The use of secondary information in geostatistical target area identification     

Barry L. Roberts  Sean A. McKenna 《Stochastic Environmental Research and Risk Assessment (SERRA)》2009,23(2):227-236

The identification and characterization of target areas at former bombing ranges is the first step in investigating these sites for residual unexploded ordnance. Traditionally, magnetometer surveys along transects are used in identifying areas with high densities of magnetic anomalies, which are likely former target areas. Combining magnetometer survey data with other data sources may reduce the level of survey data required for site characterization, increasing characterization efficiency. Here, several techniques for incorporating secondary information into kriging estimates of magnetic anomaly density are investigated for a former bombing range located near Pueblo, Colorado. In particular, kriging with external drift, collocated ordinary cokriging, and simple kriging with local means (SKLM) are used to incorporate information from a secondary variable. The secondary variable consists of a grid of crater density values derived from a topographic light detection and ranging (LIDAR) analysis. The craters, which are clearly identifiable in the LIDAR data, were generated through munitions use at the site and are therefore related to the target locations. The results from this study indicate that the inclusion of the secondary information in the kriging estimates does benefit target area characterization and provides a means of elucidating target area details from only limited magnetometer transect data. For the Pueblo site, the use of SKLM with the crater density as a secondary variable and only limited magnetometer transect data, provided results comparable to those obtained from using much larger magnetometer transect data sets.  相似文献   

克里金参数估值法及其在参数估计分析中的应用   总被引：2，自引：0，他引：2  

孙强  薛雷  王媛媛 《岩土力学》2009,30(Z2):371-373

为考虑岩土介质参数的空间分布的结构性和随机性等不确定因素,引入了克里金参数估值法。采用变异函数描述参数在空间结构上的变化,建立其空间变异规律的数学模型,从而实现对岩土参数的估值。通过实例分析揭示了克里金估值法具有反映“过滤效应”和“集团效应”的优点,对不同位置的数据赋予不同的权重系数,能够有效地反映参数空间变异结构,有利于对参数的合理化分析  相似文献   

A comparision of interpolation methods for producing digital elevation models at the field scale     

Saffet Erdogan 《地球表面变化过程与地形》2009,34(3):366-376

Digital elevation models have been used in many applications since they came into use in the late 1950s. It is an essential tool for applications that are concerned with the Earth's surface such as hydrology, geology, cartography, geomorphology, engineering applications, landscape architecture and so on. However, there are some differences in assessing the accuracy of digital elevation models for specific applications. Different applications require different levels of accuracy from digital elevation models. In this study, the magnitudes and spatial patterning of elevation errors were therefore examined, using different interpolation methods. Measurements were performed with theodolite and levelling. Previous research has demonstrated the effects of interpolation methods and the nature of errors in digital elevation models obtained with indirect survey methods for small‐scale areas. The purpose of this study was therefore to investigate the size and spatial patterning of errors in digital elevation models obtained with direct survey methods for large‐scale areas, comparing Inverse Distance Weighting, Radial Basis Functions and Kriging interpolation methods to generate digital elevation models. The study is important because it shows how the accuracy of the digital elevation model is related to data density and the interpolation algorithm used. Cross validation, split‐sample and jack‐knifing validation methods were used to evaluate the errors. Global and local spatial auto‐correlation indices were then used to examine the error clustering. Finally, slope and curvature parameters of the area were modelled depending on the error residuals using ordinary least regression analyses. In this case, the best results were obtained using the thin plate spline algorithm. Copyright © 2009 John Wiley & Sons, Ltd.  相似文献   

中国城市扩展对气温观测的影响及其高估程度   总被引：7，自引：2，他引：5  

邵全琴  孙朝阳  刘纪远  班艺舫  何剑锋  匡文慧 《地理学报》2009,64(11)

