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1.
降水数据的准确性和时空分辨率成为水文过程模拟的关键.卫星遥感降水资料的日益丰富为资料缺乏区的水文模拟带来了新的突破.本研究拟在资料缺乏、下垫面复杂,观测难、建模难的柴达木盆地高寒内陆河流域—巴音河中上游,基于近5年的TMPA 3B42、GPM IMERG V5及GPM IMERG V6逐日降水数据和气象站点观测数据建立...  相似文献   

2.
With the popularity of the automatic precipitation gauges in national weather stations, testing their performance and adjusting their measurements are top priorities. Additionally, because different climatic conditions may have different effects on the performance of the precipitation gauges, it is also necessary to test the gauges in different areas. This study mainly analyzed precipitation measurements from the single-Alter-shielded TRwS204 automatic weighing gauge (TRwSSA) relative to the adjusted manual measurements (reference precipitation) from the Chinese standard precipitation gauge in a double-fence wind shield (CSPGDF) in the Hulu watershed in the Qilian Mountains, China. The measurements were compared over the period from August 2014 to July 2017, and the transfer function derived from the work by Kochendorfer et al. (2017a) for correcting wind-induced losses was applied to the TRwSSA measurements. The results show that the average loss of TRwSSA measurements relative to the reference precipitation decreased from 0.55 mm (10.7%) to 0.51 mm (9.9%) for rainfall events, from 0.35 mm (8.5%) to 0.22 mm (5.3%) for sleet events, and from 0.49 mm (18.9%) to 0.33 mm (12.7%) for snowfall events after adjustment. The uncorrected large biases of TRwSSA measurements are considered to be mainly caused by specific errors of TRwSSA, different gauge orifice area and random errors. These types of errors must be considered when comparing precipitation measurements for different gauge types, especially in the mountains.  相似文献   

3.
以中国气象局提供的地面观测站点逐小时降水数据为基准数据,综合评估了目前国际上主流的高分辨率多卫星遥感降水在2015年强台风灿鸿所带来的极端降水事件中的表现。结果表明:1所有的卫星遥感降水产品在此次极端降水事件中对实际降水都存在着低估,其中IMERG系列下经过校正的Final产品IMERG-Final-Calibrated表现得最好;2IMERG-Late-Calibrated在实时产品中表现最好,一定程度上可以满足极端降水事件监测对实时性的要求;3总的来说,在此次极端降水事件中,不管是滞时类产品还是实时类产品,IMERG系列卫星降水的表现均要好于TMPA系列下卫星降水的表现。  相似文献   

4.
针对目前的技术手段下难以直接获得大范围高精度精细化降水空间分布的问题,本文以闽浙赣地区为研究范围,选用GPM IMERG降水产品,综合应用地面实测降水数据以及水汽与植被指数数据,基于地理加权回归(GWR)法构建了基于水汽因子的降尺度模型,同时基于最小二乘(OLS)法构建了基于水汽因子与植被指数的对比模型,将降水产品的分辨率从0.1°提升至1 km,最终获得2015年闽浙赣地区各月精细化降水空间分布,使用验证站点实测数据进行验证。结果表明:① 构建的 3个降尺度模型中,GWR模型与2种OLS模型相比,拟合优度分别提升了102.9%和93.9%,模型降尺度结果整体优于2种OLS模型,且月际差异小,稳定性更高;2种OLS模型中,采用了水汽因子的模型拟合效果有8个月份更优;② 融合多源数据的GWR降尺度模型获得的结果在研究区内是可靠的,与GPM降水产品相比,在提升空间分辨率的同时,平均相对误差与均方根误差月均分别下降了42%和32%,精度明显改善。  相似文献   

5.
山区降水较集中,但降水测站多位于山谷或人口密集区,代表性差。遥感和再分析降水产品能提供时空分布连续的数据,不受地形条件限制。柴达木盆地中心属干旱荒漠区,水是制约该区开发的首要条件,其四周属高寒山区,降水相对较多,但降水监测十分薄弱。为获取该区相对精确的降水时空分布信息,本文评估了4套高分辨率降水产品(CMADS、TRMM、GPM和MSWEP)的适用性。首先基于地面站点数据评估它们在不同时空尺度上的精度,并分析它们在柴达木盆地的空间分布和年内分配特征。然后,以盆地东南隅的无测站山区香日德河流域为研究区,利用降水产品驱动SWAT模型来评估它们的分布式水文模拟适用性。结果表明:(1) MSWEP在年、月尺度上与站点降水的吻合程度最高(R≥0.79,PBIAS=0.5%),其次是GPM和TRMM,CMADS精度最低(R≥0.64,PBIAS=5.8%);(2)从降水精度与站点高程的关系来看,降水产品在相对低海拔区容易高估站点降水,而在相对高海拔区常低估实际降水;(3)在香日德河流域,MSWEP(NSE=0.64)在基准期(2009—2012年)的径流模拟表现明显好于其它降水产品(NSE=0.3...  相似文献   

