共查询到20条相似文献，搜索用时 15 毫秒
1.
Spatial and Quantitative Comparison of Satellite-Derived Land Cover Products over China 总被引：1，自引：0，他引：1 
下载免费PDF全文
下载免费PDF全文 Because land cover plays an important role in global climate change studies, assessing the agreement among different land cover products is critical. Significant discrepancies have been reported among ... 相似文献
2.
Accurate and up-to-date land cover data are important for climate-change modeling. Quality assessment is becoming critical, as many satellite-based land cover products of differing scales have been released to meet the needs of scientific studies. In this study, the authors assessed the Moderate Resolution Imaging Spectroradiometer（MODIS） land cover products by analyzing the probability of interannual change from 2001 to 2012. The authors found that, cumulatively, 43.0% of MODIS land cover had changed over China from 2001 to 2012 at least once. Of this percentage, 12.1% was considered unreasonable change, 6.1% was considered reasonable change, and areas of confusion accounted for about 24.8%, giving rise to great uncertainty in the products. MODIS Collection 51 products clearly have less uncertainty than the Collection 5 products. Areas of reasonable change occurred in transition zones of ecological, biophysical, and climate gradients, while areas of unreasonable change appeared in heterogeneous landscapes. The misclassifications at three spatial scales of horizontal grids used in regional climate models occurred largely in the heterogeneous landscapes, and the areal percentage of misclassification decreased with larger horizontal grid spacing. In addition, the misclassifications in MODIS products often occurred among specific classes, which are geographically, ecologically, and spectrally similar, with low discriminative spectral-temporal signals. The effect of classification uncertainty should be made known, and further improvements are still needed for application in regional climate models. The authors＇ findings have important implications for better understanding the uncertainties of MODIS land cover products, and for improving the land surface parameterization for regional climate models. 相似文献
3.
Accurate global land cover(GLC), as a key input for scientific communities, is important for a wide variety of applications. In order to understand the current suitability and limitation of GLC products, the discrepancy and pixellevel uncertainty in major GLC products in three epochs are assessed in this study by using an integrated uncertainty index(IUI) that combines the thematic uncertainty and local classification accuracy uncertainty. The results show that the overall spatial agreements(Ao values) between GLC products are lower than 58%, and the total areas of forests are very consistent in major GLC products, but significant differences are found in different forest classes.The misclassification among different forest classes and mosaic types can account for about 20% of the total disagreements. The mean IUI almost reaches 0.5, and high uncertainty mostly occurs in transition zones and heterogeneous areas across the world. Further efforts are needed to make in the land cover classifications in areas with high uncertainty. Designing a classification scheme for climate models, with explicit definitions of land cover classes in the threshold of common attributes, is urgently needed. Information of the pixel-level uncertainty in major GLC products not only give important implications for the specific application, but also provide a quite important basis for land cover fusion. 相似文献
4.
地表温度是衡量地表水热平衡的关键参数,微波地表温度因其范围大、全天候等独特的优势,在气候、农业和环境等领域得到广泛应用。基于经质量控制的MODIS地表温度产品对风云三号卫星C星的微波地表温度日产品和月平均产品进行验证评估,结果显示:FY-3C卫星升轨(夜晚)和降轨(白天)微波地表温度日产品平均分别高估8. 7 K、低估13. 2 K,月平均产品平均分别高估7. 9 K、低估12. 0 K,日产品和月平均产品的反演误差都在15K以内。在全球空间分布上,升轨(夜晚)和降轨(白天)月产品误差分别呈现高估和低估,热带雨林区和沙漠、荒漠区域在夜晚分别高估5 K以内和30 K以内,白天则分别低估10 K以内和10～30 K。不同土地覆盖类型间FY-3C微波地表温度反演精度存在差异,总体上升轨(夜晚)比降轨(白天)的精度高,反演精度最高和最低的土地类型分别是常绿阔叶林和荒漠、稀疏植被,不同土地覆盖类型间的地表温度反演精度在季节上存在明显差异。根据分析结果,改进FY-3C微波地表温度的反演算法,可进一步提高微波地表温度的反演精度。 相似文献
5.
