复杂地形任意天气情形下太阳直接辐射量模拟

以太阳辐射传输参数化模型为基础,结合MODIS影像两次白天的云产品和水汽产品及DEM,构建了复杂地形任意天气情形下每日太阳直接辐射量模型。选取代表不同气候类型与地形起伏状况的3个典型站点（拉萨、北京、额济纳旗）,以2007年每日实测值对模拟结果进行了验证,其相关系数分别为0.77、0.77和0.85。研究表明:有云天气下,云是影响地表太阳直接辐射数量和空间分布的主要因子;模型对时间步长不敏感。引起误差的原因主要是MODIS云产品的时空分辨率较低以及云的3D效应导致模拟的困难,对地形起伏较大地区,小比例尺的DEM也会导致较大的误差,同时实测值与模拟值的空间尺度不匹配也引起了一定误差。     

基于MODIS遥感产品和神经网络模拟太阳辐射

现有的神经网络模拟太阳辐射的模型很少考虑云、气溶胶、水汽对太阳辐射的影响,采用MODIS提供的气溶胶、云、水汽高空大气遥感产品和常规气象数据,输入LM（Levenberg-Marquardt）算法优化后的BP（Back-Propagation）神经网络模型（简称LM-BP）模拟了和田、西宁、固原、延安4个辐射站点的太阳辐射月均值。验证结果表明：神经网络模型中加入气溶胶、云、水汽之后,4个辐射站点的\begin{array}{c}{R}^2\end{array}均大于0.90,且各项误差指标均小于仅用常规气象站点数据模拟的太阳辐射结果。     

晴空下山区太阳辐射模拟

由于太阳辐射在山区的空间分布情况较为复杂,在Arcgis,Envi和C++基础上,提出了一个晴空条件下估算山区太阳辐射分布的模型。在借鉴国内外太阳辐射研究成果基础上充分考虑了地形因素和大气状况,利用Modtran大气辐射传输模型、DEM和Modis反照率数据建立了山区太阳辐射计算模型。以黑河上游山区为试验区,利用该模型模拟得到了黑河上游山区的太阳辐射,分析了坡度、坡向、海拔对太阳辐射空间分布的影响,并利用实测值对模型进行了验证,结果表明：该模型可较好地反映研究区内山区太阳总辐射的分布,可用于山区太阳辐射的估算。     

GIS-based modelling of topography-induced solar radiation variability in complex terrain for data sparse region

Solar radiation not only sustains the lives on the Earth, but also creates spatial and temporal variations of hydrological ingredients, such as vegetation, soil moisture, and snow. Precise quantification of spatial solar radiation incident on the Earth's surface which accounts for the topographic modulation, especially in complex terrain, underpins the study of many catchment hydro-meteorological and hydro-ecological processes. Topography is a key parameter that affects the spatial solar radiation pattern across different scales. This article addresses the issue of modelling spatial variability of actual solar radiation caused by topography from the hydrological perspective. Models with different algorithms and different complexities, from the simple empirical equations to process-based physical approach, have been developed to parameterize and calculate the potential radiation (under clear-sky condition) and the actual radiation (under overcast cloudy condition). Based on a review of the general steps of solar radiation modelling and the corresponding models for each step, two models with easily or globally available data for spatial solar radiation modelling in complex terrain, namely, the physically parameterized, remote-sensing-oriented Heliosat-2 model and the sunshine duration-based Angström–Prescott regression model are selected and implemented in a GIS framework. The capability of both models for simulation of cloudy-sky radiation on horizontal surfaces has been verified against observed station data showing an R ² greater than 0.9. The validity of the models for modelling inclined surface is tested by comparing against each other, which has shown a satisfactory agreement and demonstrated that the simple Angström–Prescott method performed reasonably well compared with the more elaborate Heliosat-2 method. Scale sensitivity of the models and the shading effect are examined with different digital elevation model (DEM) resolutions from 30 to 500 m and reveal the existence of a threshold grid size to resolve the topography-induced spatial solar radiation variability. Spatial mapping of potential solar radiation and actual solar radiation has been demonstrated in a small catchment in Southern Germany, with a spatial difference up to 30% in winter and 5% in summer. This may lead to a significant difference for the energy-limited hydrological processes, such as snowmelt, and evapotranspiration.     

