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1.
喀斯特地区春季土壤水分空间插值方法对比 总被引：1，自引：0，他引：1
以杨眉河小流域为研究区,通过土壤水分采样,选取辅助变量,采用普通克里金、协同克里金、回归克里金3种地统计学方法对土壤水分数据进行空间插值。结果表明：1）回归克里金对研究区土壤水分估算误差最小,其次为协克里金,普通克里金的误差最大;2）普通克里金生成的土壤水分表面最为平滑,而回归克里金最大程度反映了研究区实际的土壤水分空间变化;3）对于协同克里金,以湿度指数（WI）样点数据作为辅助变量的估算误差小于将WI栅格数据作为辅助变量的估算误差。总之,在可获得有效辅助变量的条件下,回归克里金对研究区土壤水分估算的效果优于协同克里金与普通克里金。 相似文献
2.
利用Cokriging提高估算土壤盐离子浓度分布的精度——以黄河三角洲为例 总被引：10，自引：1，他引：9
估算土壤中化学物质的含量与空间分布是了解多孔介质中水盐运移规律并进而因地制宜地提出盐渍土改良措施的关键。大面积的实地采样分析费时费力且耗资巨大。通过地统计分析, 使用有限的采样数据可获得土壤溶质的准确变异。本文探讨和比较了Ordinary kriging (OK) 与Cokriging (COK) 这两种内插方法。结果显示一半的采样点数据的COK较之全部采样点数据的OK精度更高, 相对均方根误差降幅为130.83%;采用同样的协同变量 (239个全盐量数据), 一半的采样点数据的COK较之全部采样点数据的COK精度更高, 相对均方根误差降幅为20.10%。协同变量与主变量的相关度决定了COK的预测精度, 当相关系数由77%升高为99%时, 相对均方根误差降低了48.30%。 相似文献
3.
Several alternative estimation and interpolation methods for making annual precipitation maps of Asturias are analysed. The
data series in this study corresponds to the year 2003. There exists an evident relationship between precipitation and altitude,
with a high correlation coefficient of 0.70, that reflects the hillside effect; that is, the increase in the amount of precipitation
in more mountainous areas. The direct spatial variability of precipitation and of altitude and the cross variability of precipitation–altitude
are defined by two exponential variogram models: one with a short-range structure (15–30 km) that reflects the control exerted
by the lesser, local mountain ranges over the amount of precipitation; and another with a long-range structure (80 km) that
supposes the influence over precipitation of the major mountainous alignments of the inland areas of the Cantabrian Mountain
Range (Cordillera Cantábrica) situated between 60 and 90 km from the coastline. These variogram models had to be validated for coregionalization by the
Pardo-Igúzquiza and Dowd method so as to be able to make the cokriging map. The geometric estimation methods employed were
triangulation and inverse distance. The geostatistical estimation methods developed were simple kriging, ordinary kriging,
kriging with a trend model (universal kriging), lognormal kriging, and cokriging. In all of these methods, a 3 × 3 km2 grid was selected with a total of 2580 points to estimate, a circular search window of 60 km, and a relatively small number
of samples with the aim of highlighting the local features and variations on isohyet maps. The kriging methods were implemented
using the WinGslib software, incorporating two specific programs, Prog2 and Fichsurf, so as to be able then to make isohyet
maps using the Surfer software. All the methods employed, apart from triangulation, rendered realistic maps with good fits
to the values of the original data (precipitation) of the sample maps. The problem with triangulation lies not in the reliability
of the estimates but in the fact that it gives rise to contrived maps because of the tendency of isohyets to present abundant
triangular facets. The reliability of the methods was based on cross-validation analysis and on evaluation of the different
types of errors, both in their values and in their graphical representations. Substantial differences were not found in the
values of the errors that might discriminate some methods from others in an evident way. Bearing the aforesaid in mind, should
we have to make an evaluation of the different estimation methods in decreasing order of acceptance, this would be: kriging
with a trend model, inverse distance, cokriging, lognormal kriging, ordinary kriging, simple kriging, and triangulation. The
application of other estimation methods such as colocated cokriging, kriging with an external drift, and kriging of variable
local means (residual kriging) is dependent on the availability of a digital model of the terrain with an altitude grid of
the region. 相似文献
4.
