A PREDICTION SCHEME FOR THE PRECIPITATION OF SPR BASED ON THE DATA MINING ALGORITHM AND CIRCULATION ANALYSIS     

李超  史达伟  陈誉天  张红华  耿焕同  王鹏 《热带气象学报(英文版)》2019,25(4):519-527

Based on the 74 circulation indexes provided by National Climate Center of China (hereinafter referred to as NCC) and the 24 indexes compiled by NOAA, the study used the C4.5 algorithm in data mining to establish a decision tree prediction model to predict whether the Spring Persistent Rains (hereinafter referred to as SPR) of 55 years (from 1961 to 2015) is more than the normal, and obtained 5 rules to determine whether the SPR is more than the normal. The accuracy rate of the test set, namely “whether the SPR is more than the normal”, is 98.18%. After evaluating the model by conducting ten 10-fold cross validations to take the average value, the test accuracy rate gained is 84%. There are differences between the three types of years with a SPR more than the normal when it comes to intensity and distribution. In spring, they have respective anomalous 850hPa monthly mean wind fields and water-vapor flux distribution, and 700hPa forms the zone where the vertical speed is anomalously negative. As indicated by the results, the SPR prediction model based on the C4.5 algorithm has a high prediction accuracy rate, the model is reasonably and effectively constructed, and the decision rules take comprehensive factors into consideration. The anomalous rainfall and circulation distribution characteristics obtained based on the decision classification results provide new ideas and methods for the climatic prediction of SPR.  相似文献   

中国大范围持续性极端低温事件的一类平流层前兆信号   总被引：2，自引：1，他引：1  

施宁  布和朝鲁 《大气科学》2015,39(1):210-220

本文利用NCEP/NCAR逐日再分析资料,研究了中国大范围持续性极端低温事件(EPECE)的平流层前兆信号及其对对流层环流异常的影响。结果表明,在52个EPECE中,有17个EPECE具有一类共同的平流层前兆信号:(1)在EPECE发生前10天左右,在巴伦支海一带的100 hPa位势高度场呈现较强的正距平特征;(2)随后,该正异常环流逐渐向东移动,并在EPECE发生的前5天左右,使贝加尔湖西北侧200 hPa纬向风显著减弱。本文据此提出了关于EPECE平流层前兆信号的两个判别条件,并以这两个判别条件对1949～2009年冬季(11月至次年3月)所有逐日低频场进行了后查和检验。结果表明,上述两个判别条件对EPECE的发生日期具有一定的预测能力。本文进一步通过位涡(PV)反演探讨了平流层前期异常环流如何影响EPECE发生的物理机制。分析表明,巴伦支海附近的平流层中低层PV异常有利于该地区对流层中上层正高度异常的维持,后者强度的25%来源于前者的作用。  相似文献   

Temporal Variations of the Spring Persistent Rains and South China Sea Sub-high and Their Correlations to the Circulation and Precipitation of the East Asian Summer Monsoon          下载免费PDF全文

WAN Rijin  WANG Tongmei  WU Guoxiong 《Acta Meteorologica Sinica》2008,22(4):530-537

National Meteorological Information Center （NMIC） rainfall data and NCEP/NCAR daily circulation reanalysis data are employed to establish the onset-pentad time index of the spring persistent rains （SPR） and the decay-pentad time index of the South China Sea （SCS） sub-high. These indexes are used to study the relationship between the factors in SPR period and their relations to the circulation and precipitation of the East Asian summer monsoon （EASM）. Results show that, the summer rainfall over southeastern China decreases when SPR onset is late. For then EASM strengthens and the cyclonic circulation around the Tibetan Plateau （TP） strengthens, which makes abnormal anti-cyclonic circulation （cyclonic convergent circulation weakens） appear over southeastern China. When the decay of SCS sub-high delays, abnormal flood prevails over the middle and lower reaches of the Yangtze River （MLYR） and to the south. That is mainly caused by EASM weakening while SCS sub-high strengthening, then the abnormal southwesterly over South China and the abnormal northerlies of anti-cyclonic circulation around the TP converge over the Yangtze Valley. The two indexes have high correlations with multivariate ENSO index （MEI） in March, indicating that the climate abnormity in East Asia is related to global climate abnormity tightly. The two time indexes are independent of each other, which is favorable for the prediction of the anomalies of the circulation and precipitation of EASM. From this point of view, we must take the global climate background into account when we analyze and predict the East Asian summer circulation and precipitation.  相似文献   

