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《中国科学:地球科学》2016,(9)
地表覆盖是陆面及气候模式中的重要基础变量,其数据质量对气候模式性能有显著影响.本文基于一套中国自主研制的全球30m地表覆盖数据(GlobeLand30),利用北京气候中心气候系统模式(Beijing Climate CenterClimateSystemModel,BCC_CSM)中的陆面过程和大气环流分量模式,开展GlobeLand30数据对气候模式性能影响的研究.首先通过GlobeLand30和其他卫星遥感等辅助数据融合细化植被功能型(Plant FunctionType,PFT)类型数据满足BCC_CSM模式需求,然后利用基于面积比例的升尺度方法得到适合于全球模式的不同覆盖类型及其面积百分比数据.GlobeLand30与模式原有覆盖数据都能合理描述全球地表覆盖基本分布特征,但也存在一定差异,其中植被PFT类型的差别最明显.通过数值模拟试验全面评估GlobeLand30数据对模式结果的影响,结果表明在BCC_CSM的陆面模式和大气模式中采用GlobeLand30数据可以合理再现陆面与大气的基本气候特征;更新植被PFT数据的气候效应大于更新冰川和水体类型,综合更新所有覆盖类型数据对模拟结果的影响最大.引入GlobeLand30数据可降低BCC_CSM大气模式对北半球中高纬地区降水的正偏差和南美亚马逊等地区模拟降水的负偏差,以及南半球部分地区大气温度模拟的负偏差,因此GlobeLand30数据适用于BCC_CSM分量模式并对改善模式性能有正贡献. 相似文献
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城市地表潜热通量数值模拟方法研究 总被引：2，自引：0，他引：2
近年来,中尺度气象模式中城市建筑物影响的数值模拟方法日趋完善,城市地表潜热通量数值模拟方法是目前城市地气耦合研究面临的瓶颈问题之一.采用北京325 m气象塔140 m高度处的能量平衡观测资料,用陆面-单层城市冠层耦合模式进行了一年连续的离线模拟.根据模式对城市下垫面潜热通量模拟的系统性误差较大的特点,基于观测资料研究了城市下垫面潜热通量的数值模拟方法.采用观测分析与城市陆面模式相结合的方法,求出了城市中绿地的绿洲效应系数、城市不透水下垫面水份有效率的时间变化公式以及人为潜热排放的日变化曲线和四季最大值,可直接应用于城市陆面模式,有效提高了模式的整体模拟性能.该方法对其他城市地区有一定的参考意义. 相似文献
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使用地球观测系统的中分辨率成像光谱仪（EOS．MODIS）提供的归一化植被指数（NDVI）产品估算植被覆盖度和航天飞机雷达地形测绘任务（SRTM）制成的数字高程模型（DEM）数据遥感产品替换WRF模式默认的植被覆盖度和地形高度,并且利用WRF模式及其先进的三维变分同化系统（WRF．3DVar）循环同化东北半干旱区自动气象站近地面气象要素,对东北半干旱区的温度场、湿度场、风场和能量场的结构及其日变化特征进行了较为细致的模拟研究．通过4组数值模拟试验分别探讨了同化气象要素与改变模式地表参数引起的不同下垫面潜热、感热的分配关系和降水、土壤湿度变化弓f起的地表能量通量模拟效果,并利用通榆站、奈曼站、锦州站、和密云站2009年6-8月的通量观测资料与模拟结果对比检验．结果表明,WRF模式能够较好地模拟出东北半干旱区夏季的近地面温度、风向、净辐射、感热和潜热等要素的变化特征及日变化规律．同化试验（Case2）模拟的近地面气温、相对湿度、风速相比控制性试验（Case1）有所改善;陆面参数试验（Case3）和集合试验（Case4）改善了感热和地表热通量的模拟．WRF模式能较好地模拟出下垫面土壤湿度随时间变化的规律,集合试验（Case4）土壤湿度模拟结果与4个通量站观测值相比无太大差别,但降水的模拟有待改善．本研究利用卫星遥感资料改善模式下垫面陆面参数,利用气象资料同化改善近地面大气要素模拟精度,这是将各种不同空间和时间尺度的多源数据与数值模拟融合的有益尝试．此研究生成的东北地区资料同化数据集可用于气候变化、干旱监测等方面,对深入了解半干旱区气候的形成和维持机理具有重要的意义． 相似文献
4.
