东北地区TRMM数据降尺度的GWR模型分析     

刘小婵  张洪岩  赵建军  郭笑怡  张正祥  朴梅花 《地球信息科学学报》2015,17(9):1054-1062

利用东北地区2000-2010年93个气象站点观测数据作为“真实值”,对TRMM降水数据进行精度验证,发现研究区TRMM降水数据与观测数据之间具有明显的线性相关性,且TRMM降水数据数值偏大于观测值,表明TRMM降水数据在东北地区具有一定的可信度。对东北地区多年平均、2001、2010年的TRMM数据,进行GWR模型降尺度研究,得到1 km的新降水数据,并与全局OLS回归模型进行对比。结果表明：（1）相比全局OLS回归模型,GWR模型的降尺度结果可获得更好的R与RMSE,说明GWR模型更适用于东北地区TRMM数据的降尺度研究;（2）东北地区GWR模型的降尺度分析结果与观测数据之间的相关系数在0.44-0.97之间,且分布较分散;（3）经过降尺度的TRMM降水数据,在空间分辨率上有较大提高,能更真实地反映研究区的降水特征,为该数据小尺度的应用研究奠定基础。  相似文献   

TRMM卫星降雨雷达观测的南海降雨空间结构和季节变化   总被引：10，自引：0，他引：10  

陈举  施平  王东晓  杜岩 《地球科学进展》2005,20(1):29-35

利用热带降雨计划卫星(TRMM)获得的雷达降雨资料,对南海及其周边区域(简称南海地区)降雨的空间分布和季节特征进行了研究。结果表明：南海地区的降雨在空间上分布很不均匀,同时具有显著的季节变化。除了副高活动、季风潮、冬季冷涌和热带低压活动等天气过程,南海周边广泛分布的山地地形对该地区的降雨分布也产生强烈影响,降雨呈现南部高于北部、东部高于西部的分布特征?与CAMP和台站资料相比,PR观测具有更丰富的空间结构,能够更好地体现降雨随时间和空间变化的特征、反映高大的山地地形对降雨分布的影响。  相似文献   

TRMM降水率资料的三维变分同化及其对"杜鹃"(0313)台风预报的改进   总被引：15，自引：6，他引：9  

丁伟钰  万齐林  端义宏 《大气科学》2005,29(4):600-608

在GRAPES(Global and Regional Assimilation and Prediction Enhanced System, 全球/区域同化预报系统)三维变分同化系统的基础上, 用改进的郭晓岚对流参数化方案作为观测算子, 来同化TRMM(Tropical Rainfall Measuring Mission, 热带降水监测计划)卫星反演的降水率资料.单点试验表明该方案通过调整背景场的水汽辐合和辐散的垂直结构, 使得同化后观测算子计算的降水率更接近实况.对台风 "杜鹃" (0313)的同  相似文献   

Evaluation of the real-time TRMM-based multi-satellite precipitation analysis for an operational flood prediction system in Nzoia Basin,Lake Victoria,Africa   总被引：3，自引：0，他引：3  

Li Li  Yang Hong  Jiahu Wang  Robert F. Adler  Frederick S. Policelli  Shahid Habib  Daniel Irwn  Tesfaye Korme  Lawrence Okello 《Natural Hazards》2009,50(1):109-123