6.
Satellite-based products with high spatial and temporal resolution provide useful precipitation information for data-sparse or ungauged large-scale watersheds. In the Lower Lancang-Mekong River Basin, rainfall stations are sparse and unevenly distributed, and the transboundary characteristic makes the collection of precipitation data more difficult, which has restricted hydrological processes simulation. In this study, daily precipitation data from four datasets(gauge observations, inverse distance weighted(IDW) data, Tropical Rainfall Measuring Mission(TRMM) estimates, and Climate Hazards Group InfraRed Precipitation with Stations(CHIRPS) estimates), were applied to drive the Soil and Water Assessment Tool(SWAT) model, and then their capability for hydrological simulation in the Lower Lancang-Mekong River Basin were examined. TRMM and CHIRPS data showed good performances on precipitation estimation in the Lower Lancang-Mekong River Basin, with the better performance for TRMM product. The Nash-Sutcliffe efficiency(NSE) values of gauge, IDW, TRMM, and CHIRPS simulations during the calibration period were 0.87, 0.86, 0.95, and 0.93 for monthly flow, respectively, and those for daily flow were 0.75, 0.77, 0.86, and 0.84, respectively. TRMM and CHIRPS data were superior to rain gauge and IDW data for driving the hydrological model, and TRMM data produced the best simulation performance. Satellite-based precipitation estimates could be suitable data sources when simulating hydrological processes for large data-poor or ungauged watersheds, especially in international river basins for which precipitation observations are difficult to collect. CHIRPS data provide long precipitation time series from 1981 to near present and thus could be used as an alternative precipitation input for hydrological simulation, especially for the period without TRMM data. For satellite-based precipitation products, the differences in the occurrence frequencies and amounts of precipitation with different intensities would affect simulation results of water balance components, which should be comprehensively considered in water resources estimation and planning.  相似文献   

7.
基于TRMM降水数据的空间降尺度模拟   总被引:1,自引:0,他引:1  
本研究以黑河流域为例,通过在不同空间尺度上建立降水与影响因素的关系并选择最优尺度以此进行降尺度,建立了基于地理加权回归(GWR)与高精度曲面建模方法(HASM)相结合的跨尺度统计降尺度方法,对TRMM降水数据进行了降尺度模拟。最后,结合站点观测数据采用交叉验证法对降尺度结果进行了验证。结果表明,与传统的降尺度方法相比,考虑最优尺度的降尺度方法在一定程度上提高了降尺度结果的精度,同时表明对跨尺度过程中产生的误差进行修正可进一步提高结果精度。本研究所提出的方法可用于粗分辨率降水数据的降尺度模拟,可为站点稀疏地区或地形复杂地区高分辨率高精度降水数据的获取提供方法上的支持。  相似文献   

8.
Following the trends of Chinese rural transformation development, and the sustainable development goals for resources and environment, reasonable arranging the potential development space and the ecological space, so as to optimize the distributions of rural settlement would be the key challenge for rural areas in ecologically fragile regions. From the perspective of maintaining regional ecological security, this paper takes Da'an City, a typical ecological fragile region in Jilin Province, as the case area, constructing the comprehensive ecological security pattern(ESP) on basis of landscape ecology, and applying the landscape pattern indexes to quantitative analysis the spatial distribution characteristics of rural settlements. Then, different optimization directions and management strategies are put forward for rural settlements in each secure zone under the comprehensive ESP. The experimental results showed that 1) the area of the low security zone, the general security zone, the moderate security zone and the extreme security zone was 1570.18 km~2, 1463.36 km~2, 1215.80 km~2 and 629.77 km~2, representing 32.18%, 29.99%, 24.92% and 12.91% of the total area of the target area, respectively. 2) The rural settlements in Da'an City were characterized by a high degree of fragmentation with a large number of small-scale patches. 3) The area of rural settlements in the ecological relocation zone, the in situ remediation zone, the limited development zone and the key development zone was 22.80 km~2, 42.31 km~2, 36.28 km~2 and 19.40 km~2, accounting for 18.88%, 35.03%, 30.04% and 16.06% of the total area of rural settlements, respectively. Then, different measures were proposed for settlements in different optimization zones in order to scientifically plan important ecological space, production space and living space in rural areas. This paper aims to provide fundamental support for rural settlements based on redistribution from the perspective of landscape ecology and provide insights for rural planning and rural habitat environmental improvement.  相似文献   

