我国地面降水的分级回归统计降尺度预报研究   总被引：2，自引：1，他引：1       下载免费PDF全文

智协飞  王姝苏  周红梅  朱寿鹏  赵欢 《大气科学学报》2016,39(3):329-338

利用TIGGE资料中欧洲中期天气预报中心(ECMWF,the European Centre for Medium-Range Weather Forecasts)、日本气象厅(JMA,the Japan Meteorological Agency)、美国国家环境预报中心(NCEP,the National Centers for Environmental Prediction)以及英国气象局(UKMO,the UK Met Office)4个中心1~7 d预报的日降水量集合预报资料,并以中国降水融合产品作为"观测值",对我国地面降水量预报进行统计降尺度处理。采用空间滑动窗口增加中雨和大雨雨量样本,建立分级雨量的回归方程,并与未分级雨量的统计降尺度预报进行对比。结果表明,对于不同模式、不同预报时效以及不同降水量级,统计降尺度的预报技巧改进程度不尽相同。统计降尺度的预报技巧依赖于模式本身的预报效果。相比雨量未分级回归,雨量分级回归的统计降尺度预报与观测值的距平相关系数更高,均方根误差更小,不同量级降水的ETS评分明显提高。对雨量分级回归统计降尺度预报结果进行二次订正,可大大减少小雨的空报。  相似文献   

WRF模式对中国夏季降水的动力降尺度模拟研究   总被引：1，自引：3，他引：1  

胡海洋  胡轶佳  钟中  朱益民 《气象科学》2015,35(4):413-421

采用NCEP的FNL再分析资料驱动WRF模式,对中国10 a(2000—2009年)夏季降水进行双重动力降尺度(双重嵌套)模拟,将子、母区域模拟结果和观测进行对比,以检验双重动力降尺度对中国夏季降水模拟的"增值"能力。结果表明:单重动力降尺度(单重嵌套)方法能较好模拟出中国10 a夏季平均降水的空间分布,对季风雨带"北跳"特征模拟较好,但模拟降水具有系统性正偏差。在母区域的强迫下,双重动力降尺度模拟的降水分布与单重动力降尺度相比,没有发生根本性变化。但由于子区域的分辨率要高于母区域,双重动力降尺度比单重动力降尺度能提供更多有价值的降水细节。双重动力降尺度的这种"增值"能力存在地域依赖性,在华南地区和江淮地区,双重动力降尺度模拟出的降水分布、量值和逐日演变都要好于单重动力降尺度。但在华北地区,双重动力降尺度没有表现出明显的"增值"。  相似文献   

Comparison of slope estimates from low resolution DEMs: scaling issues and a fractal method for their solution     

Xiaoyang Zhang  Nick A. Drake  John Wainwright  Mark Mulligan 《地球表面变化过程与地形》1999,24(9):763-779

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A tidal model of the northeast pacific     

R.A. Flather 《大气与海洋》2013,51(1):22-45

Abstract

The development of a tidal model for the west coast of Canada is described. The model is intermediate in resolution between coarse‐gridded global models and fine‐gridded local models; it provides a good representation of the main shelf regions and also includes a substantial area of the neighbouring ocean. The physical processes relevant to tides in both deep and shallow water are included. Calculations have been carried out for the M₂ and K₁ constituents and the model results were compared with extensive tide‐gauge observations and empirically based charts. For M₂, the agreement between model results and observations is generally excellent, but for K₁, which contains more small‐scale variability, the model results are not quite so good. The variability in K₁ is associated with tidally generated continental shelf waves. Examination of the computed currents and energy fluxes suggests that shelf‐wave components are present in the model solution but, for the Vancouver Island shelf, their propagation is not reproduced accurately. This may be due to deficiencies in the model and/or to the influences of stratification and mean currents, which are neglected here. The model predicts that shelf‐wave components should also occur in diurnal tides on the Alaskan shelf.