陆面蒸散对气候变化的影响 总被引：24，自引：0，他引：24
利用含有较真实的陆面过程的GOALS/LASG陆气耦合模式, 分别进行亚洲/北美洲陆面蒸散的敏感性试验来研究陆地与大气环流的相互作用. 模拟结果表明：模式气候对地表蒸散的变化是极其敏感的. 尤其是亚洲地表蒸散的变化将引起极为显著的气候效应, 若地表无蒸散将使气候在一定程度上变暖变干; 此外, 陆面蒸散的异常还通过季风降水的变化和 β 效应进一步影响副热带高压的形成和变异; 进而造成北半球甚至全球大气环流发生显著变化. 因此, 除了传统观点使人们很重视副热带高压活动对我国东部大陆夏季降水的影响以外, 陆面蒸散的异常通过季风降水的变化也会对副热带高压的活动产生明显影响. 由此, 夏季陆面蒸散及其水汽相变所致的大气内热源的变化是影响天气和气候的一个重要外强迫. 相似文献
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本文利用中尺度模式Weather Research and Forecasting Model (WRF) 3.1版本及National Centers for Environmental Prediction (NCEP)分析资料,就2003年6月下旬我国江淮及南方地区的强降水事件, 以24 h短期天气模拟的方式,研究了模式中四个不同陆面方案对降水模拟的影响.结果表明,此次暴雨事件模拟对不同陆面方案是比较敏感的,模拟区域内雨量级别越高,不同方案的TS评分差异就越大,较大范围雨量可存在30%的差异,四种方案的暴雨中心值可存在100%～150%的较大差别;不同陆面方案还导致了模拟平均感热通量及潜热通量的系统性差异,这些差异的分布具有地域特点;陆面方案通过两种机理对模拟降水产生重要影响,即主要影响地表蒸发量,以及主要影响低层环流及水汽辐合,从而分别影响模拟的较大范围降水(如,平均约7%、最大约30%的较大范围雨量差异)及包含模拟降水中心的较小范围暴雨(如,方案间暴雨中心雨量可存在100%～150%的较大差别).可见,不同陆面过程可从不同空间尺度、不同程度上影响暴雨天气,改进陆面方案可以提高WRF模式对暴雨的模拟能力. 相似文献
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本文基于北京地区快速更新循环同化和预报系统(BJ-RUC),通过对北京2014年汛期的32次降水过程进行数值模拟和敏感性试验,研究了气溶胶污染引起的云滴数增加对北京夏季降水精细数值预报的影响.研究结果表明:BJ-RUC系统中默认的云滴数浓度偏低,采用根据环境模式预测结果计算的云滴数浓度后(BJ-RUC-Nc算例)预报效果更接近实况;气溶胶增多可以增加或减少降水.具体表现在:(1)2014年汛期北京地区降水主要集中在东北区域(平谷、密云、顺义)、城区次之,数值模式能较好的反映出降水的整体分布和趋势;(2)BJ-RUCNc对于小雨、中雨、暴雨的预报优于BJ-RUC,更接近观测;(3)气溶胶浓度增加,当水汽供应充足(不足)时,会促进(抑制)降水性粒子形成,降水效率提高(降低),降水增加(减少). 相似文献
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本文利用中尺度数值模式WRF对2003年7月4-5日淮河流域特大暴雨过程进行了数值模拟,并利用高时空分辨率模拟结果资料,提取了暴雨中心区大气重力波频率、周期、水平波长、垂直波长、水平相速和群速等特征参数,分析了暴雨过程中重力波参数随时间的演变特征.结果表明,对此次暴雨强降水过程影响较大的重力波主要是发展的中 α 尺度波和中 β 尺度波,暴雨后期随着重力波的频散,周期和水平波长有减小趋势,频率有增大趋势.非降水区的重力波参数特征和降水中心区有明显不同,大气中小振幅的中 α 尺度和中 β 尺度重力波是否发展和暴雨强降水的发生关系密切. 相似文献
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土壤湿度在陆气相互作用过程中扮演着重要的角色,是气候、水文、农业、林业等研究中重要的地球物理参数之一.土壤湿度影响地面蒸散,径流、地表反射率、地表发射率以及地表感热和潜热通量,从而对气候有重要影响,它对大气的影响在全球尺度上仅次于海面温度,在陆地尺度其影响甚至超过海面温度.本文介绍了基于EnKF及陆面过程模型的中国区域陆面土壤湿度同化系统（CLSMDAS,China Land Soil Moisture Data Assimilation System）,以及该系统应用于中国区域陆面土壤湿度同化试验的结果.CLSMDAS包括以下几个部分：1）陆面模式采用美国国家大气研究中心NCAR的陆面过程模型Community Land Model Version3.0（简写为CLM3.0）;2）大气驱动场数据中的降水和地面入射太阳辐射数据来自FY2静止气象卫星每小时产品;3）陆面数据同化方法采用EnKF（Ensemble Kalman Filter）同化方法;4）观测数据包括AMSR-E卫星反演土壤湿度产品以及地面土壤湿度观测资料.利用CLSMDAS对2006年6~9月的土壤湿度同化试验结果的分析表明：陆面模式模拟和同化结果都能比较合理地反映出土壤湿度时空分布,同化的土壤湿度分布与2006年8月重庆、四川发生建国以来最严重的夏伏旱有非常好的对应关系,与发生在9月的湖北东部、广西南部等地的干旱区也有非常好的对应关系. 相似文献
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21世纪开始,随着天气气候模式和超算机计算能力的发展,加之气象精细化预报服务需求日益增长,气象数值模拟迈入“百米级”发展阶段.本文系统回顾并归纳了近20年来百米级气象数值模式研发和模拟应用两方面的研究进展.重点关注百米级大气模式资料同化和浅积云对流、云微物理、边界层和城市陆面等物理参数化方案的研发进展,以及模式对天气系统、边界层特征、降水、雾和城市化效应的模拟研究.基于百米级模式的研发和应用现状,指出该研究领域的五个重点发展方向,包括有限域高分辨率资料同化方法、云和边界层作用反馈、百米级城市陆面模式、人工智能方法对参数化方案的改进、模式分辨率与计算资源的平衡配置,以期为系统开展百米级气象数值模拟研究与应用提供参考. 相似文献
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Xiushu QIE Shanfeng YUAN Zhixiong CHEN Dongfeng WANG Dongxia LIU Mengyu SUN Zhuling SUN Abhay SRIVASTAVA Hongbo ZHANG Jingyu LU Hui XIAO Yongheng BI Liang FENG Ye TIAN Yan XU Rubin JIANG Mingyuan LIU Xian XIAO Shu DUAN Debin SU Chengyun SUN Wenjing XU Yijun ZHANG Gaopeng LU Da-Lin ZHANG Yan YIN Ye YU 《中国科学:地球科学(英文版)》2021,64(1):10-26