Many researchers seek to take advantage of the recently available and virtually uninterrupted supply of satellite-based rainfall information as an alternative and supplement to the ground-based observations in order to implement a cost-effective flood prediction in many under-gauged regions around the world. Recently, NASA Applied Science Program has partnered with USAID and African-RCMRD to implement an operational water-hazard warning system, SERVIR-Africa. The ultimate goal of the project is to build up disaster management capacity in East Africa by providing local governmental officials and international aid organizations a practical decision-support tool in order to better assess emerging flood impacts and to quantify spatial extent of flood risk, as well as to respond to such flood emergencies more expediently. The objective of this article is to evaluate the applicability of integrating NASA’s standard satellite precipitation product with a flood prediction model for disaster management in Nzoia, sub-basin of Lake Victoria, Africa. This research first evaluated the TMPA real-time rainfall data against gauged rainfall data from the year 2002 through 2006. Then, the gridded Xinanjiang Model was calibrated to Nzoia basin for period of 1985–2006. Benchmark streamflow simulations were produced with the calibrated hydrological model using the rain gauge and observed streamflow data. Afterward, continuous discharge predictions forced by TMPA 3B42RT real-time data from 2002 through 2006 were simulated, and acceptable results were obtained in comparison with the benchmark performance according to the designated statistic indices such as bias ratio (20%) and NSCE (0.67). Moreover, it is identified that the flood prediction results were improved with systematically bias-corrected TMPA rainfall data with less bias (3.6%) and higher NSCE (0.71). Although the results justify to suggest to us that TMPA real-time data can be acceptably used to drive hydrological models for flood prediction purpose in Nzoia basin, continuous progress in space-borne rainfall estimation technology toward higher accuracy and higher spatial resolution is highly appreciated. Finally, it is also highly recommended that to increase flood forecasting lead time, more reliable and more accurate short- or medium-range quantitative precipitation forecasts is a must.  相似文献   

基于TRMM卫星雷达降雨的流域陆面水文过程   总被引：12，自引：2，他引：10       下载免费PDF全文

杨传国  余钟波  林朝晖  郝振纯  王振龙  李敏 《水科学进展》2009,20(4):461-466

利用热带降雨观测计划(TRMM)卫星雷达降雨数据驱动分布式陆面水文模型,研究流域尺度陆面水文过程,评估该数据在水文模拟与预报等研究领域的性能。通过与实测雨量资料比较,验证TRMM卫星雷达降雨数据的质量。分别将TRMM卫星雷达降雨与观测降雨作为耦合模型的气象输入,模拟和研究淮河流域1998~2003年的陆面水文过程时空变化。结果表明,TRMM卫星雷达降雨数据能够很好地描述降雨的时空分布,利用TRMM降雨模拟的结果与利用观测降雨模拟的结果精度相当;模拟流量与实测资料基本吻合。卫星雷达降雨数据在陆面水文过程研究中具有广泛的应用前景。  相似文献   

基于TRMM数据的鄱阳湖流域降雨时空分布特征及其精度评价   总被引：5，自引：0，他引：5  

李相虎  张奇  邵敏 《地理科学进展》2012,31(9):1164-1170

基于1998-2007 年热带测雨卫星(TRMM) 3B42 V6 降雨数据分析鄱阳湖流域降雨时空分布特征, 并利用40个气象站观测日降雨数据对TRMM数据在不同子流域、不同降雨强度及不同季节里的精度进行了对比分析, 弥补了以往只评价整体精度的不足。结果显示:鄱阳湖流域北部地区修水、饶河子流域较易出现暴雨, 导致雷达信号衰减, 使TRMM对大雨强降雨的探测出现较大偏差;流域内降雨以10~50 mm为主, 其雨量占到总雨量的60%;流域降雨在年内1-3 月中旬为干旱少雨期, 3 月下旬-9 月初为湿润多雨期, 9-12 月再次进入干旱少雨期;而空间分布呈东、西部大, 中部小的格局;同时发现, 在赣南山区TRMM降雨较观测雨量低300~400 mm, 这可能受高程和坡度的影响, 使TRMM对山区降雨的探测精度也出现较大偏差。  相似文献   

Study on the association of green house gas (CO2) with monsoon rainfall using AIRS and TRMM satellite observations     

《Physics and Chemistry of the Earth》2015

Monsoon water cycle is the lifeline to over 60 per cent of the world’s population. Throughout history, the monsoon-related calamities of droughts and floods have determined the life pattern of people. The association of Green House Gases (GHGs) particularly Carbon dioxide (CO₂) with monsoon has been greatly debated amongst the scientific community in the past. The effect of CO₂ on the monsoon rainfall over the Indian–Indonesian region (8–30°N, 65°–100°E) is being investigated using satellite data. The correlation coefficient (R_xy) between CO₂ and monsoon is analysed. The R_xy is not significantly positive over a greater part of the study region, except a few regions. The inter-annual anomalies of CO₂ is identified for playing a secondary role to influencing monsoon while other phenomenon like ENSO might be exerting a much greater influence.  相似文献   