9.
为分析GPS卫星P1-C1码间偏差对星基增强改正数计算的影响,利用中国广域分布监测站的GPS C1-P2双频实测数据计算GPS卫星钟差和星历改正数,并将其用于定位实验。实验结果表明,GPS卫星P1-C1码间偏差修正前后的卫星钟差改正数计算结果差异较为明显。定位结果表明,在SBAS改正数计算和用户定位时均对卫星P1-C1码间偏差进行修正,可使GPS C1码单频SBAS用户95%三维定位误差降低约19%,其中水平误差由1.94 m降低至1.45 m,高程误差由3.82 m降低至3.14 m;对于GPS C1-P2双频SBAS用户,只要保证在SBAS定位时对观测量中卫星P1-C1码间偏差的处理与SBAS改正数计算时一致,就可消除卫星P1-C1码间偏差的影响。  相似文献   

10.
IPCC AR5 全球气候模式模拟的中国地区日平均降水精度评价   总被引:2,自引:0,他引:2  
本文利用中国区域660个站点逐日地面降水资料,评估了由IPCC(the Intergovernmental Panel on Climate Change)数据中心于2014年最新发布的15个全球气候模式(Global Climate Models, GCMs)以及多模式集合(Multi-Model Ensemble, MME)对中国降水的模拟精度。首先,从全球范围数据集中读取研究区范围内的GCMs降水模拟数据;然后,提取各个气象站点处的GCMs模拟值;其次,将GCMs在同一站点的模拟值取平均,得到MME模拟值;最后,以气象站点实际观测值为基准,对GCMs的模拟值精度进行评估。研究结果表明:IPCC AR5 GCMs 1996-2005年平均日降水模拟值偏差在中国地区的空间分布均呈现出西北向东南逐渐减小的特征,东部地区平均相对误差较小,平均相对误差较大的点主要分布在西部,但均方根误差呈现出从西北向东南增加的趋势;MRI-CGCM3有82.3%的日平均降水模拟值偏差都比较小,偏差介于-0.5到0.5之间;对于中国地区1996-2005年平均日降水量,BNU和MIROC-ESM模拟精度最低;MME模式模拟值的相关系数>0.5、平均相对误差<0.5和均方根误差<4 mm的百分率均为最高,分别达到64.8%、25.8%和86.4%,偏差介于-0.5到0.5之间的比例为56.7%,说明MME对中国地区日平均降水的模拟精度优于大部分模式,MME模式可在一定程度上减少单个模式未来情景模拟的不确定性。  相似文献   

11.
利用2013-01地磁扰日及静日期间全球不同纬度的18个IGS站的GPS双频数据,联合伪距与相位观测数据,探讨估算单站接收机硬件延迟的有效方法,估算的结果与IGS公布的结果差值基本在1.5 ns以内,月平均值基本在1.0 ns以内。  相似文献   

12.
An earthquake in the Jiuzhaigou area caused numerous secondary disasters, such as rolling stones, land collapse, landslides and debris flow, which badly affected the safety of human settlements and influenced the spatial layout of the post-disaster reconstruction. Therefore, carrying out assessments of land and identifying a suitable zone for human habitats were very important. This research creates the territorial suitability assessment and function zoning conceptual model in the earthquake-stricken area, and the new methods of the territorial suitability evaluation system were used to divide the spatial functional zones of the earthquake stricken area, which provide a theoretical guidance and decisionmaking basis for the reconstruction of the disaster area. The results showed that:(1) The Jiuzhaigou earthquake-stricken area comprises of an ecological area that has a high level of importance to the ecosystem. In the earthquake-stricken area, 65% of national land is at an altitude of 3000-4000 m, and therefore not suitable for a high level of intensive reconstruction, but reconstructed in an eco-friendly manner.(2) The zone suitable for reconstruction comprises mainly of the river valley and the flat terrain of western parts. The land with low suitability is mainly located on steep terrain, such as highmountains and low gullies. The geographic and geomorphic conditions limit the spread of a suitable reconstruction zone.(3) The earthquake-stricken area mainly comprises of a tourism industry gathering area, population gathering area, agriculture and animal husbandry development area, and ecological preservation area with areas of 76 km^2, 44 km^2, 1591 km^2 and 7512 km^2, respectively. Scientifically zoning the reconstruction areas using scientific evaluation may provide guidance for the location of reconstruction sites.  相似文献   