江南春雨和南海副热带高压的时间演变及其与东亚夏季风环流和降水的关系   总被引：3，自引：0，他引：3  

万日金  王同美  吴国雄 《气象学报》2008,66(5):800-807

使用国家气象信息中心整理的逐日降水资料和NCEP/NCAR逐日再分析资料,创建了江南春雨建立时间指数和南海副热带高压(副高)减弱时间指数,研究了江南春雨各要素的相互关系及其与东亚夏季风环流和降水的关系.分析表明,当江南春雨建立较晚时,夏季江南地区的降水也较少,这是由于东亚夏季风加强,高原近侧气旋性环流加强,使江南地区出现异常反气旋性环流(气旋性辐合环流减弱)所致;当南海副高减弱较晚时,长江中下游至江南地区降水偏多,易发洪涝,这主要是由于东亚夏季风减弱,南海副高偏强,华南的异常西南风与围绕高原的异常反气旋环流的偏北风在长江中下游流域形成异常气旋性环流所致.江南春雨的建立时间和南海副高减弱时间之间又具有线性无关性,可以为东亚夏季风环流和降水异常的预报提供重要线索.两指数与3月ENSO综合指数MEI关系密切,表明东亚的气候异常与ENSO 全球气候异常紧密联系,因此在分析预测东亚气候异常时必须同时关注全球气候异常背景.  相似文献   

夏季欧亚中高纬环流持续异常事件的Rossby波传播特征   总被引：9，自引：4，他引：5  

潘婕  布和朝鲁  纪立人 《大气科学》2008,32(3):615-628

利用西风波导结构以及波作用通量, 探讨了夏季欧亚一类中高纬持续异常环流所对应的Rossby波的能量频散特征。中高纬度对流层上层存在结构较为复杂的弱波导, Rossby波能量频散过程基本上与该弱波导结构一致。Rossby波传播特征在不同时期以及两种环流型 （E型和C型) 之间存在显著差异: (1) 在梅雨前期, 与E型环流对应, Rossby波从南欧气旋式异常环流中心传播到乌拉尔山正高度异常中心, 并且波作用通量在乌拉尔山西侧辐合, 形成该地区正高度异常环流。乌拉尔山持续异常中心东侧重新激发出Rossby波, 并传播至贝加尔湖和鄂霍次克海地区, 维持对应的异常环流。与C型异常环流对应, Rossby波活动非常活跃。该型三个活动中心呈现高纬－中纬－高纬的分布特征, 这与波导结构密切相关。 (2) 在梅雨期, Rossby波的传播对两类持续异常环流的作用更加明显, 其传播路径基本上在处于极区和偏向中纬度一侧的两个“波障碍区”之间的带状西风波导区中。Rossby波从乌拉尔山活动中心向东传播, 最终形成贝加尔湖和鄂霍次克海地区的持续异常环流。在C型维持过程中则还存在另一种强迫因子。在C型中, Rossby波从乌拉尔山活动中心向中纬度传播, 并在亚洲急流中向东传播至东亚地区。 (3) 在后汛期, 在欧亚大陆上纬向“波障碍区”的增加使得Rossby波活动减弱。E型异常环流型的鄂霍次克海活动中心向东扩展到北太平洋, 但来自上游的Rossby波传播只作用于该活动中心的西北侧部分。C型中Rossby波的传播在乌拉尔山活动中心地区变弱。在夏季各个时期, E和C型持续异常环流对应着不同位相的EAP (或PJ) 型, 但并没有Rossby波从中纬度向北传播至鄂霍次克海地区的现象。  相似文献   

Correlation analysis of persistent heavy rainfall events in the vicinity of the Yangtze River valley and global outgoing longwave radiation in the preceding month   总被引：1，自引：0，他引：1  

汤燕冰  赵璐  高坤 《大气科学进展》2009,26(6):1169-1180

Based on the National Oceanic and Atmospheric Administration (NOAA) daily satellite dataset of global outgoing longwave radiation (OLR) for the period of 1974--2004 and the NCEP-NCAR reanalysis for 1971--2004, the linkage between persistent heavy rainfall (PHR) events in the vicinity of the Yangtze River valley and global OLR leading up to those events (with 1- to 30-day lag) was investigated. The results reveal that there is a significant connection between the initiation of PHR events over the study area and anomalous convective activity over the tropical Indian Ocean, maritime continent, and tropical western Pacific Ocean. During the 30-day period prior to the onset of PHR events, the major significantly anomalous convective centers have an apparent dipole structure, always with enhanced convection in the west and suppressed convection in the east. This dipole structure continuously shifts eastward with time during the 30-day lead period. The influence of the anomalous convective activity over the tropical oceans on the initiation of PHR events over the study area is achieved via an interaction between tropical and extratropical latitudes. More specifically, anomalous convective activity weakens the Walker circulation cell over the tropical Indian Ocean first. This is followed by a weakening of the Indian summer monsoon background state and the excitation and dispersion of Rossby wave activity over Eurasia. Finally, a major modulation of the large scale background circulation occurs. As a result, the condition of a phase-lock among major large scale circulation features favoring PHR events is established over the study area.  相似文献   

Temporal and Spatial Distributions of the Spring Persistent Rains over Southeastern China          下载免费PDF全文

万日金  吴国雄 《Acta Meteorologica Sinica》2009,23(5):598-608

  相似文献   

Temporal and Spatial Distributions of the Spring Persistent Rains over Southeastern China          下载免费PDF全文