TRMM卫星降水反演数据在珠江流域的适用性研究——以东江和北江为例          下载免费PDF全文

王兆礼  钟睿达  赖成光  陈晓宏  李军  黄泽勤 《水科学进展》2017,28(2):174-182

为评估最新一代TRMM 3B42-V7卫星降水反演数据产品在珠江流域的精度和适用性,选取位于珠江流域下游的东江和北江流域为研究区域,基于地面雨量站点数据评估了该产品的精度和适用性,并结合可变下渗容量（Variable Infiltration Capacity,VIC）水文模型进行了水文模拟验证。对比分析结果表明,在网格尺度上,大多数网格日尺度相关系数达到0.60以上,月尺度相关系数达到0.90以上,3B42-V7产品表现出较好的精度,在区域尺度上精度得到了进一步提高;水文模拟验证分两种情景下进行,情景Ⅰ的结果表明,当水文模型由地面雨量站点数据率定时,3B42-V7产品数据的水文模拟效果不佳,个别区间内存在对洪峰流量明显的低估;情景Ⅱ的结果表明,由3B42-V7产品数据重新率定水文模型时径流模拟效果有了较大改善,说明该产品可在一定程度上作为资料缺乏地区的降水数据来源。  相似文献   

TRMM 3B43降水数据在黄河源区的适用性评价   总被引：6，自引：3，他引：3  

李琼  杨梅学  万国宁  王学佳 《冰川冻土》2016,38(3):620-633

应用1998-2013年气象台站实测的降水数据以及2013年6-9月使用雨量桶收集的数据对TRMM 3B43 V7降水数据在黄河源区的精度从不同时间尺度、不同台站、以及不同海拔、坡度和坡向进行评价。检验发现,TRMM 3B43 数据对年和四季降水出现了不同程度的高估或低估,对于年降水、秋冬季降水表现为高估,而对春夏季降水表现为低估。同时,TRMM 3B43 数据在位于半湿润区的气象站点的降水数据质量优于半干旱区的气象站点的数据质量。除此以外,对TRMM降水在不同海拔、坡度和坡向的精度评估发现,随着海拔的升高,TRMM降水的相对偏差呈现出增加-减少-增加的变化趋势;随着坡度的升高,TRMM降水的相对偏差呈增加趋势;TRMM降水在东北坡、东坡和东南坡的偏差相对较小,而在西坡、南坡、北坡、西南坡的偏差相对较大。  相似文献   

Satellite Observations of Reflectivity Maxima above the Freezing Level Induced by Terrain     

Aoqi ZHANG  Weibiao LI  Shumin CHEN  Yilun CHEN  Yunfei FU 《大气科学进展》2021,38(4):627-640

Previous studies have recognized reflectivity maxima above the freezing level(RMAF) within stratiform precipitation over mountain slopes, however, quantitative studies are limited due to the lack of adequate identification criteria. Here, we establish an identification method for RMAF precipitation and apply it to the Tropical Rainfall Measuring Mission(TRMM) Precipitation Radar(PR) observations. Using the TRMM 2A25 product from 1998 to 2013, we show that the RMAF structure in reflectivity profiles can be effectively identified. RMAF exists not only in stratiform precipitation but also in convective precipitation. RMAF frequency is positively correlated with elevation, which is thought to be caused by enhanced updrafts in the middle layers of stratiform precipitation, or in the low to middle layers of convective precipitation over mountains. The average RMAF heights in stratiform and convective precipitation were 1.35 and 2.01 km above the freezing level, respectively, which is lower than previous results. In addition, our results indicate that the RMAF structure increased the echo top height and enhanced precipitation processes above the RMAF height, but it suppressed the downward propagation of ice particles and the near-surface rain rate. Future studies of orographic precipitation should take into account the impact of the RMAF structure and its relevant dynamic triggers.  相似文献