Oktay Erten Mehmet Siddik Kizil Erkan Topal Lachlan McAndrew 《Natural Resources Research》2013,22(3):207-227
Tropical laterite-type bauxite deposits often pose a unique challenge for resource modelling and mine planning due to the extreme lateral variability at the base of the bauxite ore unit within the regolith profile. An economically viable drilling grid is often rather sparse for traditional prediction techniques to precisely account for the lateral variability in the lower contact of a bauxite ore unit. However, ground-penetrating radar (GPR) offers an inexpensive and rapid method for delineating laterite profiles by acquiring fine-scale data from the ground. These numerous data (secondary variable) can be merged with sparsely spaced borehole data (primary variable) through various statistical and geostatistical techniques, provided that there is a linear relation between the primary and secondary variables. Four prediction techniques, including standard linear regression, simple kriging with varying local means, co-located cokriging and kriging with an external drift, were used in this study to incorporate exhaustive GPR data in predictive estimation the base of a bauxite ore unit within a lateritic bauxite deposit in Australia. Cross-validation was used to assess the performance of each technique. The most robust estimates are produced using ordinary co-located cokriging in accordance with the cross-validation analysis. Comparison of the estimates against the actual mine floor indicates that the inclusion of ancillary GPR data substantially improves the quality of the estimates representing the bauxite base surface. 相似文献
5.
6.
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
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
7.
A treatise on the use of geostatistics for the characterization of nonrenewable resources 总被引：1，自引：0，他引：1
James R. Carr 《Natural Resources Research》1992,1(1):61-73
Five decades of geostatistical development are reviewed to summarize the state of the art for spatial interpolation vis-à-vis kriging or a form thereof. Although a search of the literature reveals a variety of kriging methods, there are but two infrastructures for geostatistical interpolation: simple cokriging, for estimating a single variable using two variables, and generalized cokriging, for estimating one or more variables using the same number of variables that are estimated. The many forms of kriging are varieties of these two interpolation infrastructures. This notion is emphasized to aid the selection of an appropriate interpolation model for a nonrenewable resource. These models are discussed, and literature for the models and for applicable software is cited. Additionally, all aspects of spatial interpolation are discussed, including the adequacy of spatial sampling, distribution characteristics of spatial samples, semivariograms, search parameters, and selection of interpolation models in conformance with spatial data characteristics. Finally, the relationship between interpolation and raster-based geographic information systems is emphasized. 相似文献
8.
利用不同方法估测土壤有机质及其对采样数的敏感性分析 总被引：7，自引：5，他引：2
用随机方法从262个采样点中抽取200个点作为已知有机质含量的数据集,将所有采样点的碱解氮作为辅助数据预测有机质的空间分布。利用有机质信息的普通克立格法的方差解释量和预测精度最低,而回归克立格法因在预测过程中加入了回归残差而使方差解释量最大、预测精度最高。为了分析采样数对不同方法预测精度的影响,从上述已知有机质含量的200个点中分别随机抽取40、80、120、160个点构成4个数据集,分别利用它们的有机质信息和不同方法预测了有机质的空间分布,结果表明:对于每个数据集,4种方法的预测精度顺序均为RGK>COK>RG>OK,线性回归法的预测精度随采样点的增加基本不变,而其它三种方法的预测精度却逐渐提高。 相似文献
9.
Generally, multiple variables are sampled in addition to the one used to quantify the main phenomenon under study. In some
situations, this secondary information is sampled exhaustively for the study area and can be incorporated for helping in estimating
the variable of interest. There are several methodologies available for incorporating densely sampled secondary information.
Collocated cokriging is one of these methodologies and has the advantage to other methodologies, of accounting for spatial
correlation. However, one drawback in its application comes from the difficulty in modeling the coregionalization. Simplified
models of coregionalization were developed specifically for the collocated cokriging case.
This paper presents, through a case study, the incorporation of dense secondary information using collocated cokriging. The
watertable above a coal underground mine is mapped using water-level readings at monitoring piezometers complemented by highly
correlated topographic data. The incorporation of dense secondary information through the utilization of a linear model of
coregionalization and Markov models is comparatively evaluated in various aspects such as mathematical quality, coherence
with the natural phenomena and the ease of utilization and modeling. Simple kriging with local varying means also is evaluated
as it accounts for nonstationarity and is easily implemented. All these methods that incorporate topography as secondary information
for mapping the watertable provided maps more in accordance with the natural phenomena than ordinary kriging using the principal
attribute solely. Among these methods, strictly collocated cokriging using a linear model of coregionalization showed overall
superior performance. 相似文献
10.