提孜那甫河流域地表太阳辐射估算及其影响因素分析

地表太阳辐射是地球表层主要能量来源,对地表能量平衡、能量交换以及生态水文过程等具有决定性意义。山区地形复杂,其地表太阳辐射时空差异较大且较难估算。采用适用于山区的地表太阳辐射模型对西北昆仑山提孜那甫河流域地表太阳辐射时空分布进行了估算,分析了该流域季节太阳辐射空间分布规律并探讨了地形和云2个重要因素对太阳辐射空间分布的影响。结果表明:（1） 地形因子中周围地形阻挡即地形开阔度（Sky view factor,SVF）与年总太阳辐射的关系最为显著,太阳辐射随SVF增加而增加。（2） 年总太阳辐射随着高程增加首先减少,再而随之增加。探究SVF随高程的变化,发现其与太阳辐射随高程的变化趋势较为一致,因此在山区复杂地形下地表太阳辐射估算中仅利用高程对其校正存在明显不足,需综合考虑地形效应。（3） 研究计算了季节云出现频率空间分布与太阳辐射空间分布的相关系数,结果表明夏季太阳辐射受云影响较其他季节显著。定量分析了地形因子以及云对地表太阳辐射空间分布影响的贡献率,周围地形阻挡SVF对地表太阳辐射空间分布的影响最大,高程和云次之。因此综合考虑地形和云对太阳辐射的影响在山区太阳辐射模拟中是非常必要的,研究可为山区地表太阳辐射模拟提供理论依据,并为山区生态水文过程研究提供方法支撑。     

近50 a西安太阳辐射变化特征及相关影响因子分析

 根据常规气象观测资料以及MODIS卫星气溶胶产品,分析了西安近50 a总辐射变化特征及其相关影响因子。结果表明：西安地区1961-2005年总辐射变化经历了“持续”、“变暗”、“变亮”、“再变暗”4个阶段,西安总辐射的变化幅度较全国平均变化幅度大,其“变亮”过程开始于1985年,较全国平均时间略早;西安4个季节总辐射总体均呈现出下降趋势,其变化幅度存在一定差异。通过对云量、气溶胶、水汽压、相对湿度等影响因子的分析,水汽压和相对湿度对总辐射变化影响不明显,总云量和气溶胶的变化对西安总辐射的变化存在较显著的影响,春、夏季总辐射的变化主要受云量和气溶胶直接辐射强迫的共同影响,其中总云量的变化在一定程度上决定了总辐射变化的振幅,城市发展所导致的气溶胶增加所产生的直接辐射强迫作用可能决定了总辐射的总体下降趋势;秋、冬季节的总辐射下降趋势主要与气溶胶的直接辐射强迫有关。     

基于LM-BP神经网络的西北地区太阳辐射时空变化研究

定量模拟太阳辐射对认识西北地区气候变化至关重要,但西北地区辐射站点稀少,而气象站点较多,利用众多的气象站点观测值模拟太阳辐射是获得太阳辐射数据很好的方法之一。利用LM (Levenberg-Marquardt) 算法对普通的BP神经网络进行优化（优化后的BP神经网络简称LM-BP神经网络）模拟太阳辐射,通过与传统气候模型模拟的太阳辐射结果对比发现,LM-BP神经网络模型的模拟精度最高,模拟值与实测值的拟合程度明显优于H-S模型和A-P模型。由此利用西北地区159个气象站点的气象数据和LM-BP神经网络模型模拟了1990~2012年这些气象站点的太阳总辐射月总量,将LM-BP神经网络模拟的气象站点的太阳辐射和25个辐射观测站的实测太阳辐射数据相结合,通过空间插值得到了西北地区太阳总辐射的空间分布,并分析了其时空分布及变化特征。研究结果发现西北地区1990~2012年的年均总辐射月总量变化为262~643 βMJ/m²,呈现“中间高,两端低”的空间分布特征。LM-BP神经网络模型的模拟精度高,是一种很有发展前景的辐射模拟方法,可将其应用在无辐射观测地区的太阳辐射模拟中。     

1960~2005年西北地区低云量的时空变化及成因分析

基于西北地区177个站点1960~2005年逐日的低云量观测资料,运用地统计学、交叉小波分析和多元回归分析,分析了近46 a来西北地区低云量的时空变化特征及影响因素。结果表明：近46 a来西北地区低云量呈较显著上升趋势,1997年之后上升显著。低云量空间呈自东南向西北递减的趋势。低云量与降水、相对湿度等呈显著的正相关,与昼夜温差、日照时数等呈显著的负相关。低云量存在2~4 a、准6 a、准11 a的周期变化,与宇宙射线在1982~1993年存在5~8 a的共振周期,与NOI指数存在2~4 a、准5 a、准11 a的共振周期,和太阳黑子的共振周期为9~11 a。     