The significance of the tide‐generating potential and advection are also examined and further work proposed.  相似文献   

降尺度CMIP6模式对新疆降水模拟评估          下载免费PDF全文

胡家晖  孙彩霞  董思言  王磊斌  欧阳鸿翔  吴志文  钟校尧 《沙漠与绿洲气象(新疆气象)》2024,18(5)

基于6个CMIP6模式的日降水量数据,采用降尺度方法将其统一分辨率到0.25°×0.25°,选取5个极端降水指数从降水气候态、极端性、季节性三个角度对新疆区域1961—2014年历史期降水模拟效果评估。结果表明,降尺度CMIP6模式能较好再现新疆区域降水的空间分布特征,最大年均降水量误差小于30 mm,夏季降水模拟效果最佳相关系数均高于0.8。模式在春秋季对降水的模拟效果差异较小,标准差比值均在1.00 ~ 1.25之间,ACCESS-CM2模拟效果最佳。模式集合均值能模拟出观测降水增多趋势,但低估了降水的年际变率,模拟结果提示新疆80年代的降水转折可能与人类活动有关。在降水极端性和季节性方面,降尺度数据对新疆的极端降水和季节性降水均有较好的模拟性能,降尺度数据对季节性降水的模拟能力（与观测均值误差小于0.001）比原始分辨率的数据（与观测误差大于0.005）效果更好。  相似文献   

Statistical downscaling of GCM simulations to streamflow using relevance vector machine   总被引：1，自引：0，他引：1  

Subimal Ghosh  P.P. Mujumdar 《Advances in water resources》2008

General circulation models (GCMs), the climate models often used in assessing the impact of climate change, operate on a coarse scale and thus the simulation results obtained from GCMs are not particularly useful in a comparatively smaller river basin scale hydrology. The article presents a methodology of statistical downscaling based on sparse Bayesian learning and Relevance Vector Machine (RVM) to model streamflow at river basin scale for monsoon period (June, July, August, September) using GCM simulated climatic variables. NCEP/NCAR reanalysis data have been used for training the model to establish a statistical relationship between streamflow and climatic variables. The relationship thus obtained is used to project the future streamflow from GCM simulations. The statistical methodology involves principal component analysis, fuzzy clustering and RVM. Different kernel functions are used for comparison purpose. The model is applied to Mahanadi river basin in India. The results obtained using RVM are compared with those of state-of-the-art Support Vector Machine (SVM) to present the advantages of RVMs over SVMs. A decreasing trend is observed for monsoon streamflow of Mahanadi due to high surface warming in future, with the CCSR/NIES GCM and B2 scenario.  相似文献   

水文集合预报试验及其研究进展     

陆桂华  吴娟  吴志勇 《水科学进展》2012,23(5):728-734

水文集合预报是一种既可以给出确定性预报值,又能提供预报值的不确定性信息的概率预报方法。简述了水文集合预报试验(Hydrologic Ensemble Prediction Experiment,HEPEX)国际计划的主要研究内容,回顾了HEPEX研究进展,分析了对水文预报发展有重要意义的3个HEPEX前沿研究:降尺度研究、集合预报系统研究以及不确定性研究。研究表明,动力-统计降尺度法和高分辨率"单一"模式及低分辨率集合相结合是HEPEX未来研究的方向。  相似文献   

A continuous simulation model for design-hydrograph estimation in small and ungauged watersheds     

S. Grimaldi 《水文科学杂志》2013,58(6):1035-1051

Abstract

A detailed investigation of the behaviour of various hydraulic parameters, using data from rivers in Greece, was conducted in order to explore the universality of features that many natural streams are believed to have in common. Analysis of vertical profiles of temporal mean of horizontal velocities (u) in the longitudinal (river flow) direction and of transverse profiles of depth-mean longitudinal velocities (U) estimated from these vertical profiles, measured at 232 cross-sections of several rivers in Greece, provided valuable information: on the distribution of local roughness coefficients (n_i ) along the wetted perimeter of the cross-sections examined; on the shape of u profiles; on the ratio of maximum to mean cross-sectional velocity, V_max/V_m , and its relation to a dimensionless entropy parameter, M; on the shape of U profiles; and on the normalized intensity, r, of the spatial departure of u velocities from V_m . The similarities among the quantities (u, U, n, V_max/V_m , M, r) analysed in this study and in pertinent literature reveal that the rivers examined exhibit many of the basic features, of rather universal character, shown by other rivers (all over the world) having different geometric and/or other characteristics (aspect ratios, bottom roughness, flow kinematics, etc.). Corresponding differences are also described and explained.  相似文献   

