共查询到20条相似文献，搜索用时 31 毫秒
1.
Review on Validation of Remotely Sensed Land Surface Temperature 总被引：1，自引：0，他引：1
Land Surface Temperature (LST) is an important input parameter for many land surface models. Retrieving LST from remote sensing is the main approach for modelling the radiance balance and energy budget at both regional and global scales. Validation of remotely sensed LST is helpful to evaluate its accuracy and stability. Furthermore, it is meaningful for the retrieval and application of remotely sensed LST. Here, first, theories and methods of LST retrieval were reviewed. Second, four validation methods, including the Temperature-based (T-based), Radiance-based (R-based), cross comparison and Time-series analysis, were reviewed and compared. An in-depth examination was conducted for the T-based method from the aspects including the approaches for acquiring the ground truth value, the target LST products, the uncertainty sources. Finally, some important issues in LST validation were discussed. 相似文献
2.
遥感数据专题分类不确定性评价研究：进展、问题与展望 总被引：7，自引：1，他引：7
从遥感数据中提取专题类别信息是当前遥感数据最主要的应用领域之一。由于遥感分类专题信息广泛应用于各种领域，其数据质量受到越来越多的关注。不确定性是评价分类专题类别数据质量最主要的方面。回顾了遥感数据专题分类不确定性评价方法的历史，总结了当前各种评价方法及其指标体系，将这些方法归结为基于误差矩阵的方法、模糊评价方法、像元尺度上的不确定性评价方法和其它方法四大类。对每一类不确定性评价方法及其指标体系的优点和缺点进行了分析和总结，指出从理论方法研究方面，需要优先发展独立于分类方法的像元尺度上的遥感分类不确定性评价模型与指标体系，以及统一的遥感数据分类不确定性评价模型体系研究；在应用研究方面，需要加强优化空间采样设计和不确定性评价过程标准化研究。 相似文献
3.
基于多尺度遥感数据估算地表通量的方法及其验证分析 总被引：2，自引：0，他引：2
地表水热通量(显热通量、潜热通量)的遥感估算在全球气候变化、水资源、生态环境等研究领域具有重要的应用价值.MODIS数据的空间分辨率较低(热红外波段星下点为1 km),而地球表面的几何物理属性又具有高度非均匀性,因而在实际应用中面临较严重的尺度问题.探讨了多源卫星数据(中高分辨率Landsat TM与中低分辨率MODIS)相结合佑算像元通量的2种方法,分别利用高分辫率的地表分类及植被指数信息在混合像元内部进行亚像元处理,以提高非均匀地表混合像元的通量估算精度.研究数据来自于2008年黑河流域综合实验获取的遥感数据和辅助数据,验证数据来自于实验期间获取的不同下垫面的地表通量数据,包括涡度相关(EC)数据,以及大孔径闪烁仪(LAS)数据.计算结果表明,2种方法皆可在下垫面不均匀或者地表类型较复杂的情况下得到比较明显的纠正效果,纠正后的通量与观测更加接近.相比之下,利用植被指数分解温度的方法适用性更广,纠正效果更好.在地面验证中,对比分析了EC和LAS数据在TM尺度和MO-DIS尺度通量验证的适用性.LAS数据测量尺度与MODIS卫星像元尺度相匹配,可以直接验证MODIS通量计算结果,EC数据虽然可以直接验证TM计算的通量,但与MODIS数据对比,还需要进行尺度转换,即先用EC验证TM通量,然后将TM通量降尺度,与MODIS进行对比.最后对利用LAS验证通量的不确定性进行了分析,发现图像中LAS测点的几何定位误差以及LAS测量路径中像元的选取都对验证结果有一定影响. 相似文献
4.