The Dynamical-microphysical-electrical Processes in Severe Thunderstorms and Lightning Hazards(STORM973)project conducted coordinated comprehensive field observations of thunderstorms in the Beijing metropolitan region(BMR)during the warm season from 2014 to 2018.The aim of the project was to understand how dynamical,microphysical and electrical processes interact in severe thunderstorms in the BMR,and how to assimilate lightning data in numerical weather prediction models to improve severe thunderstorm forecasts.The platforms used in the field campaign included the Beijing Lightning Network(BLNET,consisting of 16 stations),2 X-band dual linear polarimetric Doppler radars,and 4 laser raindrop spectrometers.The collaboration also made use of the China Meteorological Administration’s mesoscale meteorological observation network in the Beijing-Tianjin-Hebei region.Although diverse thunderstorm types were documented,it was found that squall lines and multicell storms were the two major categories of severe thunderstorms with frequent lightning activity and extreme rainfall or unexpected local short-duration heavy rainfall resulting in inundations in the central urban area,influenced by the terrain and environmental conditions.The flash density maximums were found in eastern Changping District,central and eastern Shunyi District,and the central urban area of Beijing,suggesting that the urban heat island effect has a crucial role in the intensification of thunderstorms over Beijing.In addition,the flash rate associated with super thunderstorms can reach hundreds of flashes per minute in the central city regions.The super(5%of the total),strong(35%),and weak(60%)thunderstorms contributed about 37%,56%,and 7%to the total flashes in the BMR,respectively.Owing to the close connection between lightning activity and the thermodynamic and microphysical characteristics of the thunderstorms,the lightning flash rate can be used as an indicator of severe weather events,such as hail and short-duration heavy rainfall.Lightning data can also be assimilated into numerical weather prediction models to help improve the forecasting of severe convection and precipitation at the cloud-resolved scale,through adjusting or correcting the thermodynamic and microphysical parameters of the model. 相似文献
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Land cover is one of the most basic input elements of land surface and climate models. Currently, the direct and indirect effects of land cover data on climate and climate change are receiving increasing attentions. In this study, a high resolution (30 m) global land cover dataset (GlobeLand30) produced by Chinese scientists was, for the first time, used in the Beijing Climate Center Climate System Model (BCC_CSM) to assess the influences of land cover dataset on land surface and climate simulations. A two-step strategy was designed to use the GlobeLand30 data in the model. First, the GlobeLand30 data were merged with other satellite remote sensing and climate datasets to regenerate plant functional type (PFT) data fitted for the BCC_CSM. Second, the up-scaling based on an area-weighted approach was used to aggregate the fine-resolution GlobeLand30 land cover type and area percentage with the coarser model grid resolutions globally. The GlobeLand30-based and the BCC_CSM-based land cover data had generally consistent spatial distribution features, but there were some differences between them. The simulation results of the different land cover type dataset change experiments showed that effects of the new PFT data were larger than those of the new glaciers and water bodies (lakes and wetlands). The maximum value was attained when dataset of all land cover types were changed. The positive bias of precipitation in the mid-high latitude of the northern hemisphere and the negative bias in the Amazon, as well as the negative bias of air temperature in part of the southern hemisphere, were reduced when the GlobeLand30-based data were used in the BCC_CSM atmosphere model. The results suggest that the GlobeLand30 data are suitable for use in the BCC_CSM component models and can improve the performance of the land and atmosphere simulations. 相似文献