由于中国城市扩展导致部分气象站点被动进入城市内部,从而造成对区域气温的高估.本文利用遥感多期影像对中国700多个气象站点各历史时期的下垫面进行判别,得到"进城"站点及其进城时间.通过比较"进城"站点的观测数据和背景气温,计算出70年代以来"进城"气象站点上的平均热岛效应强度,并对热岛效应强度的季节性筹异进行了分析,得出70年代以来秋冬季节的热岛强度高于春季和夏季的结沦.通过比较真实气温和背景气温的空间数据,识别出了气温高估区域,得出中国东部地区的气温高估略高于中部地区,东部地区和中部地区的气温高估均远高于西部地区的结论.通过计算真实气温和背景气温序列的年平均气温变化趋势,得出近40年来全国的增温值约为1.58℃,其中凶城市扩展带来的增温贡献约为0.01℃,在气温高估的核心区域的贡献约为0.09℃.  相似文献   

空间软数据及其插值方法研究进展   总被引：7，自引：0，他引：7  

罗明  裴韬 《地理科学进展》2009,28(5):663-672

由于对地观测技术的迅速发展,空间数据的种类和数量增长迅猛,由空间数据反演得到的各种信息日趋膨胀,这些反演结果中的信息不少以软数据的形式出现。在实际应用中,这些软数据往往与空间插值的目标变量具有一定的相关性,甚至成为控制目标变量空间分布特征的重要因素。然而,由于这些数据通常表示为非数值形式,在计算和处理上存在着一定困难,以致被传统的插值方法所忽视,从而造成信息浪费。近来出现的空间软插值方法是一种利用空间软数据作为辅助信息并以改善插值效果的方法,能够较好的处理并利用软数据所隐含的信息,具有较好的应用发展前景。本文根据空间软数据的特点及其分类,系统综述了空间软插值方法及其应用领域。首先分析了空间数据软硬性质的根本区别,论述了软数据的分类和“硬化”方法,然后介绍空间插值模型中对空间软数据的集成方法和原理,最后对空间软插值方法及其应用研究领域进行了展望。  相似文献   

电磁地理环境监测数据空间插值方法     

王梦艺  盛业华  黄一昀  吕海洋  黄毅 《地球信息科学学报》2017,19(7):872-879

电磁地理环境无所不在,电磁环境的“时间、空间、频率”特征进行监测与分析对于评估电磁地理环境对人类的日常生产生活的影响具有十分重要的现实意义。目前电磁辐射数据的获取方法和空间化表达的研究非常有限。电磁现象有着自身的空间传播与衰减特性,传统的空间插值方法并不适用于电磁现象的空间化表达。全频段车载电磁环境监测系统沿道路密集采集获取不同频段电磁辐射强度信息,需要对其进行空间插值才能刻画其二维空间的分布特征,本文根据电磁波空间传播规律,提出并实现了基于电磁辐射传播模型的电磁环境空间插值方法,对车载移动电磁环境监测系统获取的数据进行空间化处理,并将该方法与常用的IDW和Ordinary Kriging空间插值方法进行实验对比分析。实验结果表明,本文方法比其它空间插值方法更适合于电磁地理环境数据的空间化表达。  相似文献   

1960-2009年横断山区潜在蒸发量时空变化(英文)     

朱国锋  何元庆  蒲焘  王旭峰  贾文雄  李宗省  辛惠娟 《地理学报(英文版)》2012,22(1):71-85

Based on the meteorological data of 20 stations in the Hengduan Mountains region during 1961-2009, the annual and seasonal variation of potential evapotranspiration was analyzed in combination with the Penman-Monteith model. With the method of Spline interpolation under ArcGIS, the spatial distribution of potential evapotranspiration was presented to research the regional difference, and the correlation analysis was used to discuss the dominant factor affecting the potential evapotranspiration. The results indicated that the an-nual potential evapotranspiration showed a decreasing tendency since the 1960s, especially from the 1980s to 1990s, while it showed an increasing tendency since 2000. Regional potential evapotranspiration showed a rate of -0.17 mm a?1. Potential evapotranspiration in north, middle and south of the Hengduan Mountains exhibited decreasing trends over the studied period, and its regional trend was on the decline from southwest to northeast.  相似文献   

Topodata: Brazilian full coverage refinement of SRTM data   总被引：2，自引：0，他引：2  

Márcio de Morisson Valeriano  Dilce de Fátima Rossetti 《Applied geography (Sevenoaks, England)》2012,32(2):300-309