基于MODIS数据的土地覆盖资料对长三角城市群区域夏季高温模拟的影响评估 总被引：2，自引：0，他引：2
随着长三角地区经济发展的同时,人类活动对自然环境产生了很大影响,其中土地覆盖状况变化显著,尤以城市化扩展为主。为了评估土地覆盖资料对天气过程的数值模拟影响,了解土地覆盖变化对区域气象环境产生的作用,本文利用中尺度数值天气模式WRFV3.0/Noah/UCM,选取2005年250 m分辨率的MOD IS数据制作土地覆盖资料,针对2007年7月长三角地区一次夏季高温过程进行数值试验,分析表明:新的土地覆盖资料更真实地反映了长三角地区的下垫面结构,尤其体现出区域内城市群面积快速增长的特征。将模拟结果与高分辨率的气象站观测资料对比,统计结果显示精细化土地覆盖资料的引入明显改善了模拟效果,较真实的反映出城市化发展对区域气象环境的影响作用。 相似文献
6.
基于统计年鉴和MODIS的中国区域土地利用/覆盖变化特征研究 总被引：3，自引：0，他引：3
土地利用/覆盖变化(Land Use/Cover Change,LUCC)是影响区域气候变化不可忽略的因素,然而目前还没有十分可靠的土地利用/覆盖数据,因此其对气候变化影响的研究存在很大不确定性。基于此,利用中国统计年鉴(简称年鉴)和中分辨率成像光谱仪(MODerate-resolution Imaging Spectroradiometer,MODIS)遥感观测资料,以行政区为研究单元对3种典型土地利用/覆盖类型(森林、城市和农田)的变化进行了比较分析。结果表明:(1)2004~2011年,年鉴和MODIS森林覆盖率在中国各省(市、区)的分布和变化整体一致性较好,年鉴和MODIS数据都显示全国大部分省(市、区)份的森林覆盖率均有不同程度的增加,而仅MODIS数据中的北京、天津、吉林、黑龙江、上海、江苏森林覆盖率降低。MODIS数据能准确反映森林总体覆盖情况,由于类别精度不够,对单种森林类型及变化的描述存在较大误差。(2)年鉴表明中国东部城市建成区覆盖率及其增长远高于西部地区,黄淮海地区、东南部沿海地区城镇用地呈现加速扩张趋势,符合实际情况。但MODIS数据没有表征出中国区域近10年来的快速城市化进程,可能原因是城市面积较小,且地面地物分布复杂,受空间分辨率的限制,在离散的不集中的区域MODIS数据的土地覆盖类型分类精度较低,导致监测不到新城市的扩张。(3)MODIS农田面积和年鉴农作物播种面积、有效灌溉面积覆盖率的数值和空间分布均有较好的一致性,均是黄淮海地区覆盖率最大。但在2001~2011年,3种数据变化量的差异较大,尤其东部省(市、区)份,MODIS农田面积和年鉴有效灌溉面积增加,而年鉴农作物播种面积减少。(4)2004~2011年中国土地利用类型变化中年鉴城市建成区的变化速率最大(6.25%),其次为森林;耕地由于总量大,变化部分所占的比例较小,因而MOIDS农田及年鉴农作物播种面积和有效灌溉面积的变化速率均较小。 相似文献
7.
A land data assimilation system using the MODIS-derived land data and its application to numerical weather prediction in East Asia 总被引：1，自引：0，他引：1
Yoon-Jin Lim Kun-Young Byun Tae-Young Lee Hyojung Kwon Jinkyu Hong Joon Kim 《Asia-Pacific Journal of Atmospheric Sciences》2012,48(1):83-95
Land Data Assimilation Systems have been developed to generate the surface initial conditions such as soil moisture and temperature for better prediction of weather and climate. We have constructed Korea Land Data Assimilation System (KLDAS) based on an uncoupled land surface modeling framework that integrates high-resolution in-situ observation, satellite data, land surface information from the WRF Preprocessing System (WPS) and the MODIS land products over the East Asia. To present better surface conditions, the KLDAS is driven by atmospheric forcing data from the in-situ rainfall gauges and satellite. In this study, we 1) briefly introduce the KLDAS, 2) evaluate the meteorological states near the surface and the surface fluxes reproduced by the KLDAS against the in-situ observation, and then 3) examine the performance of the mesoscale model initialized by the KLDAS. We have generated a 5-year, 10 km, hourly atmospheric forcing dataset for use in KLDAS operating across East Asia. The KLDAS has effectively reproduced the observed patterns of soil moisture, soil temperature, and surface fluxes. Further scrutiny reveals that the numerical simulations incorporating the KLDAS outputs show better agreement in both the simulated near-surface conditions and rainfall distribution over the Korean Peninsula, compared to those without the KLDAS. 相似文献
8.
