点介绍了近年来在GRAPES_GFS研发过程中的重要进展,概要阐述了这些进展对GRAPES_GFS业务:化的贡献。动力框架方面的改进主要包括位温垂直平流的算法、极区滤波方案、标量平流方案、垂直速度衰减(damping)算法、提高模式分辨率等,改善了模式框架的稳定性、计算精度以及质量守恒性。物理过程方面的改进主要包括RRTMG辐射方案、CoLM陆面过程方案、积云对流、边界层过程、双参数云物理方案,以及物理过程的调用计算等,全面提升了模式物理过程的预报能力。全球三维变分同化方面,研发了模式空间三维变分(3DVar)系统、资料质量控制和偏差订正技术、卫星资料同化方面的相关技术等。同时,对目前GRAPES_GFS2.0的预报能力进行了评估,总体来说,该系统各项预报指标全面超越GRAPES_GFS1.0,与T639相比等压面要素预报在对流层也有明显优势,降水、2 m温度等预报也优势明显。  相似文献   

7.
GRAPES模式中物理过程时间计算精度对降水预报的影响   总被引:1,自引:0,他引:1  
对数值模式物理过程与动力框架耦合方案进行了分析, 在GRAPES模式中引进了ECMWF模式中的Wedi (1999) 耦合方案, 此方案考虑了两个时间层物理过程的影响, 即将上游点和到达点物理过程的影响同时反馈到动力框架中, 它是二阶时间精度的耦合方案, 比原一阶精度耦合方案更加合理和准确。利用GRAPES模式, 设计了Wedi耦合方案与原耦合方案的连续数值试验。试验结果表明, 在逐日降水预报中, Wedi耦合方案与原耦合方案降水预报的T评分 (Threat score) 互有高低, 但差别不大; 预报的降水量可能有较小的变化, 但不能使预报降水的等级出现本质的改变。但对其平均后的分析可知, 新引进的Wedi耦合方案对预报降水评分具有正的贡献。即新耦合方案完善和改进了GRAPES模式, 对提高模式的降水预报准确率具有正效果。  相似文献   

8.
利用GRAPES—meso模式和T213资料,对2007年7月18日发生在我国四川盆地和华东地区一次大暴雨过程进行多组数值试验,以分析侧边界资料、驱动资料的垂直分辨率、模式积分区域、云物理参数及边界参数对GRAPES—nleso模式降水预报影响。试验结果表明:(1)侧边界资料对模式降水预报结果影响较小,驱动GRAPES—meso的全球模式产品质量提高,降水预报结果越好;(2)驱动资料垂直分辨率的高低对降水预报结果影响较大,分辨率越高,预报能力越强,反之越弱;(3)模式积分区域对降水预报结果也有明显影响,区域越大,降水预报未必总是最好;(4)物理过程和边界参数试验表明,WSM6方案与KFeta方案组合的24小时降水预报与实况更接近。  相似文献   

9.
运用气象观测资料和GRAPES、ECMWF、SWCWARMS_9KM(简称SWC)模式预报资料,对冕宁“6.26”大暴雨天气过程模式预报性能进行检验。结果表明:(1)对于24 h累计降水预报,中尺度区域模式优势明显,量级与落区预报效果均为最好,其中GRAPES_3KM模式预报落区分布与实况重合度较高,暴雨及以上量级降水TS评分最高。(2)GRAPES_3KM模式最大小时雨强10 mm以上降水落区与实况大雨及以上量级降水落区匹配度最高,ECMWF模式24 h累计降水多物理量订正产品及短时强降水概率产品次之。(3)SWC及GRAPES_3KM模式24 h累计降水极值点相比实况略偏北,量级偏小。对于小时降水峰值出现时间,SWC模式偏早4 h,GRAPES_3KM模式偏早3 h。(4)GRAPES_GFS模式环流背景预报更接近实况,SWC模式能较好地预报出冕宁上空中尺度辐合系统的存在。   相似文献   

10.
利用2021年3月—2022年2月ERA5再分析数据云量、云水凝物对中国气象局研发的全球数值预报系统CMA-GFS同期云量产品和由云量、云水凝物产品计算的云发生、云水凝物积分的偏差特征进行诊断评估, 初步探讨了CMA-GFS云预报偏差存在的可能原因。结果显示:CMA-GFS云量、云水凝物的分布较为合理, CMA-GFS能够描绘全球云量、云水凝物的分布特征, 并能够反映季节特征;CMA-GFS预报高云和中云的云量偏差大于低云的云量偏差, 而高云和中云的云量均方根误差较低云偏小, 说明模式高云和中云的预报稳定性优于低云;与ERA5再分析数据相比, CMA-GFS液相水凝物积分以负偏差为主, 冰相水凝物积分以正偏差为主;云量、云水凝物的偏差在不同地区成因不同, 在热带地区的偏差与对流参数化和微物理方案不协调有关, 在南北半球中高纬度地区的偏差与相对湿度偏差相关。  相似文献   

