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1.
Stochastic weather generators are statistical models that produce random numbers that resemble the observed weather data on which they have been fitted; they are widely used in meteorological and hydrologi- cal simulations. For modeling daily precipitation in weather generators, first-order Markov chain-dependent exponential, gamma, mixed-exponential, and lognormal distributions can be used. To examine the perfor- mance of these four distributions for precipitation simulation, they were fitted to observed data collected at 10 stations in the watershed of Yishu River. The parameters of these models were estimated using a maximum-likelihood technique performed using genetic algorithms. Parameters for each calendar month and the Fourier series describing parameters for the whole year were estimated separately. Bayesian infor- mation criterion, simulated monthly mean, maximum daily value, and variance were tested and compared to evaluate the fitness and performance of these models. The results indicate that the lognormal and mixed-exponential distributions give smaller BICs, but their stochastic simulations have overestimation and underestimation respectively, while the gamma and exponential distributions give larger BICs, but their stochastic simulations produced monthly mean precipitation very well. When these distributions were fitted using Fourier series, they all underestimated the above statistics for the months of June, July and August. 相似文献
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STUDY ON APPLICATIONS OF C-BAND DUAL LINEAR POLARIZATION RADAR IN METEOROLOGY 总被引：4，自引：0，他引：4 
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下载免费PDF全文 Theoretical study and development of a dual linear polarization weather radar in China are briefly presented.Also discussed are the potential uses of the new radar system in improving the accuracy of areal rainfall measure-ments and analysing the spacial structure of storms and distribution of hydrometecrs in clouds based on theradar observational data from the field experimcnts during the summers of 1987—1989. The results indicatethat a C-band dual polarization weather radar, after considering the microwave attenuation correction, may beemployed to quantitatively measure rainfall and to monitor heavy rain and flood events and becomes an impor-rant means to study storm structure. 相似文献
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The output of 25 models used in the Coupled Model Intercomparison Project phase 3 （CMIP3） were evaluated, with a focus on summer precipitation in eastern China for the last 40 years of the 20th century. Most models failed to reproduce rainfall associated with the East Asian summer monsoon （EASM）, and hence the seasonal cycle in eastern China, but provided reasonable results in Southwest （SW） and Northeast China （NE）. The simulations produced reasonable results for the Yangtze-Huai （YH） Basin area, although the Meiyu phenomenon was underestimated in general. One typical regional phenomenon, a seasonal northward shift in the rain belt from early to late summer, was completely missed by most models. The long-term climate trends in rainfall over eastern China were largely underestimated, and the observed geographical pattern of rainfall changes was not reproduced by most models. Precipitation extremes were evaluated via parameters of fitted GEV （Generalized Ex- treme Values） distributions. The annual extremes were grossly underestimated in the monsoon-dominated YH and SW regions, but reasonable values were calculated for the North China （NC） and NE regions. These results suggest a general failure to capture the dynamics of the EASM in current coupled climate models. Nonetheless, models with higher resolution tend to reproduce larger decadal trends and annual extremes of precipitation in the regions studied. 相似文献