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为了探究北京城市下垫面对雾天气过程的影响,为北京地区雾数值预报水平的提高提供理论基础和科学依据,选取2011年10月29日北京地区雾天个例进行了数值模拟试验,通过对WRF/Noah/UCM模式系统中城市冠层参数的调整,显著改善了模式对此次雾天气过程的模拟效果.使用参数调整后的模式系统通过敏感性试验分析研究了北京城市下垫面对雾发生、发展和消散过程的影响.结果表明:参数调整后的WRF/Noah/UCM模式系统能够与实际观测较相符地模拟此次发生在北京地区的雾天气过程,北京城市下垫面主要通过对温度的改变对雾的形成、发展和消散产生显著影响,使雾不易在城市及其附近形成和发展,延后城市地区雾的形成,但城市的存在也使得城市地区及其附近雾不易消散,相较于没有城市时消散时间延后. 相似文献
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Recent developments of 30 m global land characterization datasets(e.g., land cover, vegetation continues field) represent the finest spatial resolution inputs for global scale studies. Here, we present results from further improvement to land cover mapping and impact analysis of spatial resolution on area estimation for different land cover types. We proposed a set of methods to aggregate two existing 30 m resolution circa 2010 global land cover maps, namely FROM-GLC(Finer Resolution Observation and Monitoring-Global Land Cover) and FROM-GLC-seg(Segmentation), with two coarser resolution global maps on development, i.e., Nighttime Light Impervious Surface Area(NL-ISA) and MODIS urban extent(MODIS-urban), to produce an improved 30 m global land cover map—FROM-GLC-agg(Aggregation). It was post-processed using additional coarse resolution datasets(i.e., MCD12Q1, GlobCover2009, MOD44 W etc.) to reduce land cover type confusion. Around 98.9% pixels remain 30 m resolution after some post-processing to this dataset. Based on this map, majority aggregation and proportion aggregation approaches were employed to create a multi-resolution hierarchy(i.e., 250 m, 500 m, 1 km, 5 km, 10 km, 25 km, 50 km, 100 km) of land cover maps to meet requirements for different resolutions from different applications. Through accuracy assessment, we found that the best overall accuracies for the post-processed base map(at 30 m) and the three maps subsequently aggregated at 250 m, 500 m, 1 km resolutions are 69.50%, 76.65%, 74.65%, and 73.47%, respectively. Our analysis of area-estimation biases for different land cover types at different resolutions suggests that maps at coarser than 5 km resolution contain at least 5% area estimation error for most land cover types. Proportion layers, which contain precise information on land cover percentage, are suggested for use when coarser resolution land cover data are required. 相似文献
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对耦合了Noah陆面模式和单层城市冠层模式的WRF(Weather Research and Forecasting)模式系统进行了改进和优化,通过对2010年8月6－7日北京地区晴天个例的模拟试验,检验了优化前后模式系统的模拟能力,分析研究了该个例中城市边界层的特征及日变化.另外,使用优化后的模拟系统通过两组敏感性试验研究了京津城市下垫面对海风的影响.结果表明,优化方案能够显著提高模式系统对该个例的模拟性能,模式系统基本能够模拟出北京夏季边界层的日变化特征,精确的地表使用类型分类等地理信息数据对提高模式预报的准确度有着至关重要的作用,京津城市对海风的发展和推进过程有明显影响,能够阻碍海风的推进、加强风场的水平辐合和垂直上升气流,北京城市下垫面还能在海风到达前增加其强度和推进速度,并在海风经过后延缓其消亡、增加其推进距离. 相似文献