基于地表温度与植被指数特征空间反演地表参数的研究进展 总被引：6，自引：2，他引：4
遥感反演的地表温度(Ts)和植被指数(VI)构成的特征空间结合模型分析可以对显热通量、潜热通量及土壤含水量等地表参数进行估算.这种方法比较实用,且不过多地依赖地面观测数据.随着研究的深入,许多学者在Ts/VI特征空间基础上提出了更加丰富的空间变量.基于此,以不同空间变量为标准,分类介绍在Ts/VI特征空间的基础上对地表能量通量及土壤水分等参数的反演.其中包括在Ts/NDVI特征空间基础上提出温度植被干旱指数和条件植被温度指数来监测干旱;利用Ts/albedo特征空间反演蒸发比;用DSTV/VI特征空间反演蒸散量;用地气温差/植被指数特征空间反演蒸散量等.并介绍了Ts/VI特征空间与微波遥感结合反演地表含水量等相关研究的进展情况,最后提出未来研究的发展方向. 相似文献
5.
水平和垂直尺度乔、灌、草覆盖度遥感提取研究进展 总被引：10，自引：0，他引：10
植被覆盖及其变化是区域生态系统环境变化的重要指示,而植被覆盖度是植物群落覆盖地表状况的一个综合量化指标,是生态模型、碳循环、水循环模型等的重要特征参量。传统的植被覆盖度是指一定尺度下所有植被(乔、灌、草)覆盖的综合反映值,当考虑植被垂直方向的异质性,垂直尺度的乔、灌、草覆盖度提取为定量化准确衡量生态环境、全球气候变化等领域提供更具有生态意义的植被参量。目前,遥感大面积估算水平尺度乔、灌、草覆盖度已有比较成熟和可靠的算法,主要方法有：植被指数法、回归分析法、分类决策树法、神经网络法、像元分解模型法、物理模型反演法等,其估算精度基本能达到应用要求。植被垂直方向的异质性给垂直尺度乔、灌、草覆盖度遥感提取带来较大挑战,垂直尺度上的乔、灌、草覆盖度遥感提取的研究在欧美等国已经有了一定规模的开展,在国内则处于起步阶段。遥感提取垂直尺度乔、灌、草覆盖度的主要手段有：激光雷达（LIDAR）、多角度遥感以及两层结构冠层反射模型反演。综述了水平尺度和垂直尺度上乔、灌、草覆盖度遥感提取的最新进展,比较和分析主要的遥感提取方法、模型和现存的一些问题,并对未来的研究发展趋势进行了展望。 相似文献
6.
遥感图像异常识别是遥感应用领域一个颇受关注的研究课题,在军事目标识别和自然环境保护等许多领域都有潜在应用价值。不妨假设遥感图像背景像素分布于随空间位置缓慢变化的一系列高斯超椭球体内,异常像素则分布于超椭球体之外。在这种假设前提下,首先应用Weiszfeld方法估算遥感图像中一系列高斯超椭球体的重心和波段协方差矩阵;然后,计算各像素到对应的超椭球体重心的马氏距离,并用直方图法确定马氏距离的异常下限;最后,把马氏距离高于异常下限的像素作为异常像素识别出来。在GDAL遥感图像数据输入输出函数库基础上,用VC++语言开发了遥感图像像素级异常识别的算法程序;用美国亚特兰大TM图像进行了方法的应用实验研究。结果表明,该方法对遥感图像中的局部异常具有很好的识别效果。 相似文献
7.
基于植被指数和土地表面温度的干旱监测模型 总被引：79，自引：4，他引：79
干旱是一种周期性发生的自然现象,其发生过程中有关参数如地表覆盖度、温度和土壤表层含水量等可以通过遥感的途径进行定量反演,而这些参数客观地反映了地表的综合特征。综述了运用遥感反演产品---土地表面温度和归一化植被指数在干旱监测中的应用前景和进展,分析了距平植被指数、条件植被指数、条件温度指数和归一化温度指数等干旱监测方法的优缺点,在前人研究的基础上,提出了条件植被温度指数的干旱监测模型,探讨了其应用前景。 相似文献
8.