Mapping Air Temperature in the Lancang River Basin Using the Reconstructed MODIS LST Data

Air temperature is an important climatological variable and is usually measured in meteorological stations. Accurate mapping of its spatial and temporal distribution is of great interest for various scientific disciplines, but low station density and complexity of the terrain usually lead to significant errors and unrepresentative spatial patterns over large areas. Fortunately the current studies have shown that the regression models can help overcome the problem with the help of time series remote sensing data. However, noise induced by cloud contamination and other atmospheric disturbances variability impedes the application of LST data. An improved Savizky-Golay (SG) algorithm based on the LST background library is used in this paper to reconstruct MODIS LST product. Data statistical analysis included 12 meteorological stations and 120 reconstructed MODIS LST images of the period from 2001 to 2010. The coeffificient of correlations (R²) for 80% of the stations was higher than 0.5 (below 0.5 for only 2 stations) which illustrated that there is a considerably close agreement between monthly mean TA (air temperature) and the reconstructed LST in the Lancang River basin. Comparing to the regression model for every month with only LST data, the regression model with LST and NDVI had higher R² and RMSE. Finally, the LST-NDVI regression method was applied as an estimate model to produce distributed maps of air temperature with month intervals and 1 km spatial in the Lancang River basin of 2010.     

CANYON GEOMETRY,THE URBAN FABRIC AND NOCTURNAL COOLING: A SIMULATION APPROACH

A simulation model for surface cooling in urban street canyons under calm conditions is described, based upon a simplified energy budget for the canyon facets containing only the net longwave and substrate heat flux densities. The former term is evaluated from the canyon radiation budget model of Arnfield (1976), the latter by numerically approximating the Fourier heat conduction equation. Equilibrium temperatures evolve through the nocturnal period for specified canyon and incoming longwave irradiance characteristics. Numerical experiments conducted with the model show that canyon geometry alone exerts a significant effect on cooling rates and, hence, on heat island intensity. Construction materials and internal building climate control tend to enhance spatial variations in nocturnal temperatures. The effects of wall thickness, sky radiance distribution and cloud cover also are investigated. Results show qualitative and quantitative correspondences with previous field and scale-model studies. Sources of error and desirable model refinements are discussed. [Key words: urban climatology, heat island, heat flux, nocturnal cooling, simulation model.]     

RADIATION CLIMATOLOGY: SOME ILLUSTRATIVE CASE STUDIES

A wide range of natural systems are responsive to temporal changes (e.g., diurnal, seasonal) in the flow of radiant heat energy generated by the Sun. The receipt of this energy at the Earth's surface is not simply a function of time, but is also strongly influenced by cloud cover and the orientation of the receiving surface relative to the Sun. While the ultimate objective in radiation climatology is to document and interpret the average radiant energy exchanges, much can be learned from an examination of appropriate instantaneous data (i.e., case studies). This paper provides a number of appropriate examples culled from 7 years of hourly observations of solar radiation incident on horizontal and inclined surfaces, from 4.5 years of data from a 12-station mesoscale network, and from published archives.

The examples show diurnal variations in the total, direct, and reflected short-wave and incoming and outgoing long-wave radiation for clear and overcast skies in both summer and winter; for the four seasons, typical clear sky diurnal variations in the solar energy incident on horizontal and inclined surfaces; and at both the meso and macro scales, the hour-by-hour and day-by-day changes in the attenuation of solar radiation associated with the passage of a frontal synoptic weather system.     

塔克拉玛干沙漠腹地地表辐射收支特征研究

利用塔克拉玛干沙漠大气环境观测试验站探测的辐射数据,分析了流动沙漠区近地层辐射收支特征以及云和沙尘对其的影响。总辐射在夏季某些特定的天气条件下接近太阳常数。不同天气条件下,辐射收支特征存在较大差异;总辐射受云和沙尘的影响最明显,变幅最大,夏季沙尘暴天气时比晴天减少了80%以上;反射辐射的日变化趋势在各个季节内、各种天气条件下与总辐射非常一致;大气长波辐射所受影响较小,且云和沙尘会使其略微增加;地面长波辐射的变化幅度最小,均在10%以下;净辐射在阴天时略微降低,沙尘天气时明显降低,为负值。观测期间的平均辐射特征与晴天比较接近,平均的总辐射、净辐射与晴天的比值白天基本在0.7左右,说明云和沙尘对塔中的辐射能量有较大的强迫作用。     