This work presents the selection of a set of geostatistical coefficients suitable for a unified SRTM data refinement from 3″ to 1″ through kriging over the entire Brazilian territory. This selection aimed at data potential for geomorphometric derivations, given by the preservation of detailed geometric characteristics of the resulting digital elevation models (DEM), which are sensitive to refining procedures. The development contained a long-term experimentation stage, when data refinement through kriging was locally developed to support distinct regional projects, followed by a unified selection stage, where the acquired experience was applied to select a single and unified interpolation scheme. In this stage, the selected geostatistical models with promising performances were tested for unified refinement on 40 Brazilian areas with distinct geological settings. Tested areas encompass reliefs varying from mountainous to plain. The effects of data preparation were observed on the perception of patterns (texture and roughness), as well as of singularities (edges, peaks, thalwegs etc.). Results were evaluated mainly through the examination of shaded reliefs, transects and perspectives observed in different scales. Terrains with low slopes and small amplitudes had their DEM promptly affected by the refining methods, as opposed to mountainous terrains. The evaluation, unambiguously confirmed by all consulted interpreters, converged into a refining model with outstanding performance in all tested conditions.  相似文献   

日照市土壤重金属来源解析及环境风险评价   总被引：66，自引：3，他引：63  

吕建树  张祖陆  刘洋  代杰瑞  王学  王茂香 《地理学报》2012,67(7):971-984

选择日照市的东港区和岚山区为研究区,采集了445个0～20 cm表层土壤样品,并测定了10种重金属元素的含量;采用多元统计和地统计分析,揭示了研究区土壤重金属污染的主要来源以及与土地利用、成土母质之间的关系,绘制了重金属的环境风险概率的空间分布图.结果表明:①As、Co、Cr和Cu的平均值低于山东省东部地区土壤背景值,Cd、Hg、Mn、Ni、Pb和Zn的平均值高于背景值,尤其是Cd、Hg的含量分别为背景值的1.85和1.38倍,土壤中重金属累积较为明显.②10种元素可被辩识出4个主成分(PCs),PC1 (Co、Cr、Mn、Ni和Zn)和PC3 (As、Cu)为自然源因子,PC2 (Cd、Pb)为工农业及交通源因子,PC4(Hg)为工业源因子;其中Pb、Zn在PC1和PC3上均有较大载荷,受地质背景和人类活动的共同控制.③Cd、Hg含量在不同的覆被类型有显著差异,在城镇建设用地的含量最高;Co、Cr、Cu、Mn和Ni在花岗岩和变质岩母质的含量高,与冲积与海积物母质有较大差异.④来自于同一主成分的元素及元素组合的环境风险空间格局与相应主成分插值结果基本一致,所有重金属综合环境风险的高值区在西部和东部呈点状分布,主要是由西部的高地质背景和东部的强烈人为干扰的综合作用造成的.  相似文献   

电导率各向异性的海洋电磁三维有限单元法正演   总被引：10，自引：8，他引：2       下载免费PDF全文

蔡红柱  熊彬  Michael Zhdanov 《地球物理学报》2015,58(8):2839-2850

本文提出了一种基于非结构化网格的海洋电磁有限单元正演算法.为了回避场源奇异性,文中选用二次场算法,将背景电阻率设置为水平层状且各向异性,场源在水平层状各向异性介质中所激发的一次场通过汉克尔积分得到.基于Coulomb规范得到二次矢量位和标量位所满足的Maxwell方程组,通过Galerkin加权余量法形成大型稀疏有限元方程,采用不完全LU分解(ILU)预条件因子的quasi-minimum residual(QMR)迭代解法对有限元方程进行求解得到二次矢量位和标量位;进而,利用滑动平均方法得到二次矢量位和标量位在空间的导数,由此得到二次电磁场;通过一维模型对算法的可靠性进行验证,与此同时,针对实际复杂海洋电磁模型,比较有限元模拟结果与积分方程模拟结果,进一步验证算法精度.若干计算结果均表明,文中算法具有良好的通用性,适用于井中电磁、航空电磁,环境地球物理等非均匀且各向异性介质中的电磁感应基础研究.  相似文献