Measurement of photosynthetic pigments as ground truth for remotely sensed spectra of boreal communities was tested. Chlorophyll
and carotenoid concentrations and ratios were obtained from needles of spruce trees which were healthy as well as those undergoing
forest decline (Waldsterben) in Vermont (USA) and Baden-Württemberg (FR Germany). In needles of trees exhibiting forest decline
symptoms, chlorophyll pigment concentrations were lower, chlorophyll b levels decreased relative to chlorophyll a, total chlorophyll
(a + b) was less relative to total carotenoid, and percent of reflectance in the visible range was higher. Pigment and reflectance
data differentiated between needles from healthy and declining sites. These results were compared to remotely sensed spectral
data obtained by aircraft and satelitee. As a result of these initial comparisons, it appears that using photosynthetic pigments
as ground truth for remotely sensed spectral data may be of value in developing techniques for differentiating undamaged and
damaged tree canopies on a large spatial scale. Finally, similar pigment and reflectance properties characterized healthy
and declining communities in both Vermont and Baden-Württemberg. 相似文献
9.
不同地表覆盖条件下区域水分盈亏的遥感分析——以中国北方为例 总被引：9，自引：0，他引：9
依据能量平衡和水分平衡原理，建立不同地表覆盖条件下的区域缺水计算方法，实现了利用遥感数据对我国北方缺水状况的宏观监测和快速反应。模型的具体步骤是：首先，利用NOAA/AVHRR数字影像进行地表覆盖分类，结合气象数据建立区域实际蒸散模型，并利用经联合国粮农组织修正的Penman公式计算区域潜在蒸散量。然后，由区域实际蒸散量和潜在蒸散量，构造出反映区域缺水程度的缺水指数。最后，利用该方法对1999年7月我国北方的区域水分盈亏状况进行了研究，讨论了区域缺水指数与土壤墒情、背景环境参数、地表覆盖类型的关系。 相似文献
10.
Classification of remotely sensed images is a rich research field wherein techniques from conventional statistics to recent developments such as Artificial Neural Network, Fuzzy logic etc. has wide applications. Conventionally remotely sensed image classification referred to pixel classification based on broad categories such as vegetation and water bodies. With the availability of high-resolution imageries, shape analysis of macro structures contained in images becomes an important and difficult task. Although conventional statistical pattern recognition techniques give a reasonable result, Artificial neural network methods seem to be giving better results. In this paper, we give a survey of feed-forward neural network used for shape classification and a Hopfield model with an improved learning rule, for a typical shape analysis problem. 相似文献
11.
12.
基于遥感数据的全球及区域土地覆盖制图--现状、战略和趋势 总被引：21，自引：4，他引：17
土地利用／土地覆盖变化研究是近年来全球变化研究的焦点之一。全球和区域尺度的土地覆盖特征对全球环境状况的评估、模拟未来全球环境的情景有重要的作用。2000年在Internat ionalJournalofRemoteSensing杂志上出版了题为"GlobalandRegionalLandCoverCharacterizat ion from Remotely Sensed Data"的专辑。在此基础上,介绍、总结了国际上利用遥感影像进行全球和区域等大尺度土地覆盖研究的新进展。分别从数据源与制图的时空尺度、制图方法（数据预处理、分类、精度评估）等方面进行了介绍,并对现今的两个全球土地覆盖数据库进行了比较分析。 相似文献
13.
基于MODIS LST产品估算青藏高原地区的日平均地表温度 总被引：6，自引：2，他引：4
地表温度是衡量地-气界面热状况的重要指标,在冻土制图、城市热岛效应等研究领域有重要应用.MODIS数据只提供了每日4次过境的瞬时温度值,而实际应用中往往需要日平均地表温度.对实测0cm温度数据进行分析后,发现其日变化曲线呈分段函数特性,白天按正弦曲线变化,夜间则呈线性下降.据此提出对白天和晚上的数据进行分段拟合的方案,并与已有的两种拟合方法作对比验证.地面验证工作包括两个方面:一是模拟的验证,按卫星过境时间从逐小时的实测0cm数据中挑出4个瞬时值,将上述拟合方法应用于这4个瞬时值,得到拟合的日平均温度,再同24h的算术平均值比较.结果表明:Sin-Linear法精度最高,平均误差在1K以内;其二是地面对MODIS的验证,将3种方法应用于MODIS数据,再与地面平均值比较,3种方法中Sin-Linear法误差最小,且具有最好的线性相关,R2超过0.9. 相似文献
14.
