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1.
Many recent studies have applied satellite remote sensing data to large-scale hydrologic and biospheric modeling. It is widely accepted that the thermal infrared observations from the Advanced Very High Resolution Radiometer (AVHRR) have the potential to estimate land surface conditions, such as surface temperature, near surface air temperature, and near surface water vapor. In this study, algorithms to estimate all three variables are presented and applied to an area covering the state of Oklahoma for a six day period in August, 1994. The results were validated using ground observations from the 111 station Oklahoma Mesonet. Validation of the remote sensing algorithms with Mesonet observations produced comparable results to previous validation studies. In addition, the validation process revealed inadequacies in thermal modeling that had not been detected in previous validation studies leading to the development of a new approach to estimate atmospheric water vapor.  相似文献   

2.
利用单窗算法反演地表温度时,一景影像通常使用一个大气透过率。大气水汽含量空间异质性会导致像元尺度上大气透过率不同,从而给地表温度反演带来误差。该文通过从研究区MODIS数据中反演出大气水汽含量,经过配准、重采样之后获得该区域像元尺度的大气透过率,利用同时相TM数据,采用单窗算法反演地表温度。结果表明:基于多源遥感数据反演地表温度的单窗算法,由于减少了大气水汽含量空间异质性带来的地表温度反演误差,能够得到更为合理的地表温度。  相似文献   

3.
被动微波遥感数据反演地表温度研究进展   总被引:7,自引:1,他引:6  
被动微波遥感具有穿透云层( 甚至雨区) 获取地表辐射信息的能力, 在处理云的问题上, 明 显优于可见光、红外遥感, 可更好地服务于相关领域研究。由于微波信号受多种因素的影响, 目前 被动微波反演地表温度的算法还不成熟。根据建模手段和方法的不同, 从经验反演模型和物理反 演模型两方面入手, 系统回顾国内外被动微波数据反演地表温度的算法并加以评述, 指出今后应 加强尺度转换、物理机理以及多数据源结合方面的研究。  相似文献   

4.
利用遥感获取的植被指数和地表温度信息,进行地表能量和水分平衡过程研究是目前陆表过程研究的前沿。根据地表能量和水分平衡原理,对地表温度(Ts)、植被指数(VI),地表蒸散发(ET)之间的空间关系进行了分析,并基于假设条件,构建了温度植被蒸散指数(TVETI)。为验证TVETI表征地表蒸散的能力,利用环境卫星数据和SEBAL模型,对SEBAL模型中各能量通量构建的蒸散指数与TVETI进行线性回归分析,从2012年4~9月6个不同日期的确定性系数分别为:0.838、0.935、0.912、0.921、0.926、0.825, TVETI能很好的表征地表蒸散能力。通过对SEBAL模型估算的ET和TVETI估算的ET进行交叉验证发现,两者大小一致性显著, TVETI可以实现区域尺度地表蒸散发的快速估算。  相似文献   

5.
王万同  王卷乐  杜佳 《地理研究》2013,32(5):817-827
MODIS数据时间分辨率较高,在对地能量和水分变化监测应用中具有不可比拟的优势。但其空间分辨率较低,混合象元效应显著,尤其在地表土地利用类型复杂和空间异质性较大时,会带来较大的误差。而ETM+数据具备较高的空间分辨率,但其单一的热红外波段导致反演的地表温度精度不高,且时间分辨率低,因而限制了在地表蒸散监测中的应用。本文探讨了将TM/ETM+与MODIS数据相融合估算区域地表蒸散的一种多尺度遥感方法,利用TM/ETM+计算得到的植被指数,基于空间增强方法将MODIS反演的地表温度尺度提高到30 m,并结合SEBS模型对伊洛河流域的地表蒸散进行了估算。验证与分析的结果表明,估算精度得到提高,研究区当日蒸散量在0~5.32 mm/d之间,空间分布具有明显的地域性差异,区域分布不均衡。  相似文献   

6.
区域尺度蒸散发遥感估算——反演与数据同化研究进展   总被引:3,自引:0,他引:3  
尹剑  欧照凡  付强  刘东  邢贞相 《地理科学》2018,38(3):448-456
遥感技术近年来在估算区域尺度蒸散发中应用广泛。不同方法在驱动数据、模型机理和适用范围往往存在很大差别。鉴于此,阐述了基于传统方法空间尺度扩展的遥感模型,经验统计公式,特征空间法,单源、双源垂向能量平衡余项法等几类的遥感蒸散发反演方法,简要介绍了三温模型、非参数化模型、半经验模型、集成模型等常用模型。同时,分析了遥感数据同化实现连续估算区域蒸散发的主要思路,综述了基于能量平衡和基于复杂过程模型的数据同化的原理、方法演进及常用同化算法等。最后,探讨了各类区域蒸散发遥感方法的优劣、展望了模型机理完善、不确定性研究、结果验证等与蒸散发直接反演和数据同化相关的研究方向。  相似文献   

