基于决策树的高光谱数据特征选择及其对分类结果的影响分析   总被引：2，自引：0，他引：2  

王圆圆  李京 《遥感学报》2007,11(1):69-76

本文利用OM IS高光谱数据,研究了决策树算法（Decision Tree,DT）特征选择的特点以及特征选择对决策树分类结果的影响。设计了三种特征选择方法：SEP,MDLM和RELIEF,将它们与DT特征选择的结果以及特征选择后的分类精度（考虑了三种分类器：最大似然法、后向传播神经网络、最邻近法）进行对比,并分析了这三种特征选择方法对决策树结构和分类精度的影响。结果显示,DT是一种比较好的特征选择方法;经过特征选择后再生成的决策树比直接生成的决策树,用到更少的特征（平均减少了43.36%）、有更多的节点（平均增加了18.61%）和更高的分类精度（平均提高了0.35%）,当样本数量少时,分类精度的提高幅度最大,而树的大小却基本没有增加。  相似文献   

发展城市地质科技 构筑地质人才高地   总被引：2，自引：0，他引：2  

张阿根  陆鼎森 《上海国土资源》1998,(3):1-5

上要建设成现代化国际大都市,城市地质工作必须确保上海城市建设各项规划任务的顺利实现。通过总结经验,转变观念,及时把握机遇,发展城市地质科技,构筑地质人才高地,为新世纪上海城市建设大发展作出新的贡献。  相似文献   

财政局地理信息系统的设计与实现   总被引：2，自引：0，他引：2  

马张宝  齐清文  李东民 《测绘科学》2009,34(3)

本文分析了当前财政局管理信息系统存在的问题,提出将地理信息系统技术、网络技术、数据库技术运用到财政管理中,建立财政局地理信息系统;文章重点研究了财政局地理信息系统的结构及功能,并结合北京市财政局地理信息系统开发实例,阐述了财政局地理信息系统的核心功能和系统实现方法。  相似文献   

Developing a building policy for the erosion zone: Solutions to some key (Dutch) questions     

P.R. Winckel  J.K. Vrijling  J. van de Graaff 《Coastal Engineering》2008

In those coastal communities where the most seaward strip of mainland consists of dunes, these dunes often serve as a flexible sea defence. In addition, this strip offers large potential for housing and commercial enterprises. Unfortunately, due to severe storm surges part of this strip (the erosion zone) is subject to erosion, and as a result of which any buildings or infrastructure located here, are destroyed. Therefore, as we will illustrate in this paper, a building policy for this zone should reflect a compromise between two opposite interests: exploitation of the existing potential and, prevention of an unacceptable high risk due to erosion. Accordingly, the authors have developed a framework for such a building policy on the basis of which the desirability of various different types of investments and the location within the erosion zone of such investments can be determined. The examples that are used to illustrate this framework in this paper are limited to experiences in The Netherlands as relevant data and experiences are available and relatively easy accessible here. Nevertheless, the approach as is described is generic and applicable worldwide suggesting that the discovered unused potential for exploitation is not just limited to The Netherlands.  相似文献   

面向协同式森林灭火决策的领域本体构建及其解析     

唐丽玉  陈崇成  池子文 《地球信息科学学报》2008,10(3):344-349

森林灭火决策的参与人员可能来自不同的组织、不同领域,他们有不同知识结构、专业背景、学识和各自的经验、偏好,这往往不利于决策过程中的交流、协同进行。本文把本体引入协同式森林灭火决策中,解决决策成员在协作中对他人所述的内容理解一致问题。分析了现有建立领域本体的主要方法,并借鉴软件开发的生命周期理论,提出建立面向森林火灾的领域本体的具体实现方法。以森林灭火决策为应用导向,通过对森林灭火决策的内容分析及与领域专家相互交流,根据领域中概念分类体系和概念的组合结构,从相关领域(林业、气象学、消防工程、地理学)抽象出概念术语集、关系集、函数集、规则集等,建立可共享、理解、重用、互操作的概念模型;利用本体建模工具,建立森林灭火本体库;设计与实现了本体的解析与可视化工具,用户可以交互式的查询术语的概念内涵,利用可视化工具,显示概念之间的关系。研究成果将为学科或领域间的高效协作打下通信与交流的基础,为林业、消防的信息化研究、林火本体服务提供可借鉴的框架和成果,为林火管理和应急指挥决策提供一个语义层级次上的重要途径。  相似文献   