选取东南亚中南半岛地区作为模拟区域，基于高分辨率的遥感观测森林变化数据和WRF数值模式，设计毁林前后的两种情景对旱季气候进行模拟，评估NoahMP、CLM和Noah mosaic三种陆面过程方案对热带毁林增温响应的模拟能力。结果表明，CLM方案在模拟历史气温中有着更好的表现，Noah mosaic方案的结果存在明显低估。然而，对比毁林前后两种情景的模拟结果，本文发现，只有采用了"次格网"方式的Noah mosaic方案较好地模拟出毁林增温响应特征。在格网尺度采用"主导类型"计算方式的NoahMP方案没有合理地呈现出森林损失对区域气候的影响。理论上，CLM模式在计算中同时考虑格网内所有植被类型，然而本文发现CLM方案在主导类型不变的格网对森林损失比例不敏感，而且对毁林反馈的模拟结果与NoahMP方案的结果更接近。据此推测，在WRF模式耦合CLM方案的过程中，格网内参数处理方式可能产生了错误，实际采用的是"主导类型"方式。在模拟土地覆盖类型变化对气候的影响时，本文推荐使用Noah mosaic方案。同时，建议在未来版本的WRF模型中修正目前耦合的CLM方案关于次格网方法的处理方式，提供更合理的水热通量模拟。 相似文献
9.
提取GLC2009土地覆盖数据,将其运用到WRF数值模式并与模式自带的MODIS、USGS土地覆盖进行对比,以海南岛做为研究区域,选择一次海风锋天气过程进行敏感性分析,结果表明：①GLC2009对海南岛农耕地、森林的划分最接近实际情况,在海南岛平原以及丘陵地带,MODIS和USGS划分的农耕地比例过高,而在山区森林比例偏低;②GLC2009、MODIS、USGS对海南岛北部的降水模拟出现了空报,但是GLC2009对东海岸的强降水模拟的较好,并避免了MODIS和USGS在海南西南部的降水空报的情况;③GLC2009模拟的10米风场清晰刻画了东海岸海风锋辐合,其相对合理的森林覆盖提高了地表粗糙度并增强了风场辐合、低反照率对地面气温的增加和海陆热力差异的增强有一定的促进作用。④GLC2009对这次海风锋过程中模拟的感热通量和潜热通量都要高于MODIS和USGS,这种陆气间的热通量交换利于强对流天气的触发,发展。 相似文献
10.
准确获取气溶胶光学厚度对于气候变化研究和大气环境监测具有重要意义。通过波长插值和时空匹配方法,利用气溶胶自动观测站网（AERONET）观测的气溶胶光学厚度（AOD）对风云3A/中分辨率光谱成像仪（FY-3A/MERSI）、Terra（Aqua）/MODIS的C5.1（Collections 5.1）和C6（Collections 6）气溶胶光学厚度产品在中国区域的反演精度进行验证分析。结合一次发生在中国境内的沙尘天气与一次严重雾霾天气个例,分析上述卫星气溶胶光学厚度的分布特征。研究结果表明,（1）FY-3A/MERSI AOD的反演精度较高（R=0.887,RMSE=0.234）,其值低于AERONET的观测值（Bias=-0.293）。（2）在不同的下垫面下,各种卫星暗像元算法AOD产品反演精度有差异,植被覆盖情况越好,反演精度越高,而植被很少的地区,即亮地表甚至没有反演值。（3）MODIS C5.1深蓝算法产品能在亮地表地区反演AOD,但效果不佳。MODIS C6中的深蓝算法产品在不同下垫面的反演精度都很高（RMSE为0.096-0.127）。（4）在不同季节的对比中,各种卫星AOD产品在夏季的反演精度最差,而反演最好的季节各有不同。（5）在一次沙尘天气污染与一次严重雾霾天气个例中,中国西部与北部区域,MODIS C6深蓝算法AOD的监测效果优于其他算法AOD;MERSI AOD产品在此区域的分布不连续。总体而言,MODIS C6 AOD分布比MODIS C5.1产品连续,MODIS 3 km产品在相同区域的AOD值高于其他产品。以上结论可为卫星AOD产品在中国区域的使用提供参考。 相似文献
11.