13.
选取中国大陆构造环境监测网(陆态网)提供的155个测站2014~2018年对流层延迟产品,基于BP-Adaboost算法将多个弱神经网络预测器集成为强预测器,建立新的无气象参数对流层延迟计算模型。利用陆态网2019年参与建模的141个建模测站、未参与建模的62个测站的对流层延迟产品和中国区域86个无线电探空站解算出的对流层延迟精确值对BP-Adaboost模型进行精度评定,结果表明,新模型的平均偏差分别为0.62 mm、-1.16 mm和12.32 mm,均方根误差分别为25.30 mm、26.72 mm和46.29 mm,优于常见的无气象参数模型;BP-Adaboost模型在内陆地区或海拔2 km以上地区具有更高的精度,能够满足中国大陆区域卫星导航用户实时对流层延迟改正的需求。  相似文献   

14.
1982-2006年加纳植被覆盖时空变化及其气候影响   总被引:1,自引:0,他引:1  
非洲陆地生态系统是气候变化的高敏感区,研究该区域植被覆盖变化及其控制因素,对深刻认识气候变化的影响具有重要意义。本文利用1982-2006年植被指数(NDVI)数据,研究位于非洲西部热带地区的加纳共和国植被覆盖的时空变化特征,结合同期的气温和降水量数据,分析其植被活动对气候变化的响应特征。研究结果表明,加纳86.4%的植被覆盖区NDVI在25 a间都呈现不同程度的增加趋势。20世纪80年代初和21世纪初这2个时期,NDVI值大于0.4的面积百分比呈增加趋势;NDVI值大于0.5的面积百分比从26%增加到38.2%;NDVI值在0.4-0.5之间的面积百分比从47.5%增加到51.9%。NDVI受降水量控制的区域占总区域面积的57.2%,而受气温控制的面积占总区域面积的42.8%。总的来看,加纳植被覆盖对降水量变化的敏感程度强于气温变化。  相似文献   

15.
线性加权回归模型的高原山地区域降水空间插值研究   总被引:3,自引:1,他引:2  
在山地和高原区域,地形对降水影响比较显著。常规空间插值方法通常不考虑地形要素,插值精度有限。考虑到降水量与高程存在较强的相关关系,采用局部线性加权回归模型预测山地和高原区域的降水分布。推导了回归计算公式,并在ArcGIS 9.0中编程实现算法。选取美国德克萨斯州西北部地区进行局部线性加权回归空间插值,并与普通Kriging、倒距离加权法比较。误差分析表明:在地形复杂的地区,线性加权回归模型比传统方法有优势。  相似文献   

16.
利用2003-01?2014-12 CSR和JPL的RL06 Mascon解、RL06球谐系数(SH)解及level-3等6种GRACE时变重力场模型数据和GPM数据产品,分别计算长江流域的水储量和降雨变化,并利用广义三角帽方法分析GRACE数据的不确定性,同时计算水储量亏损指数(WSDI),以监测和分析长江流域干旱的...  相似文献   

17.
Global reanalysis precipitation products could provide valuable meteorological information for flow forecasting in poorly gauged areas, helping to overcome a long-standing challenge in the field. But not all data sources are suitable for all regions or perform the same way in hydrological modeling, so it is essential to test the suitability of precipitation products before applying them. In this study, five widely used global high-resolution precipitation products—Asian Precipitation Highly Resolved Observational Data Integration Towards Evaluation of Water Resources(APHRODITE), National Centers for Environmental Prediction Climate Forecast System Reanalysis(NCEP-CFSR), Climate Hazards Group InfraRed Precipitation with Station Data(CHIRPS), China Gauge-based Daily Precipitation Analysis developed by China Meteorological Administration(CMA) and Agricultural Model Intercomparison and Improvement Project based on the NASA Modern-Era Retrospective Analysis for Research and Applications(AgMERRA)—were evaluated using statistical methods and a hydrological approach for their suitability for the Lancang River Basin. The results indicated that APHRODITE, CMA, AgMERRA and CHIRPS were more accurate precipitation indicators than NCEP-CFSR in terms of the multiyear average and seasonal spatial distribution pattern, all of the CHIRPS, Ag MERRA and APHRODITE perform better than CMA and NCEP-CFSR at the small, medium and high precipitation intensities ranges in subbasin11 and sunbabsin46. All five products performed better in subbasin46(a low-altitude region) than in subbasin11(a high-altitude region) on the daily and monthly scales. In addition to NCEP-CFSR, the other four products all presented encouraging potential for streamflow simulation at daily(Yunjinghong) and monthly(Yunjinghong, Jiuzhou and Gajiu) scale. Hydrological simulations forced with APHRODITE were the best of the five for the Yunjinghong station in capturing daily and monthly measured streamflow. Except for NCEP-CFSR, all products were very good for hydrological simulations for the Gajiu and Jiuzhou stations.  相似文献   

