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201.
最优子集回归方法在季节气候预测中的应用   总被引:7,自引:1,他引:6  
柯宗建  张培群  董文杰 《大气科学》2009,33(5):994-1002
利用DEMETER计划多个模式的模拟资料研究1959~2001年多模式集合预报的季节降水在中国区域的表现, 并结合最优子集回归(OSR)方法对中国区域的季节降水进行降尺度预报, 比较其与多模式集合预报的技巧。研究表明: 多个单模式在中国区域对季节降水的模拟性能普遍较差, 多元线性回归(MLR)集合的预报技巧不如集合平均(EM)。利用OSR方法进行降尺度预报可以极大改善中国区域季节降水的预报技巧。夏季, 降水距平相关系数(ACC)在长江以南、西藏以及内蒙古中部等地区提高很显著, ACC在中国区域的平均达到0.29, 明显高于多模式集合平均与多元线性回归集合。冬季, OSR方法可以改善多模式集合在中国北方地区较低的预报技巧。概率Brier技巧评分(BSS)也表明了OSR方法对季节降水预报的改善。需要说明的是, 虽然OSR方法在中国区域能明显提高季节降水的预报技巧, 但是其选取的预报因子与中国区域季节降水的物理机制问题仍有待于进一步的研究。  相似文献   
202.
用降水量和无雨日数判别广州季节性干旱的对比分析   总被引:2,自引:0,他引:2  
利用广州市1951-2006年实测日降水量资料,通过统计方法对使用降水量和无雨日数判别广州季节性干旱情况作对比分析。结果发现,各季降水量和无雨日数序列之间都存在显著的反相变化关系,以冬季最显著、夏季最差;对日雨量较大的季节如春、夏季,用无雨日数判别季节干旱现象要比降水量更合适些,而对其它季节则2种指标无明显差别。  相似文献   
203.
对第一部分的实验结果进行了讨论,指出局地最大、最小涡度的存在与所谓的正压不稳定和大气中经常观测到的滚动涡有关。速度廓线中的拐点和涡度极大值点对应不稳定发展的位置。另外,为了改进湍流的模拟,根据“准正则”近似,发展了一个三阶闭合模式。这个模型已被证明可以描述与湍流过程有关的流体动力学变量的趋势。  相似文献   
204.
Mechanisms for the spatio-temporal development of the Tropical Pacific Meridional Mode(TPMM) are investigated using a coupled ocean-atmosphere model and observations.In both observations and the model,this meridional mode displays decadal variations and is most pronounced in spring and early summer.The model simulation suggests that once SST anomalies in the subtropical northeastern Pacific are initiated,say by northeasterly trade wind variability,perturbations evolve into a merdional dipole in 2-3 months.A...  相似文献   
205.
Measurements of aerosol physical, chemical and optical parameters were carried out in Guangzhou, China from 1 July to 31 July 2006 during the Pearl River Delta Campaign. The dry aerosol scattering coefficient was measured using an integrating nephelometer and the aerosol scattering coefficient for wet conditions was determined by subtracting the sum of the aerosol absorption coefficient, gas scattering coefficient and gas absorption coefficient from the atmospheric extinction coefficient. Following this, the aerosol hygroscopic growth factor, f(RH), was calculated as the ratio of wet and dry aerosol scattering coefficients. Measurements of size-resolved chemical composition, relative humidity (RH), and published functional relationships between particle chemical composition and water uptake were likewise used to find the aerosol scattering coefficients in wet and dry conditions using Mie theory for internally- or externally-mixed particle species [(NH4)2SO4, NH4NO3, NaCl, POM, EC and residue]. Closure was obtained by comparing the measured f(RH) values from the nephelometer and other in situ optical instruments with those computed from chemical composition and thermodynamics. Results show that the model can represent the observed f(RH) and is appropriate for use as a component in other higher-order models.  相似文献   
206.
Based on 3 years (2003-05) of the eddy covariance (EC) observations on degraded grassland and cropland surfaces in a semi-arid area of Tongyu (44°25′N, 122°52′E, 184 m a.s.1.), Northeast China, seasonal and annual variations of water, energy and CO2 fluxes have been investigated. The soil moisture in the thin soil layer (at 0.05, 0.10 and 0.20 m) clearly indicates the pronounced annual wet-dry cycle; the annual cycle is divided into the wet (growing season) and dry seasons (non-growing season). During the growing season (from May to September), the sensible and latent heat fluxes showed a linear dependence on the global solar radiation. However, in the non-growing season, the latent heat flux was always less than 50 W m^-2, while the available energy was dissipated as sensible, rather than latent heat flux. During the growing season in 2003-05, the daily average sensible and latent heat fluxes were larger on the cropland surface than on the degraded grassland surface. The cropland ecosystem absorbed more CO2 than the degraded grassland ecosystem in the growing season in 2003-05. The total evapotranspiration on the cropland was more than the total precipitation, while the total evapotranspiration on the degraded grassland was almost the same as the total annual precipitation in the growing season. The soil moisture had a good correlation with the rainfall in the growing season. Precipitation in the growing season is an important factor on the water and carbon budget in the semi-arid area.  相似文献   
207.