15.
3D ground model development for an active landslide in Lias mudrocks using geophysical,remote sensing and geotechnical methods 总被引：1，自引：1，他引：0
A. J. Merritt J. E. Chambers W. Murphy P. B. Wilkinson L. J. West D. A. Gunn P. I. Meldrum M. Kirkham N. Dixon 《Landslides》2014,11(4):537-550
A ground model of an active and complex landslide system in instability prone Lias mudrocks of North Yorkshire, UK is developed through an integrated approach, utilising geophysical, geotechnical and remote sensing investigative methods. Surface geomorphology is mapped and interpreted using immersive 3D visualisation software to interpret airborne light detection and ranging data and aerial photographs. Subsurface structure is determined by core logging and 3D electrical resistivity tomography (ERT), which is deployed at two scales of resolution to provide a means of volumetrically characterising the subsurface expression of both site scale (tens of metres) geological structure, and finer (metre to sub-metre) scale earth-flow related structures. Petrophysical analysis of the borehole core samples is used to develop relationships between the electrical and physical formation properties, to aid calibration and interpretation of 3D ERT images. Results of the landslide investigation reveal that an integrated approach centred on volumetric geophysical imaging successfully achieves a detailed understanding of structure and lithology of a complex landslide system, which cannot be achieved through the use of remotely sensed data or discrete intrusive sampling alone. 相似文献
16.
Although the basic physical relationships between various remotely sensed signatures and soil are sound, the representativeness of pixel-averaged wetness used to interpret the remotely sensed data is often suspect and at times even doubtful. To study the affect of local variation in soil moisture on the large-area average, mean areal precipitation, temperature and modelled soil moisture in 1/4° grid cells were analyzed for a 700 km by 400 km region in the US Southern Great Plains. Variability in five years of mean daily grid cell data was investigated for 150 km2 study sites, approximately corresponding in size to a satellite microwave pixel. The number of wetted grid cells and the magnitude of precipitation in grid cells within a site were highly variable. The variability of each of these factors is critical, and will not only influence mean site wetness, but also how the area will be seen from space. Analysis indicated that similar mean site precipitation values may result from numerous widely differing combinations of precipitation magnitude and watted gric cell population. Consequently, mean site moisture is also highly variable in the distribution and magnitude of the individual cell moisture values. Extreme values in several grid cells may severely bias the quadrant mean, while influencing a remote measurement much less. Although large-scale surface wetness may eventually be reliably inferred from satellite measurements, a degree of uncertainty will always exist, especially in semi-arid areas. One may be required to associate mean soil moisture with an expected distribution of wetness within a pixel. 相似文献
17.
Effect of pixel scale on evapotranspiration estimation by remote sensing over oasis areas in north-western China 总被引：2，自引：2，他引：0
Hui Tian Jun Wen Cheng-hai Wang Rong Liu Deng-rong Lu 《Environmental Earth Sciences》2012,67(8):2301-2313
One of the major uncertainties in the remote sensing estimates of regional evapotranspiration (ET) over heterogeneous landscapes is that significant estimation differences between different data scales always exist. It is necessary to predetermine the optimal remote sensing scale under such conditions. In this study, the effect of pixel scale on ET estimation over a typical oasis in north-western China was investigated. By the area-averaging and wavelet multi-resolution analysis aggregation techniques, four ??input?? up-scaling and ??output?? up-scaling procedures were implemented, respectively, to determine the optimal data scale. Validation suggested that high-resolution Landsat-based ET estimates could be used as the ground reference data when in situ measurements were not available. The differences between Landsat-based and MODIS-based ET estimates (i.e. the so-called Regional Error Distribution of the latter) showed that 1-km resolution MODIS data overestimated ET over the landscapes where NDVI was less than or equal to ~0.10; the data underestimated ET over the landscapes where NDVI was greater than or equal to ~0.40; ET could only be relatively accurately predicted by the data on the surfaces where NDVI ranged from 0.10 to 0.40. However, MODIS-based 1-km ET estimates could effectively reveal the predominant spatial distribution trend of regional ET. The results confirmed that the optimal remote sensing scale for modeling ET was approximately 480?m over the study area; land surface heterogeneity could cause significant errors in ET estimation once data scales exceeded this threshold; in addition, MODIS data at 250-m resolution were adequate for correcting the 1-km resolution ET estimates over heterogeneous landscapes. 相似文献
18.