7.
土壤盐渍化遥感应用研究进展   总被引:35,自引:4,他引:31  
翁永玲  宫鹏 《地理科学》2006,26(3):369-375
文章从地面数据的调查、盐渍土影象的目视判读特征、光谱特征和土壤盐渍化区域的植被特征以及多光谱、高光谱遥感技术等方面综述国内外应用遥感数据探测土壤盐渍化程度及其制图的研究。利用数字图象并结合野外调查数据进行目视解译和计算机自动解译、图象变换提取盐渍土信息;结合G IS方法在分类中加入非遥感数据来提高分类精度;在研究盐渍土的光谱特征的基础上应用高光谱技术定量或半定量地提取盐渍土信息。这都是制定综合治理措施、决定土地利用方向的关键,也是进行区域土壤盐渍化动态预报的重要依据。  相似文献   

8.
为了优化生物光学模型中的悬浮物后向散射模型系数(bbx)和双向反射因子(f/Q),基于珠江口、韩江河口、徐闻珊瑚礁保护区实测数据(遥感反射率、叶绿素a质量浓度、悬浮物质量浓度、CDOM吸收系数),采用模拟退火算法同时优化了bbx以及f/Q(N=43),并开发了生物光学正演模型(N=22)。文章优化的f/Q为0.104 9,悬浮物在参考波长531 nm处后向散射系数bbx为0.268×[TSS]0.295。通过输入实测的水质数据模拟出531 nm处的遥感反射率,并外推到其他波段(412、443、490、551、667 nm)。模拟得到的531 nm处遥感反射率与实测值的均方根误差RMSE=0.000 8,N=22,除了模拟的667 nm处遥感反射率误差较大外(RMSE=0.003 6,N=22),其他波段都具有较好的精度(RMSE<0.002 3)。结果表明,该研究区与其他研究区(如黄、东海)的bbx和f/Q不一致,这2个参数需要根据研究区的数据进行优化。验证结果说明迭代优化的bbx以及f/Q能够适用于广东近岸河口生物光学参数模拟。  相似文献   

9.
Qin  Yun  Ren  Guoyu  Huang  Yunxin  Zhang  Panfeng  Wen  Kangmin 《地理学报(英文版)》2021,31(3):389-402
The surface air temperature lapse rate(SATLR)plays a key role in the hydrological,glacial and ecological modeling,the regional downscaling,and the reconstruction of high-resolution surface air temperature.However,how to accurately estimate the SATLR in the regions with complex terrain and climatic condition has been a great challenge for re-searchers.The geographically weighted regression(GWR)model was applied in this paper to estimate the SATLR in China's mainland,and then the assessment and validation for the GWR model were made.The spatial pattern of regression residuals which was identified by Moran's Index indicated that the GWR model was broadly reasonable for the estimation of SATLR.The small mean absolute error(MAE)in all months indicated that the GWR model had a strong predictive ability for the surface air temperature.The comparison with previous studies for the seasonal mean SATLR further evidenced the accuracy of the estimation.Therefore,the GWR method has potential application for estimating the SATLR in a large region with complex terrain and climatic condition.  相似文献   

10.
地表热辐射方向性研究进展   总被引:4,自引:1,他引:3  
地表热辐射方向性是基于多角度热红外遥感数据反演组分温度的基本问题 ,论文分析了国内外近来从等效比辐射率和热辐射模型两个角度研究非同温热辐射方向性所取得的进展和存在的问题 ,并指出今后应继续基本概念的探讨 ,加强遥感基础实验和热辐射理论模型简化和验证工作 ,进一步探讨基于热红外多角度遥感数据反演组分温度的新方法。  相似文献   