11.
The importance of clouds in the upper troposphere (cirrus) for the sensitivity of the Earth's climate e.g., requires that these clouds be modeled accurately in general circulation model (GCM) studies of the atmosphere. Bearing in mind the lack of unambiguous quantitative information on the geographical distribution and properties of high clouds, the simulated distribution of upper tropospheric clouds in a spectral GCM is compared with several satellite-derived data-sets that pertain to high clouds only, for both winter and summer seasons. In the model, clouds are assumed to occupy an entire gridbox whenever the relative humidity exceeds 99%: otherwise the grid box is assumed to be free of cloud. Despite the simplicity of the cloud prediction scheme, the geographical distribution of the maxima in the model's upper tropospheric cloud cover coincides approximately with the regions of the observed maxima in the high cloud amount and their frequency of occurrence (e.g., intertropical convergence zone and the monsoon areas). These areas exhibit a minimum in the outgoing longwave radiation (OLR; Nimbus-7) and are also coincident with regions of heavy precipitation. The model, with its relatively simple cloud formation scheme, appears to capture the principal large-scale features of the tropical convective processes that are evident in the satellite and precipitation datasets, wherein the intense, upward motion is accompanied by condensation and the spreading of thick upper tropospheric layers of high relative humidity and cloudiness in the vicinity of the tropical rainbelt regions.This paper was presented at the International Conference on Modelling of Global Climate Change and Variability, held in Hamburg 11–15 September 1989 under the auspices of the Meteorological Institute of the University of Hamburg and the Max Planck Institute for Meteorology. Guest Editor for these papers is Dr. L. Dümenil  相似文献   

12.
云分析系统在台风莫拉菲数值模拟中的应用   总被引:4,自引:3,他引:1       下载免费PDF全文
借鉴美国CAPS开发的中尺度ARPS模式的资料分析系统ADAS,设计了基于GRAPES_Meso的云分析系统,实现了地面云观测资料、卫星云图、多普勒雷达反射率资料在GRAPRS模式中的综合融合应用。通过对登陆台风莫拉菲 (0906) 数值模拟检验云分析系统的性能。结果表明:云分析系统通过地面云观测资料、卫星红外云图、可见光云图、多普勒雷达反射率的同化,能够反演出合理的三维云覆盖状况;在三维云覆盖的基础上结合云底云顶高度,进而反演出云水、云冰、雨水、雪、霰等云微物理量,并显著改善模式初始湿度场;在台风登陆过程的模拟中,虽然对台风路径的预报有所偏差,但对比控制试验,在台风登陆地点、台风强度、路径的预报中云分析发挥了正作用;通过对云分析后初始场反演的雷达回波进行检验,验证了云分析的可行性与正确性,对整体的降水预报效果也有明显改善。  相似文献   

13.
利用2011—2020年ERA5再分析降水资料、CERES云物理参数产品,分析新疆云参数的时空变化分布特征,归纳总结云物理参数与降水的相关性,结果表明:1)云水路径(冰相)值、云粒子有效半径(冰相)、云光学厚度与降水量的空间分布一致,均为山区最大,北疆次之,南疆最小。2)夏季(6—8月)在南、北疆、山区云水路径(液、冰相)、云顶(底)温度、云光学厚度与降水量呈同位相变化;云粒子有效半径(液、冰相)、云顶气压与降水量呈反位相变化。3)夏季(6—8月)北疆、山区的云水路径(液、冰相)值、云顶(底)温度、云光学厚度,南疆云光学厚度与降水量呈正相关;北疆云粒子有效半径(冰相),南疆云粒子有效半径(液相)、云顶气压,山区云粒子有效半径(液、冰相)、云顶气压与降水量呈负相关。  相似文献   