The regional climate effects of vegetation change in arid and semi-arid regions of China, which has experienced serious grassland degradation, are investigated in this study using the Weather Research and Forecasting (WRF) regional climate model. Two long-term simulation experiments (from January 1, 1980 to March 1, 2010), one with the land cover derived from the original United States Geological Survey’s (USGS) data (denoted as CTL) and the other (denoted as SEN) with a modification of the former one by vegetation degradation in arid and semi-arid regions of China, are undertaken to investigate the influence of land cover change on regional climate over arid and semi-arid regions of China. The possible mechanisms of how land cover change affects the regional climate in arid and semi-arid regions of China are also examined. The simulation results indicate that when compared with the observation datasets, the WRF model simulates the spatial pattern of observed temperature and precipitation quite well. After vegetation degradation over the arid and semi-arid regions of China, the net radiation and evaporation are reduced mainly within the degraded areas in summer, consistent with the reduction in precipitation and the increase in 2-m air temperature (T2 m). 相似文献
12.
中国区域陆面覆盖变化的气候效应模拟研究 总被引：3，自引：0，他引：3
基于MODIS和CLCV陆面覆盖资料,利用区域气候模式RegCM4分别进行两组24年（1978-2001年）的数值模拟试验,研究中国区域陆面覆盖变化对区域气候的影响。结果表明,以荒漠化和植被退化为主要特征的陆面覆盖变化通过改变陆面能量、水分平衡与大尺度环流进而对气候要素产生重要影响。夏季,中国南方地区普遍降温,季风边缘区及藏北高原气温升高,降水减少;季风边缘区与西北地区气温年际波动加剧;内蒙古中东部地区西南风增强,进而水汽输送增强,一定程度上增加了该地区降水。冬季,中国东部地区偏北气流增强,更多干燥冷空气南下,使得黄河以南地区降水减少、气温降低。 相似文献
13.
云分类中逐个修改聚类和模糊聚类分类性能的对 总被引：1，自引：0，他引：1
利用卫星图像对各种云型进行识别在大气科学领域具有重要意义，为了深入了解云分类过程中逐个修改聚类和模糊聚类对各种云型的识别能力，采用极轨卫星EOS／MODIS图像资料和静止卫星GMS-5图像资料，在样本采集和特征提取的基础上。选择不同的光谱或纹理特征对两种分类器的分类性能进行测试和对比分析。结果发现，不管采用哪种图像资料，提取哪些特征量，逐个修改聚类的平均分类准确率总体上略高于模糊聚类。但就两种分类器对各种云型的识别能力而言，模糊聚类对低云和高云（如层云、薄卷云、密卷云、卷层云、积云）的分类准确率明显好于逐个修改聚类，而逐个修改聚类对积雨云的分类准确率稍高于模糊聚类。从各类别间混判的情形来看，积雨云和高中低混合云、低云之间及卷云子类之间混判的情形较多，模糊聚类与逐个修改聚类相比，混判的类别增多，相对比例减少。 相似文献
14.
近年来,随着苏北地区经济和城市的快速发展,土地覆盖状况发生了显著变化,其中尤以城市化扩展为主。为了分析下垫面变化对天气过程的影响,特别是对降水过程的影响,采用中尺度WRF3.4/Noah/UCM模式,对苏北里下河地区2005年8月6日的一次强降水过程进行了模拟,其中通过改变模式的下垫面特征,设置了三种敏感性分析试验,分别是USGS土地利用类型(CASE1)、修正后的MODIS土地利用类型(CASE2)和城市极端扩张后土地利用类型(CASE3)。研究结果表明,修正后的MODIS土地利用类型数据(CASE2)更能真实地反映里下河地区的下垫面结构,与实测值对比后发现模拟的降水、气温和风速等气象要素更为准确。通过将CASE2、CASE3与CASE1的模拟结果对比发现,城市下垫面增加后会使城市气温明显增加,上空的风速减小;白天地表感热通量增强,潜热通量减小,夜间延长了感热通量由正变负的时间;边界层高度被抬升,在中午前后分别被抬升了近45 m和100 m左右;垂直速度和散度值增大,大气低层的扰动位温增加,云水混合比和雨水混合比均增多。以上这些条件均有助于对流降水天气的发生、发展。 相似文献
15.