空间分析方法在房地产市场研究中的应用--以北京市为例 总被引：26，自引：6，他引：20
基于北京市2003年普通住宅数据,利用空间分析中点模式分析、空间自相关分析和空间插值方法等,对北京市房地产,尤其是普通住宅的空间格局进行分析。研究表明,北京市房地产发展在空间上具有强烈的集聚特点,而房价的空间自相关特性也非常明显。空间分析方法提供了准确认识、评价和综合理解空间位置和空间相互作用的手段,为定量研究空间格局提供了支持。在房地产发展等社会经济现象研究中,空间分析方法强调了“位置”因素的重要性,是刻画房地产空间格局的理想工具。 相似文献
11.
In most modern coal mines, there are many coal quality parameters that are measured on samples taken from boreholes. These data are used to generate spatial models of the coal quality parameters, typically using inverse distance as an interpolation method. At the same time, downhole geophysical logging of numerous additional boreholes is used to measure various physical properties but no coal quality samples are taken. The work presented in this paper uses two of the most important coal quality variables—ash and volatile matter—and assesses the efficacy of using a number of geostatistical interpolation methods to improve the accuracy of the interpolated models, including the use of auxiliary variables from geophysical logs. A multivariate spatial statistical analysis of ash, volatile matter and several auxiliary variables is used to establish a co-regionalization model that relates all of the variables as manifestations of an underlying geological characteristic. A case study of a coal mine in Queensland, Australia, is used to compare the interpolation methods of inverse distance to ordinary kriging, universal kriging, co-kriging, regression kriging and kriging with an external drift. The relative merits of these six methods are compared using the mean error and the root mean square error as measures of bias and accuracy. The study demonstrates that there is significant opportunity to improve the estimations of coal quality when using kriging with an external drift. The results show that when using the depth of a sample as an external drift variable there is a significant improvement in the accuracy of estimation for volatile matter, and when using wireline density logs as the drift variable there is improvement in the estimation of the in situ ash. The economic benefit of these findings is that cheaper proxies for coal quality parameters can significantly increase data density and the quality of estimations.
相似文献12.
中国土壤温度的空间插值方法比较 总被引：15，自引：1，他引：14
利用中国698个气象站点1971~2000年的地面气候资料,采用三种不同方法预测中国0cm、20cm和40cm深度年均土壤温度的空间分布,其中普通克里格和泛克里格法直接以年均土壤温度数据为源数据、回归克里格法以中国年均气温数据和中国DEM数据为源数据进行预测。预测结果的准确性通过平均绝对误差(MAE)和均方根误差(RMSE)值来评价。结果表明回归克里格法预测的MAE值和RMSE值均为最小,说明其预测结果的准确性最好、预测的极端误差也最小;其次为泛克里格法;普通克里格法预测的效果最差。回归克里格法预测结果由于采用了中国DEM数据进行修正,在空间特征表达方面能够更好地表达复杂地形地区的局部变异,其平滑效应明显小于泛克里格法和普通克里格法的预测结果。 相似文献
13.
人口迁移与房地产价格——以广东省为例 总被引：3，自引：0，他引：3
结合我国正在兴起的城市圈建设趋势,基于1997～1999年广东省各地级市的数据,构建联立方程模型,利用空间计量方法,研究珠三角城市圈内人口迁移与房地产价格之间的关系.结果发现,不仅传统的收入、消费以及人口迁移等因素可以显著地影响房地产价格水平,而且空间地理因素也可以对城市房地产价格产生显著的影响. 相似文献
14.
容积率对地价的作用机理及实证研究--以南京市为例 总被引：7，自引：0，他引：7
文章在分析容积率对于城市地价影响的作用机理基础上,应用有关城市土地经济学理论和模型,采用边际分析方法,对南京商业、住宅、工业用地的样点数据进行实证分析。研究结果表明,城市规划与城市地价的相互关系十分复杂,但建立两者相互作用的模型是可行的,同时指出城市规划按地价理论来实施并且通过城市规划的实施促进地价空间的合理分布是必要的。研究地价、城市规划的关系,其意义不仅仅局限于如何在城市规划中充分利用地价理论优化城市土地利用结构、提高土地利用效率,同时也是为了在城市规划工作中寻找内在规律,为编制出最佳的土地利用规划及在城市中形成最佳地价空间分布及地价水平奠定基础。 相似文献
15.
基于房地产价格空间溢出的广州城市内部边界效应 总被引：1，自引：0，他引：1
中国行政区经济导致市场分割的现象普遍存在,从房地产价格空间溢出角度,采用2005 年广州市房地产价格数据,通过扩展的Hedonic 模型,在分析价格的空间自相关和价格溢出程度的基础上,对城市内部区一级的边界效应进行了检验。研究结果表明：2005 年广州区与区之间的行政区边界效应显著存在,并存在着市场分割现象,中心老城区之间的边界效应小于城乡结合部地区的边界效应,自然条件和城乡历史对边界都有显著的影响。 相似文献
16.