11.
从数学上探讨了晴空大气红外窗区通道遥感陆面特性水汽吸收和陆面发射率的综合影响。首先,基于辐射传输方程推导出大气水汽含量和陆面发射率(ε)引起红外窗区通道遥感陆面亮温(Tg)变化的数学表达式,指出红外辐射在传输过程中水汽吸收衰减的影响主要是引起大气透过率的变化;分析了在高温高湿和低温干燥等不同地区,红外窗区通道的大气透过率所受到的不同程度的衰减,以及水汽吸收衰减和陆面发射率对不同的红外窗区通道的影响。此外,还建立了一个红外窗区通道遥感陆面温度与地面亮温差ΔT=(Ts-Tg,imax)与水汽含量变化Δq和陆面发射率ε的二元多项式拟合方程,进一步分析大气水汽含量和陆面发射率对不同的红外窗区通道遥感的影响;指出红外短波窗区通道不但受太阳辐射污染严重,而且受陆面发射率变化的影响激烈,特别是在寒冷干燥的亚北极冬季。最后强调,为了精确地反演陆面温度,最好采用热红外窗区通道;必须考虑大气订正,特别是在高温高湿区;同时应该考虑陆面发射率等因子的作用。  相似文献   

12.
The cause or causes of urban heat islands have puzzled scientists for more than a century. Investigators have observed a close relation between urban land cover and urban temperature patterns. A proposed explanation of this relation is that the thermal inertia of urban surfaces is larger than rural interface thermal inertia. However, recent METROMEX and remote sensor satellite observations do not appear to support this view. The thermal inertia model of the urban interface ignores urban canopy structure and composition. Specifically the hollow structure of buildings reduces the thermal mass and thus the apparent thermal inertia of these structures compared with pavements. Numerical modeling results of the thermal behavior of a two-layer interface and aircraft far-infrared remote sensor observations of urban landscapes demonstrate the differential thermal behavior of buildings versus pavements. Accounting for the structure and configuration of urban canopies explains observed urban landscape thermal behavior and should assist in explaining the urban heat island phenomenon.  相似文献   

13.
基于遥感监测的城市热岛研究进展   总被引:4,自引:2,他引:2  
全球正经历快速、高强度的城市化,导致城市热岛加剧,并对城市、区域乃至全球许多的生态环境要素直接或间接地产生多方面的影响,与人类福祉密切相关。遥感具有宽覆盖、信息量大、重复观测周期短等优点,已成为地表城市热岛(Surface Urban Heat Island, SUHI)监测广泛采用的一种方法。针对前人相关研究对热红外数据源、监测指标及SUHI时空变化规律尚缺乏系统总结且内容需要更新等问题,本文首先分类评述了SUHI遥感监测所采用的热红外遥感数据源。其次将现有的SUHI监测指标分为土地覆盖类型驱动型、地表温度格局驱动型及两者复合驱动型3类来述评,详细介绍了它们的计算方法、应用案例及优缺点;并从日间变化、夜间变化及昼夜对比的变化3个方面述评了SUHI的年内时空变化规律;归纳了其年际变化规律。最后,依据现有研究结论中相互冲突或尚需深化的地方,指出几个潜在的关键问题或研究方向。  相似文献   

14.
基于遥感的城市热岛效应研究   总被引:15,自引:0,他引:15  
热红外遥感和气候学的交叉融合为城市热岛效应提供了新的研究方法。从城市热岛的空间分布与土地利用类型、植被覆盖关系、人为热关系以及城市热岛效应演变4方面分析热红外遥感在城市热岛研究中的应用现状;探讨目前存在的两个主要问题:城市地物真实温度难以获取,遥感和气候模型结合不密切;提出遥感和气候模型结合以及多平台、多尺度、多角度遥感的综合应用等是城市热岛效应遥感研究的发展趋势。  相似文献   

15.
基于被动微波辐射传输方程,结合De Jeu建立的透过率与微波极化差异指数的通用关系式,以及Smiths建立的地表温度与大气总可降水量的经验关系,构建了一套基于AMSR-E影像的地表温度半经验反演模型,该模型无需借助其他辅助数据,便可从AMSR-E 6.9GHz和10.7GHz两个波段的亮度温度模拟得到地表温度变量。对2009年我国地表温度进行实例模拟和验证,结果显示,该地表温度模型的平均反演精度达到2.54℃(R2=0.79),是一种简单有效的被动微波遥感地表温度模拟方法。  相似文献   