18.
非构造形变对中国大陆GNSS基准站垂向周期运动的影响   总被引:1,自引:0,他引:1  
解算陆态网络2011~2013年GNSS基准站,获取其坐标时间序列,并定量计算非潮汐海洋、大气、积雪和土壤湿度对测站产生的非构造形变,以修正GNSS垂向时间序列。修正后,GNSS垂向序列特性发生显著变化:周年运动振幅和初相均发生明显变化,振幅明显缩小(个别站增大),缩小幅度因不同区域而存在差异;修正前相位与修正后存在一定的系统偏差,大约滞后2~3个月,这种系统偏差可能是GNSS测站对地球物理因素"迟钝反应"的综合表现;半周年运动的变化主要体现在振幅上,缩小幅度在1mm左右。  相似文献   

19.
中国耕地变化区的气候背景对比分析   总被引:5,自引:0,他引:5  
研究我国耕地变化区的气候背景,对于了解耕地资源的生产能力,评价耕地占补平衡政策的实施效果,实现耕地资源保护和粮食安全等具有重要意义。本文在分析全国耕地空间变化的基础上,从年平均气温、年降水量和日照时数三个方面,研究耕地增加区和减少区的气候背景,并将其进行比较和分析,以期为国家保护耕地资源和发展农业生产等提供建议。研究结果表明,20世纪80年代末至2008年4个时段,耕地减少区比耕地增加区的年平均气温高0.45~1.05℃,年降水量高56.77~79.59mm,年日照时数少45.80~98.83h。耕地显著减少区比耕地显著增加区的年平均气温高0.81~1.85℃,年降水量高85.69~305.26mm,年日照时数少86.96~207.85h。在四个时段中,我国耕地重心逐渐北移且海拔升高。若海拔高度不变,耕地增加区比耕地减少区北移0.5-1个纬度,耕地显著增加区比耕地显著减少区北移1-2个纬度;若纬度不变,耕地增加区比耕地减少区,海拔升高100~200m,耕地显著增加区比耕地显著减少区,海拔升高150~350m。随年份增加,耕地增加区和显著增加区与耕地减少区和显著减少区在水分条件上的差别越来越大。这些结论对于研究我国粮食生产能力、评价耕地占补平衡、调整产业布局等具有重要意义。  相似文献   

20.
《山地科学学报》2021,18(10):2722-2741
The Central Himalayan region is vulnerable to the adverse effects of climate change and characterized by regional climatic conditions. The livelihood of the mountain communities across the Himalaya is at risk owing to the consequences of variable precipitation patterns. There exists limited empirical research on precipitation variability due to inadequate hydro-meteorological stations at highaltitude regions. The study uses a novel methodology which integrates precipitation variability with resource sensitivity over the three verticals of Central Himalaya: Himadri, Himachal and Shivaliks and across four major river basins: Yamuna, Upper Ganga, Ghaghar and Ramganga. The magnitude of the significant precipitation trends was estimated through time series analysis at a 95% confidence interval. To assess the sensitivity of natural resources(forest, water and land) and human resources, fourteen mountain-specific indicators were identified which captured resource index using data standardization and principal component analysis. Sen's slope and Resource index were plotted in a 2 D Cartesian coordinate to draw precipitation-resource quadrants with their effective coverage area: High Precipitation and Scarce Resources(35.92%); Low Precipitation and Abundant Resources(30.10%); Low Precipitation and Scarce Resources(22.33%) and High Precipitation and Abundant Resources(11.65%). This helped in developing quadrant-specific adaptation strategies under regional variability of precipitation. The methodology and the research findings will certainly assist water experts, resource managers and policy makers to strengthen adaptive capacity and improve the resilience of vulnerable communities across Himalaya.  相似文献   

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