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The errors in radar quantitative precipitation estimations consist not only of systematic biases caused by random noises but also spatially nonuniform biases in radar rainfall at individual rain-gauge stations.In this study,a real-time adjustment to the radar reflectivity-rainfall rates(Z-R) relationship scheme and the gauge-corrected,radar-based,estimation scheme with inverse distance weighting interpolation was developed.Based on the characteristics of the two schemes,the two-step correction technique of radar quantitative precipitation estimation is proposed.To minimize the errors between radar quantitative precipitation estimations and rain gauge observations,a real-time adjustment to the Z-R relationship scheme is used to remove systematic bias on the time-domain.The gauge-corrected,radar-based,estimation scheme is then used to eliminate non-uniform errors in space.Based on radar data and rain gauge observations near the Huaihe River,the two-step correction technique was evaluated using two heavy-precipitation events.The results show that the proposed scheme improved not only in the underestimation of rainfall but also reduced the root-mean-square error and the mean relative error of radar-rain gauge pairs. 相似文献
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Ma Zhenhua 《大气科学进展》1985,2(1):104-111
The equations for calculating the echo power from meteorological targets and the energy distribution within radar beam were derived, by taking the earth curvature, atmospheric refractivity gradient, reflection factor and the roughness of the earth's surface into consideration. The estimation based on these equations shows that the rain echo power may deviate from its normal value by a factor of －3 to +6 db depending on the radar height, antenna elevation, wave length, beam width, surface reflectivity and roughness. 相似文献
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In this paper, the quantitative precipitation estimation based on hydrometeor classification (HCA-QPE) algorithm was proposed for the first operational S band dual-polarization radar promoted by the CINRAD/SA radar of China. The HCA-QPE algorithm, the localized Colorado State University-Hydrometeor Identification of Rainfall (CSU-HIDRO) and Joint Polarization Experiment (JPOLE) algorithms, and the dynamic Z-R relationships based on variational correction QPE (DRVC-QPE) algorithm were evaluated with the rainfall events from March 1 to October 30, 2017 in the Guangdong Province. The results indicated that even though the HCA-QPE algorithm did not use the observed rainfall data for correction, its estimation accuracy was better than that of the DRVC-QPE algorithm when the rainfall rate was greater than 5mm h^(-1); and the stronger the rainfall intensity, the greater the QPE improvement. And the HCA-QPE algorithm worked better than the localized CSU-HIDRO and JPOLE algorithms. This study preliminarily verified the improved accuracy of QPE by a dual-polarization radar system modified from CINRAD-SA radar. 相似文献
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The equations for calculating the echo power from meteorological targets and the energy distribution within radar beam were derived, by taking the earth curvature, atmospheric refractivity gradient, reflection factor and the roughness of the earth's surface into consideration.The estimation based on these equations shows that the rain echo power may deviate from its normal value by a factor of-3 to 4 6 db depending on the radar height, antenna elevation, wave length, beam width, surface reflectivity and roughness. 相似文献