16.
Snow cover influences the thermal regime and stability of frozen rock walls. In this study, we investigate and model the impact of the spatially variable snow cover on the thermal regime of steep permafrost rock walls. This is necessary for a more detailed understanding of the thermal and mechanical processes causing changes in rock temperature and in the ice and water contents of frozen rock, which possibly lead to rock wall instability. To assess the temporal and spatial evolution and influence of the snow, detailed measurements have been carried out at two selected points in steep north‐ and southfacing rock walls since 2012. In parallel, the one‐dimensional energy balance model SNOWPACK is used to simulate the effects of snow cover on the thermal regime of the rock walls. For this, a multi‐method approach with high temporal resolution is applied, combining meteorological, borehole rock temperature and terrain parameter measurements. To validate the results obtained for the ground thermal regime and the seasonally varying snowpack, the model output is compared with near‐surface rock temperature measurements and remote snow cover observations. No decrease of snow depth at slope angles up to 70° was observed in rough terrain due to micro‐topographic structures. Strong contrasts in rock temperatures between north‐ and south‐facing slopes are due to differences in solar radiation, slope angle and the timing and depth of the snow cover. SNOWPACK proved to be useful for modelling snow cover–rock interactions in smooth, homogenous rock slopes.  相似文献   

17.
The acquisition of spatial-temporal information of frozen soil is fundamental for the study of frozen soil dynamics and its feedback to climate change in cold regions. With advancement of remote sensing and better understanding of frozen soil dynamics, discrimination of freeze and thaw status of surface soil based on passive microwave remote sensing and numerical simulation of frozen soil processes under water and heat transfer principles provides valuable means for regional and global frozen soil dynamic monitoring and systematic spatial-temporal responses to global change. However, as an important data source of frozen soil processes, remotely sensed information has not yet been fully utilized in the numerical simulation of frozen soil processes. Although great progress has been made in remote sensing and frozen soil physics, yet few frozen soil research has been done on the application of remotely sensed information in association with the numerical model for frozen soil process studies. In the present study, a distributed numerical model for frozen soil dynamic studies based on coupled water-heat transferring theory in association with remotely sensed frozen soil datasets was developed. In order to reduce the uncertainty of the simulation, the remotely sensed frozen soil information was used to monitor and modify relevant parameters in the process of model simulation. The remotely sensed information and numerically simulated spatial-temporal frozen soil processes were validated by in-situ field observations in cold regions near the town of Naqu on the East-Central Tibetan Plateau. The results suggest that the overall accuracy of the algorithm for discriminating freeze and thaw status of surface soil based on passive microwave remote sensing was more than 95%. These results provided an accurate initial freeze and thaw status of surface soil for coupling and calibrating the numerical model of this study. The numerically simulated frozen soil processes demonstrated good performance of the distributed numerical model based on the coupled water-heat transferring theory. The relatively larger uncertainties of the numerical model were found in alternating periods between freezing and thawing of surface soil. The average accuracy increased by about 5% after integrating remotely sensed information on the surface soil. The simulation accuracy was significantly improved, especially in transition periods between freezing and thawing of the surface soil.  相似文献   

18.
In this paper, the significance and history of studying snow grain size is introduced. Based on the assumption that high reflectivity in the visible band and significant decreasing reflectivity of snow surface in the infrared band, the grain size of snow, spherical and non-spherical, is sensitive to changes in remote sensing retrieval foundation. Also, models and algorithms applied in current studies are reviewed, together with their advantages and disadvantages. In addition, in order to obtain retrieval accuracy, some factors that may affect grain size are also discussed, such as temperature, wavelength, and particle shape, as well as method authentication.  相似文献   

19.
李净  王丹  冯姣姣 《地理科学》2017,37(6):912-919
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R2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。  相似文献   

20.
土地利用变化与城市热环境关系紧密。以西安市为例,采用遥感影像数据,从规模?结构?形态对土地利用变化进行了分析,同时,对西安市热环境变化特征进行了阐释,在此基础上,对土地利用规模、结构和形态变化与热环境变化关系进行了系统分析,揭示土地利用变化对城市热环境的影响。结果如下:① 2000—2016年,随着建设用地的增长,西安市平均地表温度呈上升趋势,耕地与建设用地面积占比变化与地表温度变化呈正相关性,林草地与水域面积占比变化与地表温度变化呈负相关性;② 林草地、水域的斑块优势度越大,形状越复杂,集聚度越高,越有利于改善热环境,而耕地和建设用地的斑块景观优势度大、集聚度高,则会导致地表温度升高和热环境恶化;③ 集聚度和连通度高的大斑块林草地和水域具有更突出的降温效果,相反,高度集聚的建设用地形成的不透水面具有更强的升温效果。可为从土地利用视角改善城市热环境提供参考依据。  相似文献   

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