以辽宁地表温度为研究对象,采用普适性单通道算法,利用FY-3A/MERSI数据,并结合MODIS 1000 m分辨率数据,反演了2009年和2010年4-9月间10个时次晴空或局部晴空时的地表温度。结果表明：计算验证了模型的反演精度与同期NASA所发布MODIS地表温度产品的精度相当,其结果与相应的56个气象站点的实际观测数据相一致。多源遥感数据的综合应用,可获得较合理的地表温度反演结果;不同土地覆盖类型间地表温度的高低在相同时间内存在显著差异;研究期内,林地、水田、旱地和建设用地的NDVI与地表温度具有负相关性。综合利用遥感、地理信息系统技术,可以表征地表温度与土地利用类型以及地表温度与归一化植被指数(NDVI)之间的关系。 相似文献
16.
复杂地形区陆面资料对WRF模式模拟性能的影响 总被引：2，自引：0，他引：2
本文利用WRF（Weather Research and Forecasting）模式耦合Noah陆面过程模式,对比研究了使用不同精度陆面资料:WRF默认陆面资料、中国1 km分辨率数字高程模型数据集、2006年MODIS（MODerate-resolution Imaging Spectroradiometer）土地利用和植被覆盖度资料,WRF模式对兰州地区冬季气象场模拟结果的差异。结果表明,近地面气温对陆面资料的精度非常敏感,而风场对陆面资料的精度不敏感,WRF模式对气温的模拟效果好于对风场模拟。采用高精度且时效性好的陆面资料后,WRF模拟的近地面气温准确率提高了15.8%,模拟的夜间气温改进幅度较白天大。陆面资料可影响整个边界层温度场分布,准确的陆面资料对提高WRF模式模拟近地面乃至整个边界层气象场至关重要。尽管风速模拟误差较大,但总体上WRF模式能较准确地模拟出研究区的风场演变特征。使用新的陆面资料后WRF模拟的风速误差略有减小,风向误差略有增加。干旱半干旱区冬季数值模拟需要注意土壤湿度初值和模式初始积分时刻对模拟结果的影响。 相似文献
17.
Modeling the impact of urbanization on the local and regional climate in Yangtze River Delta, China 总被引：7，自引：3，他引：4
Ning Zhang Zhiqiu Gao Xuemei Wang Yan Chen 《Theoretical and Applied Climatology》2010,102(3-4):331-342
The Yangtze River Delta Economic Belt is one of the most active and developed areas in China and has experienced quick urbanization with fast economic development. The weather research and forecasting model (WRF), with a single-layer urban canopy parameterization scheme, is used to simulate the influence of urbanization on climate at local and regional scales in this area. The months January and July, over a 5-year period (2003–2007), were selected to represent the winter and summer climate. Two simulation scenarios were designed to investigate the impacts of urbanization: (1) no urban areas and (2) urban land cover determined by MODIS satellite observations in 2005. Simulated near-surface temperature, wind speed and specific humidity agree well with the corresponding measurements. By comparing the simulations of the two scenarios, differences in near-surface temperature, wind speed and precipitation were quantified. The conversion of rural land (mostly irrigation cropland) to urban land cover results in significant changes to near-surface temperature, humidity, wind speed and precipitation. The mean near-surface temperature in urbanized areas increases on average by 0.45?±?0.43°C in winter and 1.9?±?0.55°C in summer; the diurnal temperature range in urbanized areas decreases on average by 0.13?±?0.73°C in winter and 0.55?±?0.84°C in summer. Precipitation increases about 15% over urban or leeward areas in summer and changes slightly in winter. The urbanization impact in summer is stronger and covers a larger area than that in winter due to the regional east-Asian monsoon climate characterized by warm, wet summers and cool, dry winters. 相似文献
18.