14.
This study focuses on deep convection anomalies in tropical regions in winter-spring period and their possible influence on the following summer rainfall in Shandong province. On the basis of monthly precipitation wet and dry summers in Shandong are defined according to a precipitation index. Then monthly OLR data, observed by NOAA satellites, are used to diagnose the features of deep convection for both wet and dry summers. It is found that negative anomalies seem dominant prior to wet summers, while large areas of positive anomalies appear prior to dry summers in tropical oceans. The differences are remarkable especially in the western, middle and eastern tropical Pacific as well as in the tropical Indian Ocean. Correlative analysis confirms the relations between OLR and precipitation. Subtropical High, which plays an essential role in summer rainfall, is also connected with the deep conviction. Altogether eight EOF-CCA forecast models are established on the basis of the above study. The assessment of the models relies on the gauge observing precipitation in 1997 and 1998. The results show that models using spring OLR data appear to be more practicable than those using winter OLR data, and the models established with OLR in western Pacific and the Indian Ocean perform better than the others.  相似文献   

15.
相变修正方案在GRAPES模式标量平流中的应用   总被引:2,自引:1,他引:1  
苏勇  沈学顺 《气象学报》2009,67(6):1089-1100
如何更好地模拟水物质的空间分布和小尺度变化,对于数值天气预报效果的改进,特别是对于更好地模拟降水过程,具有重要的意义.计算机的飞速发展使数值模式的分辨率不断提高,云的显式计算成为可能,这样就要求水物质在平流的过程中必须要做到高精度、守恒、保形.水物质场是正定标量的场,具有空间和时间变化幅度大、存在强梯度甚至不连续的特点,水物质场的合理模拟一直是数值预报中的一个难题.GRAPES模式中的标量平流方案采用PRM分段有理函数方法,比较好地解决了该半拉格朗日模式中水物质平流的高精度、守恒、保形问题,但是当有凝结潜热发生时,由于半拉格朗日平流方案求解上游点时的插值,在云边缘区域会造成虚假的云水,进而导致不合理的相变过程.为了解决以上问题,本研究在GRAPES模式中PRM平流方案的案础上,加入了非线性半拉格朗日相变潜热的修正方案,旨在改进GRAPES模式对水物质平流问题的模拟,提高降水的预报效果.该研究通过理想试验,验证了非线性半拉格朗口相变修正方案可以有效地限制云边缘由于半拉格朗日平流方案插值产生的虚假柑变;然后将该方案加入GRAPES模式的PRM水物质平流方案中,通过实际个例模拟验证了加入非线性半拉格朗日方案以后,模式可以更好地模拟水物质的平流过程,且对云中热力场及水物质分布地模拟更加合理,同时预报出的雨带中心区与实况更加符合.  相似文献   

16.
GRAPES-Meso模式浅对流云辐射效应的改进试验   总被引:1,自引:0,他引:1  
在万子为等(2015)对GRAPES-Meso模式浅对流参数化改进的基础上,进一步引入了浅对流云量诊断计算,并设计旨在完善浅对流云辐射效应的浅云云量和云中水凝物的补偿方案,以改进模式低层云量偏少和浅对流云辐射效应不足的问题。通过对数值试验结果的诊断和对比分析以及与观测的比较,重点考察了浅对流云量计算与浅对流激发的协调性、浅对流云对低云补偿后所产生的辐射效应以及对模式地面要素预报的影响等,验证了改进方案的合理性与有效性。结果表明:(1)浅对流云量诊断计算合理,其云覆盖区与浅对流激发区相吻合,引入浅对流云量的计算可减小模式云量的计算偏差、使其向观测结果靠近;(2)改进方案在浅对流发生区低层0.5-4 km高度范围内,对影响模式云辐射过程的浅云云量和云中水凝物形成有效补偿,最明显的浅云补偿在1-1.5 km高度处,浅对流活跃时期浅对流过程对浅云水凝物(云水和雨水之和)的补偿量可达20%-55%;(3)云光学厚度对浅云水凝物的补偿响应合理,即水凝物的补偿引起云光学厚度增大,两者的变化特征在时空分布上十分相似,且云光学厚度之变化受云水补偿的影响比受雨水补偿的影响更明显;(4)在白天时段,浅云补偿所产生的辐射效应使模式地表太阳总辐射有所下降,缩小了与观测的偏差,进而使地表温度和地面2 m气温模拟偏差减小。改进方案在缓解模式云量偏少、地表太阳总辐射偏强和地面2 m气温偏高等方面的作用,在批量试验中得到了验证。   相似文献   