地表温度（land surface temperature,LST）是反映生态环境状况的重要指标。西藏作为气候变化的敏感地区,掌握其LST的时空变化有利于深入了解西藏热环境演化过程,为长期监测高原基础生态变化提供帮助。研究基于谷歌地球引擎获取西藏2000—2020年的MODIS LST数据,采用归一化分级方法对LST进行5个等级的划分,利用趋势分析、热力空间分析以及重心迁移等方法分析了研究区近20年来的LST时空演变特征。同时,选取归一化植被指数（normalized difference vegetation index,NDVI）、裸土指数（bare soil index,BI）、垂直不透水面指数（perpendicular impervious surface index,PISI）、湿度（WET）以及高程（digital elevation model,DEM）等5个影响LST的地表参数,结合多尺度地理加权回归,探讨了LST影响因子的作用尺度与作用效力。结果表明：2000—2020年,西藏LST均值由18.72℃上升至20.28℃,年均增长0.09℃,LST呈现微弱上升态势。2... 相似文献
19.
遥感技术应用于地表面蒸散发的研究进展 总被引：31，自引：4，他引：27
蒸散既是地表水分循环的重要组成部分,也是能量平衡的主要项。地表热量、水分收支状况在很大程度上决定着地理环境的组成和演变,清楚地认识蒸散发,对了解大范围内能量平衡和水分循环具有重要意义。目前,已发展了从
传统方法、模拟方法到遥感方法的很多种方法用于估算蒸散发。遥感方法以其能够获知大范围地表特征信息的优势为较准确估算地表蒸散发提供了可能,从而受到人们的日益重视。介绍了研究蒸散发的各种方法,并探讨了利用遥感方法研究蒸散发的优缺点和未来的发展前景。 相似文献
20.
Remotely sensed thermal infrared (TIR) data have been widely used to retrieve land surface temperature (LST). LST is an important parameter in the studies of urban thermal environment and dynamics. In the study, an attempt has been made using LANDSAT 8 thermal imagery to compute LST and the associated land cover parameters viz; land surface emissivity (LSE), normalized difference vegetation index (NDVI), normalized difference built-up index (NDBI) and normalized difference water index (NDWI). Landsat 8 TIRS band 10 & 11 (thermal bands) during 21 Oct. 2016, 22 Nov.2016, 24 Dec. 2016 and 09 Jan. 2017 were processed for LST analysis. However, band 5 & band 4 of the imagery was processed for NDVI, band 6 & band 5 for NDBI and band 2 & band 5 for NDWI analysis. LST has been derived from both the bands 10 &11 and validated by in-situ observations on the date and time of satellite overpass from the study area. Band 10 derived LST have shown much temperature difference while comparing with the in-situ observations. However, LST derived from band 11 found similar & close to the in-situ measurements. Relationship between band 11 results and in-situ observed measurements were developed, which has showing a strong correlation with (r2 = 0.991). Land surface emissivity were also evaluated which shows variation in different land cover surfaces like vegetation, settlement, forest cover and water body. The study has proven that land surface temperature derived from satellite band 11 is the actual surface temperature of the study area. 相似文献