Topographic solar radiation models for GIS

Abstract

Incident solar radiation at the Earth's surface is the result of a complex interaction of energy between the atmosphere and the surface. Recently much progress has been made towards the creation of accurate, physically-based solar radiation formulations that can model this interaction over topographic and other surfaces (such as plant canopies) for a large range of spatial and temporal scales. In this paper we summarize our current work on solar radiation models and their implementation within both GIS and image processing systems. An overview of the effects of topography and plant canopies on solar radiation is presented along with a discussion of various options for obtaining the data necessary to drive specific solar radiation models. Examples are given from our own work using two models, ATM (Atmospheric and Topographic Model), a model based within an image processing framework, and SOLARFLUX, a GIS-based model. We consider issues of design, including GIS implementation and interface, computational problems, and error propagation.     

基于GLASS数据估算中国陆表净辐射及其空间分布分析

地表辐射收支是能量循环的重要参数,影响着地球水热平衡,是全球气候变化研究的重要方面。多数研究利用MODIS数据估算地表辐射收支,模型输入参数复杂。综合利用GLASS数据、MODIS数据和地面实测数据,采用Bisht等提出的净辐射估算方法,制订一种简单的地表辐射收支估算方案,分别计算2010年1-12月中旬卫星过境时刻中国陆表净辐射的最大值。通过改进的正弦模型将估算结果转换为日最大地表净辐射,并利用地面实测日最大净辐射值对估算结果进行了验证。研究表明：综合利用GLASS数据、MODIS数据和地面实测数据建立的地表辐射收支模型能够很好地模拟中国陆表净辐射的分布,与地面实测日最大净辐射值具有较好的一致性,平均误差为27.21 W?m^-2,克服了利用其他遥感数据估算地表辐射收支输入参数复杂,数据量大的缺点,适用于大尺度地表陆表辐射收支研究。     

中国太阳总辐射的气候学计算法研究(英文)

Angstrom-Prescott公式的气候学计算法是应用较广的太阳辐射模拟方法,其系数一般通过线性回归确定。近年来,许多研究显示该系数存在明显的空间变异性,常见的解决方法是将研究区划分子区域逐个拟合。本研究采用1961-2010时段日照时数与太阳辐射站点资料,以天文辐射为起始值,基于地理加权回归得到全国尺度连续变化的Angstrom-Prescott系数。通过高精度曲面建模方法(HASM)构建的日照时数资料和天文辐射曲面,得到国家尺度太阳辐射曲面。空间非平稳和误差比较检验等结果表明,系数存在显著的空间非平稳性;与已有研究相比,本研究的模拟方法效果较好。     

MODIS BRDF/Albedo数据在中国温度模拟中的应用

地表反照率直接影响地表辐射平衡,进而改变当地温度(2 m气温,下同),然后还可能通过大气平流过程影响下游地区的温度。为揭示利用实时更新的地表反照率替换WRF (Weather Research and Forecasting) 模式的静态地表反照率对中国大陆温度模拟结果的影响,本文进行了两组为期6 年(2002-2007 年) 的连续积分试验：控制试验(CT试验) 采用短波波段地表反照率,取自WRF模式推荐的地表参数数据集;敏感试验(MD试验) 采用分波段的(可见光和近红外) 地表反照率,取自MODIS BRDF/Albedo数据产品。试验结果表明,CT试验能够模拟中国温度的基本空间格局,但是模拟温度相对于观测温度有明显偏差,青藏高原南部的模拟温度偏低(负偏差),最大偏低幅度为1.03oC,出现在秋季,东部地区的模拟温度偏高(正偏差),最大偏高幅度达3.4oC,出现在春季;MD试验模拟结果的正、负偏差格局与CT试验基本相似,但是与CT试验相比,MD试验模拟的青藏高原南部温度的负偏差更大,最大为1.32oC,而模拟的东部地区温度的正偏差明显减小,最大为2.97oC,这说明MD试验比CT试验模拟的温度普遍偏低。在青藏高原,这主要归因于MD试验比CT试验的地表反照率大,使得地表净辐射少,地表感热少,致使温度偏低;在中国东部的黄淮海至江南丘陵区,这主要归因于MD试验中北方蒙古高原的地表反照率比CT试验的大,使得MD试验中该地区的地表净辐射少,地表感热少,温度低,然后通过南下冷平流过程致使位于其下游的黄淮海至江南丘陵区温度降低。     