This paper investigates the interannual variation of the West Pacific Subtropical High (WPSH) intensity based on the data compiled by the Chinese National Climate Center. Monthly reanalysis data from National Centers for Environmental Prediction and National Center for Atmospheric Research (NCEP/NCAR) are also used to study the lead-lag relationship between WPSH intensity and surface heat flux anomalies. The three major findings are as follows: First, WPSH intensity presents good seasonal persistence, especially from winter to the ensuing summer. Persistence is more significant after 1977, especially from spring to summer, and from summer to autumn; persistence of anticyclonic anomalies are significantly better than cyclonic anomalies. Second, surface heat flux tends to present opposite anomalous patterns between the strong and weak years of the WPSH intensity, which is especially valid at the latent heat flux over the ocean. Simultaneous correlations between surface heat flux and WPSH intensity in each of the seasons are marked by similar key areas. Finally, surface heat flux from the preceding winter of a strong summer WPSH is quite similar to strong spring WPSH, but the positive anomalies over the northwest Pacific and south of Japan are notably stronger. The situations in the weak years are similar except for those over the northwest Pacific: winter surface heat flux shows negative anomalies for a weak spring WPSH, but positive anomalies for a weak summer WPSH. It is suggested that surface heat flux in the previous winter plays an important role in maintaining the WPSH intensity in the ensuing spring and summer.  相似文献   
208.
中国近50a极端降水事件变化特征的季节性差异   总被引:14,自引:2,他引:12  
利用中国419个测站1958-2007年逐日降水资料集,分析了近50a中国不同区域年和季节极端降水事件的基本变化特征。结果表明,多年平均极端降水事件的空间分布具有明显的纬向分布特征,并表现出显著的季节性差异。长江以南地区是春、冬季极端降水事件发生频次较高的区域;而年、夏季以及秋季极端降水事件发生频次在西南地区较高,在西北东部较低。年极端降水事件频次的长期变化趋势与夏季相似,华北和东北有增加趋势,其他地区为弱的减少趋势;其他季节的长期变化趋势存在明显的区域和季节性差异。年和季节极端降水事件的发生频次具有显著的年际和年代际变化特征。年极端降水事件时间序列的多项式拟合曲线的变化情况与夏季基本一致;而其他季节的变化则存在较大差异,表现出显著的季节性差异。  相似文献   
209.
A group of seasonal hindcast experiments are conducted using a coupled model known as the Flexible Global Ocean-Atmosphere-Land System Modelgamil1.11 (FGOALS-g1.11) developed at the State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics (LASG).Two steps are included in our ElNi o-Southern Oscillation (ENSO) hindcast experiments.The first step is to integrate the coupled GCM with the Sea Surface Temperature (SST) strongly nudged towards the observation from 1971 to 2006.The second step is to remove the SST nudging term.The authors carried out a one-year hindcast by adopting the initial values from SST nudging experiments from the first step on January 1st,April 1st,July 1st,and October 1st from 1982 to 2005.In the SST nudging experiment,the model can reproduce the observed equatorial thermocline anomalies and zonal wind stress anomalies in the Pacific,which demonstrates that the SST nudging approach can provide realistic atmospheric and oceanic initial conditions for seasonal prediction experiments.The model also demonstrates a high Anomaly Correlation Coefficient (ACC) score for SST in most of the tropical Pacific,Atlantic Ocean,and some Indian Ocean regions with a 3-month lead.Compared with the persistence ACC score,this model shows much higher ACC scores for the Ni o-3.4 index for a 9-month lead.  相似文献   
210.
A Bayesian probabilistic prediction scheme of the Yangtze River Valley (YRV) summer rainfall is proposed to combine forecast information from multi-model ensemble dataset provided by ENSEMBLES project.Due to the low forecast skill of rainfall in dynamic models,the time series of regressed YRV summer rainfall are selected as ensemble members in the new scheme,instead of commonly-used YRV summer rainfall simulated by models.Each time series of regressed YRV summer rainfall is derived from a simple linear regression.The predictor in each simple linear regression is the skillfully simulated circulation or surface temperature factor which is highly linear with the observed YRV summer rainfall in the training set.The high correlation between the ensemble mean of these regressed YRV summer rainfall and observation benefit extracting more sample information from the ensemble system.The results show that the cross-validated skill of the new scheme over the period of 1960 to 2002 is much higher than equally-weighted ensemble,multiple linear regression,and Bayesian ensemble with simulated YRV summer rainfall as ensemble members.In addition,the new scheme is also more skillful than reference forecasts (random forecast at a 0.01 significance level for ensemble mean and climatology forecast for probability density function).  相似文献   
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