WAN Rijin  WU Guoxiong 《Acta Meteorologica Sinica》2009,23(5):598-608

The spring persistent rains (SPR) over southeastern China (SEC) is a synoptic and climatic phenomenon that is unique in East Asia. Su cient evidence proves that it results from the mechanical and thermal effects of the giant Tibetan Plateau (TP), but its temporal span and spatial distribution are not clear at present.A climatological analysis of the NCEP/NCAR circulation and sensible heat data shows that at the 13th pentad of the solar year (1st pentad of March) there are remarkable increases in the sensible heating over the main and southeastern part of the TP, the southwesterly velocity over the southeastern flank of the TP and SEC, and rainfall over SEC, indicating the onset of the SPR.However, after the 27th pentad of the solar year (3rd pentad of May), these variables, except for the sensible heating over the main part of the TP, decrease rapidly. The ridge line of the subtropical high in the mid-low troposphere over the South China Sea (SCS) slopes northward instead of southward as before. The rain belt center over SEC shifts to the SCS and the SCS monsoon breaks out, indicating the end of the SPR. Hence, it is reasonable to define the SPR temporal span from the 13th to 27th pentad of the solar year. Data analysis and numerical sensitivity experiments show that, although the warm and cold airs converge at about 30°N in the SPR period, the distribution and intensity of the SPR rain belt are obviously in influenced by the topography of the Nanling and Wuyi Mountains (NWM). The mountains can block and lift cold and warm airs, strengthening frontogenesis and rainfall. As a result, the axis of the SPR rain belt is superposed over that of the mountain range. Accordingly, the spatial distribution of the SPR extends over most of the SEC, more speci cally, to the south of the middle and lower reaches of the Yangtze River (30°N), and to the east of 110°E.  相似文献   

近40年我国东部降水持续时间和雨带移动的年代际变化   总被引：18，自引：9，他引：18       下载免费PDF全文

赵平  周秀骥 《应用气象学报》2006,17(5):548-556

利用我国地面观测站降水资料以及欧洲中期数值预报中心 (ECMWF) 的月平均再分析资料, 研究了在全球平均表面气温偏冷和偏暖阶段, 我国东部降水开始和结束时间以及雨带南北移动的变化, 并分析了与东部降水变化相关联的大气环流特征。结果表明:近40年, 20世纪60—70年代全球平均表面气温处于一个相对偏冷时期, 而80—90年代处于偏暖时期; 在这样的变暖背景下, 我国东部地区年总降水量呈现出“南涝北旱”异常特征, 与冷位相比较, 在暖位相阶段长江流域年总降水量明显增加, 而华北地区降水量减少, 其中长江流域降水的增加主要是由夏季降水增加引起的, 3月长江中下游降水增加也很重要, 北方的降水减少主要是由从盛夏到初秋的降水减少引起的。平均而言, 暖位相阶段我国南方强降水开始时间较早、结束较晚, 持续时间较长, 而北方强降水开始较晚, 持续时间较短。从春末到夏季, 冷位相时我国东部强降水带表现出从华南、经过长江流域向华北移动的特征, 而在暖位相时强降水主要集中在长江流域, 从华南向华北移动的特征不明显。雨带的这种异常变化与东亚大气环流有关, 在暖位相时夏季东亚大陆低压比冷位相时弱, 而鄂霍次克海高压偏强, 西太平洋副热带高压位置偏南, 使夏季东亚副热带地区的西南风减弱, 梅雨锋加强, 导致雨带滞留在长江流域, 使长江流域降水增加、北方降水减少。  相似文献   

Gravity changes and passive SO₂ degassing at the Masaya caldera complex, Nicaragua   总被引：1，自引：0，他引：1  

Glyn Williams-Jones  Hazel Rymer  David A. Rothery 《Journal of Volcanology and Geothermal Research》2003,123(1-2):137

An understanding of the mechanisms responsible for persistent volcanism can be acquired through the integration of geophysical and geochemical data sets. By interpreting data on micro-gravity, ground deformation and SO₂ flux collected at Masaya Volcano since 1993, it is now clear that the characteristically cyclical nature of the activity is not driven by intrusion of additional magma into the system. Rather, it may be due in large part to the blocking and accumulation of gas by restrictions in the volcano substructure. The history of crater collapse and formation of caverns beneath the crater floor would greatly facilitate the trapping and storage of gas in a zone immediately beneath San Pedro and the other craters. Another mechanism that may explain the observed gravity and gas flux variations is the convective overturn of shallow, pre-existing, degassed, cooled, dense magma that is replaced periodically by lower density, hot, gas-rich magma from depth. Buoyant gas-rich magma rises from depth and is emplaced near the surface, resulting in the formation and fluctuation of a low-density gas-rich layer centred beneath Nindirí and Santiago craters. As this magma vigorously degasses, it must cool, increase in density and eventually sink. Five stages of activity have been identified at Masaya since 1853 and the most recent data suggest that the system may have been entering another period of reduced degassing in 2000. This type of analysis has important implications for hazard mitigation because periods of intense degassing are associated with poor agricultural yields and reduced quality of life. A better understanding of persistent cyclically active volcanoes will allow for more effective planning of urban development and agricultural land use.  相似文献