A Regional Scale Investigation of Climatological Tropical Convection and Precipitation in the Amazon Basin

This study constructs a regional scale climatology of tropical convection and precipitation from more than 15 years of monthly outgoing longwave radiation (OLR) and precipitation data on 2.5°× 2.5° latitude‐longitude grid to examine the spatial and temporal patterns and variability of convection and precipitation in the Amazon Basin. A linear regression analysis also detects if any trends exist in the two datasets. The region of study extends from 15°N to 25°S and 30° to 80°W that encompass the Amazon Basin and surrounding fringe areas for the period from January 1979 through December 1995 for the OLR data and up to 1996 for the precipitation dataset. The basin‐average mean monthly and seasonal climatology serve as a ‘baseline’ reference for comparison with the full time series of basin‐average monthly OLR and precipitation to illustrate the interannual variability and identify anomalous periods of wet and dry conditions. A linear trend analysis of OLR data found small negative values across the Amazon Basin indicating a slight increase in convective activity over the period of study. The analysis of the precipitation time series, however, shows no coincidental increase in precipitation as would be expected with an increase in convective activity. Portions of Rondônia and Mato Grosso, areas that have undergone extensive deforestation, illustrate no trend in precipitation as suggested by GCM simulation results. The only area featuring any large change in precipitation occurs in a small area in the northwestern region of South America where a large positive trend in precipitation exists.     

任意地形实际天气条件下小时入射短波辐射模型——以黑河流域为例

建立了一个任意地形和实际天气条件下,能够计算大范围、长时间、高时空分辨率的太阳入射短波辐射模型,模型采用简化的辐射传输参数化方案和NCEP/NCAR资料相结合的方法,并成功应用于黑河流域2002年度每小时、1 km×1 km分辨率的总辐射、直接辐射和散射辐射的计算,所应用的地面资料仅为流域的地形信息。鉴于模型中总辐射是根据直接辐射和散射辐射推算的,而黑河流域2002年度缺乏直接辐射和散射辐射实测资料,模型采用分别位于黑河山区西水、中游临泽和下游额济纳旗3套自动观测仪器的总辐射资料进行验证,西水实测总辐射与计算总辐射的R2＝0.71,而临泽和额济纳旗R2分别为0.90和0.91,但各站点均出现部分结果相差很大的情况。出现地域差异和部分结果相差很大的主要原因是由于总云量资料时空分辨率低造成的,另外计算和实测数据空间尺度的不一致也部分造成山区计算效果较差。     

到达中国陆面的生物有效紫外线辐射强度分布

随着大气臭氧层的日趋变薄,估算到达陆面的太阳紫外线辐射变化,评估对人体健康的影响日趋成为环境健康研究的一个重要课题。基于DISORT辐射传输模型,从生物健康效应的角度提出了估算陆面有效紫外线辐射强度的方法,并采用LibRadtran软件包UVSPEC模型以及GIS空间分析技术模拟了2000年1月和7月到达中国陆面的生物有效紫外线辐射强度空间分布,讨论了臭氧、云量、地表反照率等因素对陆面生物有效紫外线辐射强度的影响,研究了基于云量、海拔数据修正陆面紫外线辐射的方法。另外,还系统分析了2000年1月、7月我国陆面生物有效紫外线辐射强度的空间分布特征,1月份辐射强度是低纬度较高,而7月份是中高纬度较高。UVA和UVB陆面辐射强度分布明显不同,特别是7月份,UVB辐射强度的高值区域较UVA明显偏向低纬度地区。UVB的生物有效辐射强度大约是UVA的6倍。     

基于MODIS数据估算晴空陆地光合有效辐射

陆-气圈层物质与能量交换的核心过程是植物的光合作用,而光合有效辐射则是影响光合作用过程的关键因子,在不同的陆地生态系统模型中,都是重要的输入参数。作者以MODIS卫星数据为基础,反演晴空下影响光合有效辐射的大气因子参数大气可降水量、气溶胶,根据辐射传输方程从大气顶层光合有效辐射反演高分辨率陆地光合有效辐射。算法采用查找表替换辐射传输模型,使其能够对大批量、像元级的数据进行处理。将该算法应用于对华北平原的部分区域进行反演,并使用中国生态网络禹城试验站的自动测量数据对结果进行检验,最大误差在10%以内。