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111.
112.
This paper explores the application of Artificial Intelligent (AI) techniques for climate forecast. It pres ents a study on modelling the monsoon precipitation forecast by means of Artificial Neural Networks (ANNs). Using the historical data of the total amount of summer rainfall over the Delta Area of Yangtze River in China, three ANNs models have been developed to forecast the monsoon precipitation in the corre sponding area one year, five-year, and ten-year forward respectively. Performances of the models have been validated using a 'new' data set that has not been exposed to the models during the processes of model development and test. The experiment results are promising, indicating that the proposed ANNs models have good quality in terms of the accuracy, stability and generalisation ability. 相似文献
113.
Measurements were performed in spring 2001 and 2002 to determine the characteristics of soil dust in the Chinese desert region of Dunhuang, one of the ground sites of the Asia-Pacific Regional Aerosol Characterization Experiment (ACE-Asia). The mean mass concentrations of total suspended particle matter during the spring of 2001 and 2002 were 317 μg m?3 and 307 μg m?3, respectively. Eleven dust storm events were observed with a mean aerosol concentration of 1095 μg m?3, while the non-dusty days with calm or weak wind speed had a background aerosol loading of 196 μgm?3 on average in the springtime. The main minerals detected in the aerosol samples by X-ray diffraction were illite, kaolinite, chlorite, quartz, feldspar, calcite and dolomite. Gypsum, halite and amphibole were also detected in a few samples. The mineralogical data also show that Asian dust is characterized by a kaolinite to chlorite (K/C) ratio lower than 1 whereas Saharan dust exhibits a K/C ratio larger than 2. Air mass back-trajectory analysis show that three families of pathways are associated with the aerosol particle transport to Dunhuang, but these have similar K/C ratios, which further demonstrates that the mineralogical characteristics of Asian dust are different from African dust. 相似文献
115.
基于S波段多普勒天气雷达基数据、北京闪电定位网全闪定位数据和北京地区降雹的人工观测结果,对比分析Gatlin和σ两种闪电跃增算法在不同配置下对北京地区2015—2018年共177次冰雹天气过程的预警效果。结果表明:不同倍数的σ算法预警结果差别很大,2σ(要求当前闪电频数变化率超过之前平均闪电频数变化率两倍标准差)在σ算法中的预警效果最佳;不同N(总闪频数变化率的数量)配置下的Gatlin算法的预警结果差别不大,其中当N=6时的预警效果最佳。2σ算法的命中率、虚警率和临界成功指数分别为80.2%,41.6%和51.1%,N=6的Gatlin算法的相应结果分别为82.5%,62.0%和35.2%。另外,详细分析了一次多单体雷暴过程和一次飑线过程中两种算法的应用情况,结果也表明Gatlin算法比2σ算法的命中率略高,但虚警率偏高很多,临界成功指数偏低。综合Gatlin算法和σ算法对冰雹预报结果评估情况,发现2σ闪电跃增算法更适于对北京冰雹天气的预警,对提升闪电数据在北京地区冰雹预报业务的可用度有一定参考价值。 相似文献
116.
正Convection and its ensuing severe weather,such as heavy rainfall,hail,tornado,and high wind,have significant impacts on our society and economy(e.g.,Cao et al.,2004;Fritsch and Carbone,2004;Verbout et al.,2006;Ashley and Black,2008;Cao,2008;Cao and Ma,2009;Zhang et al.,2014).Due to its localized and transient nature,the initiation of convection or convective initiation remains one of the least 相似文献
117.
In order to consider both the deterministic and the stochastic property of atmospheric motion simul-taneously,in this paper,the weather prediction is proposed as the problem of the evolution of meteorologicalfield.The historical viewpoint of atmospheric motion is emphasized here.Based on time series analysis te-chnique,a stochastic-dynamical model with multiple initial fields is derived.Thus,weather forecasting is sum-meal up as a problem of solving a set of stochastic difference equations.For the barotropic atmosphere,thenumerical solutions of the equations are obtained by using the method of empirical orthogonal functions(EOF),and examples of medium-range weather prediction are given here.Meanwhile,selecting the order oftime series,i.e.,determining the number of initial fields properly,is also discussed. 相似文献
118.
Assessment of surface air warming in northeast China, with emphasis on the impacts of urbanization 总被引:2,自引:1,他引:2
Qingxiang Li Wei Li Peng Si Gao Xiaorong Wenjie Dong Phil Jones Jiayou Huang Lijuan Cao 《Theoretical and Applied Climatology》2010,99(3-4):469-478
Based on homogenized land surface air temperature (SAT) data (derived from China Homogenized Historical Temperature (CHHT) 1.0), the warming trends over Northeast China are detected in this paper, and the impacts of urban heat islands (UHIs) evaluated. Results show that this region is undergoing rapid warming: the trends of annual mean minimum temperature (MMIT), mean temperature (MT), and mean maximum temperature (MMAT) are 0.40 C decade?1, 0.32 C decade?1, and 0.23 C decade?1, respectively. Regional average temperature series built with these networks including and excluding “typical urban stations” are compared for the periods of 1954–2005. Although impacts of UHIs on the absolute annual and seasonal temperature are identified, UHI contributions to the long-term trends are less than 10% of the regional total warming during the period. The large warming trend during the period is due to a regime shift in around 1988, which accounted for about 51% of the regional warming. 相似文献
119.
近50年陕西黄土高原云量和气温年际变化 总被引:1,自引:2,他引:1
利用陕西黄土高原24个气象站1957年以来的气温、总云量和低云量观测资料,分析了它们的年际及年代际演变趋势及相关关系。结果表明:近50年区域年平均气温波动升高,尤其是1987年以后;北部风沙区气温的年际变化较大,增温幅度由北向南递减;1957年以来区域年平均总云量呈逐渐减少趋势,低云量下降趋势较总云量更为明显,2000年以后总云量有所增加。相关分析表明:陕西黄土高原年平均气温与年均总云量及低云量呈明显的负相关,均通过了0.001显著性水平检验,且低云量的相关更为显著;总云量和低云量与降水量呈显著正相关;不同区域和不同季节总云量和低云量与气温的相关系数有明显差异,但与降水量的相关非常显著。 相似文献
120.
热带气旋是影响我国沿海的主要灾害性天气系统之一, 它产生的狂风、暴雨、巨浪和风暴潮, 给沿岸地区人民生命和国家财产安全带来严重威胁。而严重的台风灾害, 往往是台风登陆引起的。为进一步研究登陆热带气旋的活动规律, 总结了2005年登陆我国热带气旋的特点, 结果表明:2005年登陆我国热带气旋具有登陆季节短、登陆地点分布异常、台风比例异常偏高、灾害损失极为严重的特点。同时, 还讨论了2005年登陆我国热带气旋异常的气候原因, 并指出未来几年登陆热带气旋和台风的年频数处在上升趋势中。 相似文献