中国地级市房地产开发与人居环境耦合发展空间格局 总被引：5，自引：0，他引：5
中国房地产业历经近30年的发展,主要集中于经济较活跃、环境较适宜、基础设施与公共服务较完善、人居环境较适宜的城市,房地产开发的地域差异逐渐突出。科学适度的房地产开发能为人们提供良好的人居环境,而过度的房地产开发则会抑制人居环境质量的提升。基于房地产开发与人居环境耦合发展视角,建立了中国城市房地产开发与人居环境耦合度评价指标体系,运用耦合协调度模型和耦合发展度模型,对286个地级市单元的房地产开发进行空间格局分析。结果显示：① 中国地级单元城市房地产开发与人居环境整体协调度处于磨合阶段,虽未达到协调水平,但相互作用与影响力较强,其中协调度最高的为南京市;② 房地产开发与人居环境整体发展度处于较低水平,且空间分布非常不均衡,耦合发展度最高的为深圳市;③ 基于耦合协调度和发展度可将中国地级行政单元划分为9个类型,政府应根据不同类型采取差别化的房地产开发调控政策。 相似文献
17.
中国城市地价水平及变化影响因素分析 总被引：8，自引：1，他引：7
城市地价的影响因素众多且复杂,地价水平和地价变化趋势受到社会、经济、政策等多方面因素的共同影响。论文从城市土地供需和宏观政策角度选取房地产投资额、市辖区建设用地面积、耕地占用税等10 项影响因素,采用2008-2010 年全国105 个土地市场较发育城市分季度地价数据,建立地价水平值与地价增长率影响因素的多层线性模型,定量分析了不同行政层次下,各影响因素对城市土地价格和地价增长率的影响程度。研究结论显示,地价水平值与地价增长率的影响因素不尽相同,且主导因素差异显著：在市级地价影响因素中,房地产投资增长是地价上升的直接动力,而地价增长率则主要受城市建设用地面积、房地产投资额的影响较;省级耕地保护政策对平抑地价、控制地价涨速作用显著,其中新增建设用地土地有偿使用费和耕地占用税是省级层次影响最显著的两项政策指标。 相似文献
18.
该文通过高新区地域价值结构的研究 ,阐述了不同用地类型地价比率和不同级别地价变化梯度 ,旨在建立动态基准地价体系 ,为今后及时把握地产市场价值的变化提供依据。同时提出了变涵基准地价的概念及其在应用上的可行性。 相似文献
19.
不同时间尺度、季节的气温数据表现出不同的空间平稳特征。为探讨分析空间平稳性对气温插值的影响规律,采用趋势线法对气温数据进行空间平稳性探索,并对比分析不同空间平稳性条件下,普通线性回归、普通克里格、回归克里格的气温插值精度及插值结果的空间分布特点。结果显示：冬季日均、月均气温与年均气温呈现空间非平稳,插值精度随时间序列的增长而提高,随着气温数据逐渐趋于稳定,精度提高的幅度逐渐下降;夏季日均、月均气温呈现空间平稳,随时间序列的增长,插值精度的提高并不显著;夏季日均气温各插值方法的插值精度普遍高于冬季日均气温。与普通克里格相比,回归克里格能有效提高空间非平稳数据的插值精度。时间序列的增长削弱了不同插值算法之间的插值精度差异和插值结果空间分布差异。 相似文献
20.
利用泰尔指数、σ系数、莫兰指数和空间回归模型等方法,对2012—2017年中国大陆346个市域单元收入房价比的时空演变规律进行分析,并探究其影响因素。结果表明:2012—2017年,中国市域单元收入房价比排名整体表现为东部>中部>东北>西部,其相对差异和绝对差异均随时间呈现增大趋势,居民住房支付能力稳步增强。2012—2017年,中国市域单元收入房价比的空间集聚性显著增强,空间分布不均衡性有逐渐增强的趋势。经济水平、城镇化水平、房地产投资水平、城市规模是影响中国市域住房支付能力的主要影响因素,其中,经济水平和城镇化水平对居民住房支付能力具有较大的正向影响,而房地产投资水平和城市规模为负向影响;2012—2017年我国东北和东中西部则不同程度上受不同影响因素的影响。 相似文献