Kerandi Noah Misati Laux Patrick Arnault Joel Kunstmann Harald 《Theoretical and Applied Climatology》2017,130(1-2):401-418
This study investigates the ability of the regional climate model Weather Research and Forecasting (WRF) in simulating the seasonal and interannual variability of hydrometeorological variables in the Tana River basin (TRB) in Kenya, East Africa. The impact of two different land use classifications, i.e., the Moderate Resolution Imaging Spectroradiometer (MODIS) and the US Geological Survey (USGS) at two horizontal resolutions (50 and 25 km) is investigated. Simulated precipitation and temperature for the period 2011–2014 are compared with Tropical Rainfall Measuring Mission (TRMM), Climate Research Unit (CRU), and station data. The ability of Tropical Rainfall Measuring Mission (TRMM) and Climate Research Unit (CRU) data in reproducing in situ observation in the TRB is analyzed. All considered WRF simulations capture well the annual as well as the interannual and spatial distribution of precipitation in the TRB according to station data and the TRMM estimates. Our results demonstrate that the increase of horizontal resolution from 50 to 25 km, together with the use of the MODIS land use classification, significantly improves the precipitation results. In the case of temperature, spatial patterns and seasonal cycle are well reproduced, although there is a systematic cold bias with respect to both station and CRU data. Our results contribute to the identification of suitable and regionally adapted regional climate models (RCMs) for East Africa.
相似文献19.
该文基于2001—2007年地表温度遥感反演产品 (MOD11A2),以基准气候站对其周围不同大小窗口内地表温度距平序列的解释方差作为度量,评估了我国142个基准气候站的环境代表性,并将代表性与土地覆盖和高程状况进行相关研究。结果显示:以解释方差大于0.75作为区分是否具有代表性的阈值,约41%的站点代表性较好,代表区域范围可超过51×51 km2,多分布于北方地区;约21%的站点代表性较差,代表区域范围不足7×7 km2,多分布于南方地区;其他代表区域范围居中的站点在南、北方均有分布;站点周围的土地覆盖多样性和地形起伏度与站点代表性存在负相关,且相关性随窗口的增大而加强。文中还评估了基准气候站对所属气候区的代表性,发现在气候特征复杂的西南地区和新疆部分地区,站点对气候区的代表性较差。 相似文献
20.
A comprehensive model inter-comparison study investigating the water budget during the BALTEX-PIDCAP period 总被引：2，自引：0，他引：2
D. Jacob B. J. J. M. Van den Hurk U. Andræ G. Elgered C. Fortelius L. P. Graham S. D. Jackson U. Karstens Chr. Köpken R. Lindau R. Podzun B. Rockel F. Rubel B. H. Sass R. N. B. Smith X. Yang 《Meteorology and Atmospheric Physics》2001,77(1-4):19-43
Summary A comparison of 8 regional atmospheric model systems was carried out for a three-month late summer/early autumn period in
1995 over the Baltic Sea and its catchment area. All models were configured on a common grid using similar surface and lateral
boundary conditions, and ran in either data assimilation mode (short term forecasts plus data assimilation), forecast mode
(short term forecasts initialised daily with analyses) or climate mode (no re-initialisation of model interior during entire
simulation period). Model results presented in this paper were generally post processed as daily averaged quantities, separate
for land and sea areas when relevant. Post processed output was compared against available analyses or observations of cloud
cover, precipitation, vertically integrated atmospheric specific humidity, runoff, surface radiation and near surface synoptic
observations.
The definition of a common grid and lateral forcing resulted in a high degree of agreement among the participating model results
for most cases. Models operated in climate mode generally displayed slightly larger deviations from the observations than
the data assimilation or forecast mode integration, but in all cases synoptic events were well captured. Correspondence to
near surface synoptic quantities was good. Significant disagreement between model results was shown in particular for cloud
cover and the radiative properties, average precipitation and runoff. Problems with choosing appropriate initial soil moisture
conditions from a common initial soil moisture field resulted in a wide range of evaporation and sensible heat flux values
during the first few weeks of the simulations, but better agreement was shown at later times.
Received September 8, 2000 Revised April 3, 2001 相似文献