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A timescale decomposed threshold regression(TSDTR) downscaling approach to forecasting South China early summer rainfall(SCESR) is described by using long-term observed station rainfall data and NOAA ERSST data. It makes use of two distinct regression downscaling models corresponding to the interannual and interdecadal rainfall variability of SCESR.The two models are developed based on the partial least squares(PLS) regression technique, linking SCESR to SST modes in preceding months on both interannual and interdecadal timescales. Specifically, using the datasets in the calibration period 1915–84, the variability of SCESR and SST are decomposed into interannual and interdecadal components. On the interannual timescale, a threshold PLS regression model is fitted to interannual components of SCESR and March SST patterns by taking account of the modulation of negative and positive phases of the Pacific Decadal Oscillation(PDO). On the interdecadal timescale, a standard PLS regression model is fitted to the relationship between SCESR and preceding November SST patterns. The total rainfall prediction is obtained by the sum of the outputs from both the interannual and interdecadal models. Results show that the TSDTR downscaling approach achieves reasonable skill in predicting the observed rainfall in the validation period 1985–2006, compared to other simpler approaches. This study suggests that the TSDTR approach,considering different interannual SCESR-SST relationships under the modulation of PDO phases, as well as the interdecadal variability of SCESR associated with SST patterns, may provide a new perspective to improve climate predictions. 相似文献
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Atmospheric Intercomparison Project simulations of the summertime diurnal cycle of precipitation and low-level winds over subtropical China by Intergovernmental Panel on Climate Change Fifth Assessment Report models were evaluated. By analyzing the diurnal variation of convective and stratiform components, results confirmed that major biases in rainfall diurnal cycles over subtropical China are due to convection parameterization and further pointed to the diurnal variation of convective rainfall being closely related to the closure of the convective scheme. All models captured the early-morning peak of total rainfall over the East China Sea, but most models had problems in simulating diurnal rainfall variations over land areas of subtropical China. When total rainfall was divided into stratiform and convective rainfall, all models successfully simulated the diurnal variation of stratiform rainfall with a maximum in the early morning. The models, overestimating noon-time （nocturnal） total rainfall over land, generally simulated too much convective rainfall, which peaked close to noon （midnight）, sharing some similarities in the closures of their deep convection schemes. The better performance of the Meteorological Research Institute atmospherer. ocean coupled global climate model version 3 （MRI-CGCM3） is attributed to the well captured ratio of the two kinds of rainfall, but not diurnal variations of the two components. Therefore, a proper ratio of convective and stratiform rainfall to total rainfall is also important to improve simulated diurnal rainfall variation. 相似文献
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THE USE OF RADAR DATA IN THE NUMERICAL SIMULATION OF HEAVY RAINFALLS IN THE CHANGJIANG-HUAIHE RIVER BASIN 总被引：5，自引：3，他引：2