17.
This study examines the progress made by reanalyses and satellite products in the estimation of cloud cover over China: the ECMWF reanalyses ERA5 and ERA-Interim, geostationary satellite observation Himawari-8 (H8) and the International Satellite Cloud Climatology Project H-series (ISCCP) product. There is great similarity in spatial patterns of cloud cover in reanalyses and satellite observations, especially between ERA5 and H8. Distinct characteristics of the seasonal evolution of cloud cover are shown over the Tibetan Plateau (TP), the southeast (SE) and northeast (NE) of China. Differences in magnitudes of cloud cover exist. Overestimations are about 10% for reanalyses and about 20% for ISCCP in compared with certain cloud cover in H8. When probable cloud (about 10%) in H8 is included in the estimation, biases reduce the most in ERA5. The cloud hit rate (CHR) and false alarm rate (FAR) in against H8 and ISCCP reveal that simulated clouds in ERA5 have been improved especially over eastern China, but with limited improvement over TP in compared with ERA-Interim. Diurnal variations of cloud cover are characterized by increases during daytime over those three regions. Amplifications of diurnal variation vary over different regions and months. Satellite observations and ERA5 indicate distinguished diurnal cycle of cloud cover over TP, while further investigation based on ERA5 reveals coherent diurnal cycle in meteorological environment. Long-term changes of cloud cover highlight decreasing trends over TP and particular during March in past decades based on ISCCP and ERA5, which require further investigation in future.  相似文献   

18.
The three-dimensional variational data assimilation (3DVar) system of the Weather Research and Forecasting (WRF) model (WRF-Var) is further developed with a physical initialization (PI) procedure to assimilate Doppler radar radial velocity and reflectivity observations. In this updated 3DVar system, specific humidity, cloud water content, and vertical velocity are first derived from reflectivity with PI, then the model fields of specific humidity and cloud water content are replaced with the modified ones, and finally, the estimated vertical velocity is added to the cost-function of the existing WRF-Var (version 2.0) as a new observation type, and radial velocity observations are assimilated directly by the method afforded by WRF-Var. The new assimilation scheme is tested with a heavy convective precipitation event in the middle reaches of Yangtze River on 19 June 2002 and a Meiyu front torrential rain event in the Huaihe River Basin on 5 July 2003. Assimilation results show that the increments of analyzed variables correspond well with the horizontal distribution of the observed reflectivity. There are positive increments of cloud water content, specific humidity, and vertical velocity in echo region and negative increments of vertical velocity in echo-free region where the increments of horizontal winds present a clockwise transition. Results of forecast experiments show that the effects of adjusting cloud water content or vertical velocity directly with PI on forecast are not obvious. Adjusting specific humidity shows better performance in forecasting the precipitation than directly adjusting cloud water content or vertical velocity. Significant improvement in predicting precipitation as well as in reducing the model's spin-up time are achieved when radial velocity and reflectivity observations are assimilated with the new scheme.  相似文献   

19.
Study of tropical cyclogenesis using satellite data   总被引:1,自引:1,他引:0  
Summary Satellite data are used to study the cloud development and water vapor supply during the genesis of Typhoon Nina (November 1987). Using satellite microwave and infrared data, the following physical parameters are retrieved and analyzed: water vapor path, surface wind, sea surface evaporation, precipitation, and cloud type.During the week prior to the genesis of Nina, several cloud clusters were observed in the region of the subsequent genesis (near 5° N, 170° E). Cloud type studies showed that several clusters had similar structures. By examining the sea surface evaporation and precipitation in the cloud clusters, we found that the precipitation exceeded evaporation by several times in the precipitating areas of the cluster that evolved into a tropical storm, indicating that local evaporation alone could not supply enough water vapor, and that horizontal transfer of water vapor from surrounding areas is required for the tropical cyclogenesis. Surface wind fields indicated that there was a constant increase of cyclonic wind in the area of the cloud cluster that finally led to the tropical storm, while no apparent increase of wind was found in the other cloud clusters. In addition, water vapor amount did not decrease for several days until the disturbance was upgraded to a tropical storm, while it was found to decrease after the mature stage for the other cloud clusters that did not evolve into tropical storms.From consideration of the water vapor balance, the cyclogenesis can be interpreted as a transition from an unbalanced cluster to a balanced cluster. Horizontal transfer of water vapor in a water vapor-unbalanced cloud cluster is not large enough to overcome the deficit caused by precipitation over evaporation. The shortage of water vapor in the unbalanced cluster results in a short-lived cloud cluster. When the sum of evaporation and horizontal transfer can provide enough water vapor supply to balance the removal by precipitation (balanced cluster), the precipitation does not dry up the atmosphere. This is the necessary condition for the cyclogenesis. The increase in horizontal transfer of water vapor is found in this study to be associated with the increase of the surface cyclonic wind.With 5 Figures  相似文献   

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