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Sustainable water resources management require scientifically sound information on precipitation, as it plays a key role in hydrological responses in a catchment. In recent years, mesoscale weather models in conjunction with hydrological models have gained great attention as they can provide high‐resolution downscaled weather variables. Many cumulus parameterization schemes (CPSs) have been developed and incorporated into three‐dimensional Pennsylvania State University/National Center for Atmospheric Research (PSU/NCAR) mesoscale model 5 (MM5). This study has performed a comprehensive evaluation of four CPSs (the Anthes–Kuo, Grell, Betts–Miller and Kain–Fritsch93 schemes) to identify how their inclusion influences the mesoscale model's precipitation estimation capabilities. The study has also compared these four CPSs in terms of variability in rainfall estimation at various horizontal and vertical levels. For this purpose, the MM5 was nested down to resolution of 81 km for Domain 1 (domain span 21 × 81 km) and 3 km for Domain 4 (domain span 16 × 3 km), respectively, with vertical resolutions at 23, 40 and 53 vertical levels. The study was carried out at the Brue catchment in Southwest England using both the ERA‐40 reanalysis data and the land‐based observation data. The performances of four CPs were evaluated in terms of their ability to simulate the amount of cumulative rainfall in 4 months in 1995 representing the four seasonal months, namely, January (winter), March (spring), July (summer) and October (autumn). It is observed that the Anthes–Kuo scheme has produced inferior precipitation values during spring and autumn seasons while simulations during winter and summer were consistently good. The Betts–Miller scheme has produced some reasonable results, particularly at the small‐scale domain (3 km grid size) during winter and summer. The KF2 scheme was the best scheme for the larger‐scale (81 km grid size) domain during winter season at both 23 and 53 vertical levels. This scheme tended to underestimate rainfall for other seasons including the small‐scale domain (3 km grid size) in the mesoscale. The Grell scheme was the best scheme in simulating rainfall rates, and was found to be superior to other three schemes with consistently better results in all four seasons and in different domain scales. Copyright © 2011 John Wiley & Sons, Ltd. 相似文献
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The numerical modeling of the impacts of urban buildings in mesoscale meteorological models has gradually improved in recent years. Correctly representing the latent heat flux from urban surfaces is a key issue in urban land-atmosphere coupling studies but is a common weakness in current urban canopy models. Using the surface energy balance data at a height of 140 m from a 325 m meteorological tower in Beijing, we conducted a 1-year continuous off-line simulation by using a coupled land surface model and a single-layer urban canopy model and found that this model has a relatively large systematic error for simulated latent heat flux. To improve the numerical method for modeling latent heat flux from urban surfaces, we combined observational analysis and urban land surface model to derive an oasis effect coefficient for urban green areas; to develop a temporal variation formula for water availability in urban impervious surfaces; and to specify a diurnal profile and the maximum values of anthropogenic latent heat release for four seasons. These results are directly incorporated into the urban land surface model to improve model performance. In addition, this method serves as a reference for studies in other urban areas. 相似文献
18.