It is important for predictions of heavy rainfall to include radar data to provide better reflection of moisture. Numerical experiments were carried out with real cases of heavy rains in the Changjiang (Yangtze)-Huaihe River Basin using a PSU/NCAR mesoscale model that incorporated radar data. Processed radar data were added to the model to change the analysis of initial humidity field before 24-h numerical simulations were made and the results compared with a control experiment. It is suggested that the radar-data-incorporated numerical predictions could produce locations of precipitation areas and maximum rainfall that are closer to reality than the control, due to the fact that moisture and converging updraft are strengthened in the middle and lower levels of the troposphere in the area of heavy rains and areas nearby. The work is expected to improve numerical modeling and forecasts of heavy rains in middle and lower latitudes of China. 相似文献
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雨滴谱包含了降雨的丰富信息,不仅能反映雨滴群的微物理特性,也能反映降雨类型、降雨强度等宏观特性,并且在雷达气象领域也有重要的价值。论文对2015和2016年度南京地区32次降雨过程的雨滴谱资料进行了处理、并对多种雨滴参数进行了详细的统计和分析,拟合了层状云降雨、对流云降雨以及积层混合云降雨的雨滴谱Gamma分布参数。另外,还基于雨滴谱数据拟合了雷达反射率因子Z与降雨强度R的Z-R关系,计算了差分反射率ZDR、相位常数KDP以及衰减参数,并利用衰减参数进行了C波段雷达回波的衰减订正试验。结果表明:（1）层状云降雨的各微物理参数比较稳定,积雨云的变化剧烈;层云降雨和积层混合云降雨的中雨滴、积雨云降雨的大雨滴对雷达反射率因子的贡献最大。（2）积雨云降雨的滴谱最宽,层状云降雨的最窄。（3）利用依据雨滴谱数据拟合的三类降雨Z-R关系,可以一定程度地提高雷达估测降雨的精度。（4）利用基于雨滴谱数据拟合的衰减系数,有效地进行了C波段双偏振雷达回波强度的衰减订正,体现了统计参数和拟合参数准确性。 相似文献
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利用乌鲁木齐2018年1-12月雨滴谱仪观测数据，分析了两种类型降水（雨、雨加雪）滴谱的微物理参量，以探究乌鲁木齐不同类型降水的雨滴谱特征，此外，对Nt-R、Z-R等关系也进行了研究。结果表明：（1）两类降水的雨滴谱均为单峰分布，粒子浓度峰值均在低谱段，雨夹雪的滴谱宽度约为0.31~7.50 mm，雨的谱宽为0.31~5.50 mm。（2）雨的平均粒子尺度参数（如质量加权平均直径Dm）和降水强度R均略大于雨夹雪，而雨夹雪的平均总粒子数浓度Nt比雨的大23.7%。（3）文中拟合得到的雨、雨加雪Z-R关系分别为Z=181.7R1.45、Z=205.4R1.27，与传统天气雷达降水估测关系Z=300R1.4对比分析后，发现利用Z=300R1.4进行降水估测时存在低估现象，而对降雨的估测误差更大。 相似文献
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一次飑线过程的雨滴谱特征研究 总被引：3，自引：0，他引：3
利用4台Thies激光雨滴谱仪组成的观测网和CINRADA/SA多普勒雷达观测资料,通过单点雨滴谱和积分参数时间序列分析、以及γ谱拟合参数和Z-R关系等的统计分析,研究成熟平行层状飑线不同部位雨滴谱和积分参数的演变特征。结果表明,不同部位雨滴谱和积分参数演变特征存在明显差别,但有一致的基本特征,即在雨强增大阶段为较小的小粒子数浓度,较大的大粒子数浓度和谱宽,而雨强减弱阶段为较大的小粒子数浓度,较小的大粒子数浓度和谱宽,所以,雨强增大阶段具有较低的雨滴浓度和较大的雷达反射率因子,以及较小的γ谱斜率参数λ和形状参数μ。但有时雨强减弱阶段存在较大的大粒子数浓度和谱宽,因此,具有较大的雷达反射率因子;统计表明,γ谱三参数N0、μ、λ与雨强的关系可以用幂函数拟合, N0随雨强增大而增大,μ、λ随着雨强的增大而减小。λ-μ关系可以用二次多项式拟合,对流云Z-R关系为Z=324R1.60。不同部位雨滴谱演变特征的差异对Z-R关系等统计关系影响明显,但对λ-μ关系影响较小。平行层状飑线不同部位雨滴谱和积分参数演变特征与拖曳层状飑线对流带典型雨滴谱演变特征类似,但也存在一些明显差别,这些差异是否与平行层状飑线动力结构的不同有关,尚需进一步的研究。 相似文献
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为掌握并改进青藏高原地区TRMM卫星降水雷达 (precipitation radar,PR) 地面降雨率准确度,统计分析了2005—2007年TRMM PR 2A25资料和逐小时地面雨量计,结果表明:青藏高原地区TRMM PR地面降雨率在层云降水时平均偏低35%,在对流云降水时平均偏高42%。Z-R关系的适用性是PR产生偏差的原因之一,研究将TRMM PR层云降水模型中20℃层Z-R关系的初始系数A和b分别修正为0.0288和0.6752,对流云降水模型中20℃层的初始系数A和b分别修正为0.0406和0.5809,得到两类降水模型0℃层与20℃层之间不同高度Z-R关系的更新系数。检验结果表明,修正降水模型后能够提高青藏高原地面降雨率测量的准确度。 相似文献
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利用2005年4次降雨过程的多普勒雷达体扫的回波强度资料及相应的雨量计观测资料, 通过BP神经网络方法来估测临沂地区的降雨量, 同时以改进的最佳窗概率配对法建立的Z-R关系估测的降雨量为对照, 进一步验证BP神经网络方法的优越性。根据各个站点的平均相对误差、 均方根差、 相关系数和相关曲线斜率4个指标的比较, 小时雨量和累计降雨量估测结果表明： BP神经网络估测精度要明显优于Z-R关系式, 训练样本的精度高于检验样本的精度, BP神经网络估测的降雨量与站点实测雨量吻合性较好, 能够较真实地反映地面降雨情况; Z-R关系式估测的降雨量随着雨强的不同表现为不同程度的低估现象。 相似文献
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While heavy rainfall frequently takes place in southern China during summer monsoon seasons,quantitative precipitation forecast skills are relatively poor.Therefore,detailed knowledge about the raindrop size distribution(DSD)is useful in improving the quantitative precipitation estimation and forecast.Based on the data during 2018-2022 from 86stations in a ground-based optical disdrometer measurement network,the characteristics of the DSD in Guangdong province are investigated in terms of the pa... 相似文献