A study on the impact of climate change on streamflow at the watershed scale in the humid tropics     

K. Y. Raneesh 《水文科学杂志》2013,58(6):946-965

Abstract

Climate change is recognized to be one of the most serious challenges facing mankind today. Driven by anthropogenic activities, it is known to be a direct threat to our food and water supplies and an indirect threat to world security. Increase in the concentration of carbon dioxide and other greenhouse gases in the atmosphere will certainly affect hydrological regimes. The consequent global warming is expected to have major implications on water resources management. The objective of this research is to present a general approach for evaluating the impacts of potential climate change on streamflow in a river basin in the humid tropical zone of India. Large-scale global climate models (GCMs) are the best available tools to provide estimates of the effect of rising greenhouse gases on rainfall and temperature. However the spatial resolution of these models (250 km?×?250 km) is not compatible with that of watershed hydrological models. Hence the outputs from GCMs have to be downscaled using regional climate models (RCMs), so as to project the output of a GCM to a finer resolution (50 km?×?50 km). In the present work, the projections of a GCM for two scenarios, A2 and B2 are downscaled by a RCM to project future climate in a watershed. Projections for two important climate variables, viz. rainfall and temperature are made. These are then used as inputs for a physically-based hydrological model, SWAT, in order to evaluate the effect of climate change on streamflow and vegetative growth in a humid tropical watershed.

Citation Raneesh, K. Y. & Santosh, G. T. (2011) A study on the impact of climate change on streamflow at the watershed scale in the humid tropics. Hydrol. Sci. J. 56(6), 946–965.  相似文献   

IPCCSRES情景下新疆未来气候变化格局分析     

李兰海  白磊  姚亚楠  杨青  赵鑫 《资源与生态学报(英文版)》2013,(1):27-35

全球气候模型（GCM）提供了有效的方法来评估全球气候变化的过程,并可预估包括人类活动因素驱动在内的未来气候变化情景。然而其较低的分辨率并不能捕捉到那些地表特性复杂区域的气候变化特性。因此,使用包括区域气候模型（RcM）、偏差校正法和统计方法等方法在内的降尺度方法来处理GCM的原始数据以达到评估区域的气候变化的目的。本研究应用使用偏差校正法中的delta方法将24个GCM在IPCC三种气候变化情景下的月尺度数据水平分辨率降尺度到0．5℃,进而用于分析新疆未来气候变化格局。基于降尺度后的计算结果与GCM模型原始数据比较表明：降尺度方法可以改善复杂地表和地形的区域气候变化预估特征,并降低GCM生成的气候数据在新疆地区的不确定性。结果表明：AIB、A2和B1三种情景模式下年均气温和年降水量在21世纪早期具有相似的空间格局与变化趋势,到21世纪中期会产生波动变化。年平均气温在A1B,A2和B1三种情景下到21世纪末将分别达到10℃,11．1℃和8．5℃;与此同时,年降水量将会有波动性的增加趋势。在2020—2070年间,AIB情景下区域年平均气温大于其他两个情景。A1B情景下的年降水量在2020-2040年间也大于其他两个情景。然而,在不同的情境下年平均气温与年降水存在很大的不确定性。不同情景下年平均气温的差异达6℃,而年平均降水差异大约200mm。在区域气候变化格局方面,到21世纪末,在天山中部、伊犁河流域、天山南部和塔里木河下游的年平均气温的增长要比准噶尔盆地、帕米尔高原和昆仑上北坡的小。年降水量在南疆西部呈现出轻微的下降趋势,但是在昌吉,吐鲁番,哈密和阿尔金山北部呈现出增长趋势。  相似文献