为克服针对一次或几次天气过程研究城市化对边界层结构及降水影响的局限性,尝试研究北京城市化对夏季大气边界层结构及降水的月平均影响,本文首先总结了2006年8月份的主要天气过程,分析了气象站观测的10 m高度风速、2 m高度气温、2 m高度比湿和24 h降水的月平均分布特征,然后利用WRF/Noah/UCM模拟系统,进行了该月30个个例的高分辨率数值模拟及检验分析,并通过多组不同城市化情景的敏感性试验对比分析了城市化对夏季大气边界层结构及降水的月平均影响.研究表明:本文所用对高分辨率数值模拟结果进行月平均的方法可以较合理地模拟出城市化对大气边界层结构及降水的影响,并再现观测到的各站风频差异.8月份,北京城市化对气温的影响高度白天约为800 m,近地面气温升高1℃以上;夜间约为200 m,对近地面气温的影响达到最大(1.4℃以上).白天,城市化使城市及下风向的一些区域风速略有减小;夜间,城市及周边区域200 m以下风速明显减小,且在100 m左右高度处风速减小最明显,减小达0.8 m/s以上.城市化白天使700 m以下比湿减小,近地面处减小达1.2g/kg以上,夜间使近地面空气比湿略有减小.城市化对城市区域平均降水量的影响随城市发展的不同阶段而不同.初步模拟分析表明, 北京城市化已使上风向区域以及城区三环以内降水量减少,海淀和昌平降水明显增加. 相似文献
19.
AnPing Liao LiJun Chen Jun Chen ChaoYing He Xin Cao Jin Chen Shu Peng FangDi Sun Peng Gong 《中国科学:地球科学(英文版)》2014,57(10):2305-2316
Land water, one of the important components of land cover, is the indispensable and important basic information for climate change studies, ecological environment assessment, macro-control analysis, etc. This article describes the overall study on land water in the program of global land cover remote sensing mapping. Through collection and processing of Landsat TM/ETM+, China’s HJ-1 satellite image, etc., the program achieves an effective overlay of global multi-spectral image of 30 m resolution for two base years, namely, 2000 and 2010, with the image rectification accuracy meeting the requirements of 1:200000 mapping and the error in registration of images for the two periods being controlled within 1 pixel. The indexes were designed and selected reasonably based on spectral features and geometric shapes of water on the scale of 30 m resolution, the water information was extracted in an elaborate way by combining a simple and easy operation through pixel-based classification method with a comprehensive utilization of various rules and knowledge through the object-oriented classification method, and finally the classification results were further optimized and improved by the human-computer interaction, thus realizing high-resolution remote sensing mapping of global water. The completed global land water data results, including Global Land 30-water 2000 and Global Land 30-water 2010, are the classification results featuring the highest resolution on a global scale, and the overall accuracy of self-assessment is 96%. These data are the important basic data for developing relevant studies, such as analyzing spatial distribution pattern of global land water, revealing regional difference, studying space-time fluctuation law, and diagnosing health of ecological environment. 相似文献