湖北省保康磷矿区开采面及固体废弃物遥感信息提取方法研究     

杨强  张志 《国土资源遥感》2009,(2):87-90

统计分析了湖北保康磷矿区有关目标地物(道路、建筑物、坡耕地、植被、水体及阴影等)的SPOT 5影像特征,认为它们具有一定相似性和差异性,依赖单一的遥感分类方法难以实现对矿区开采面及固体废弃物信息的准确提取.采用决策树分类方法,设置一定的分类规则,结合数字高程模型和含矿地层等相关辅助数据,逐一对矿区相关地物进行分类,经分类结果后处理,分类精度达83.4%.  相似文献   

Exopolysaccharide Production by Four Cyanobacterial Isolates and Preliminary Identification of These Isolates   总被引：2，自引：0，他引：2  

ZHANG Yunyi CHI Zhenming LU Weidong 《中国海洋大学学报(英文版)》2007,6(2):147-152

Four marine cyanobacterial isolates, named 104, 109, 113 and 115, from marine water off China＇s coast can release a large amount of exopolysaccharide （EPS） to medium. The effects of different components in medium on EPS production by the four isolates were investigated. Under the optimal condition, the EPS released by isolates 104,109, 113 and 115 reached 7.48 g L^-1, 8.33 g L^-1, 18.26 g L^-1, and 6.78 g L^-1 within 14 d,respectively. Based on the conventional identification methods for cyanobacteria,these isolates were assigned to genus Cyanothece.  相似文献   

Classifier ensembles for land cover mapping using multitemporal SAR imagery   总被引：3，自引：0，他引：3  

Bjrn Waske  Matthias Braun 《ISPRS Journal of Photogrammetry and Remote Sensing》2009,64(5):450-457

SAR data are almost independent from weather conditions, and thus are well suited for mapping of seasonally changing variables such as land cover. In regard to recent and upcoming missions, multitemporal and multi-frequency approaches become even more attractive. In the present study, classifier ensembles (i.e., boosted decision tree and random forests) are applied to multi-temporal C-band SAR data, from different study sites and years. A detailed accuracy assessment shows that classifier ensembles, in particularly random forests, outperform standard approaches like a single decision tree and a conventional maximum likelihood classifier by more than 10% independently from the site and year. They reach up to almost 84% of overall accuracy in rural areas with large plots. Visual interpretation confirms the statistical accuracy assessment and reveals that also typical random noise is considerably reduced. In addition the results demonstrate that random forests are less sensitive to the number of training samples and perform well even with only a small number. Random forests are computationally highly efficient and are hence considered very well suited for land cover classifications of future multifrequency and multitemporal stacks of SAR imagery.  相似文献   

High chloride concentrations in the soil and groundwater under an oak hedge in the West of France: an indicator of evapotranspiration and water movement     

C. Grimaldi  Z. Thomas  M. Fossey  Y. Fauvel  P. Merot 《水文研究》2009,23(13):1865-1873

Chloride is a major anion in soil water and its concentration rises essentially as a function of evapotranspiration. Compared to herbaceous vegetation, high transpiration rates are measured for isolated trees, shelterbelts or hedgerows. This article deals with the influence of a tree hedge on the soil and groundwater Cl^? concentrations and the possibility of using Cl^? as an indicator of transpiration and water movements near the tree rows. Cl^? concentrations were measured over 1 year at different depths in the unsaturated zone and in the groundwater along a transect intersecting a bottomland oak hedge. We observed a strong spatial heterogeneity of Cl^? concentrations, with very high values up to 2 g l^?1 in the unsaturated zone and 1·2 g l^?1 in the upper part of the groundwater. This contrasts with the low and homogeneous concentrations (60–70 mg l^?1) in the deeper part of the groundwater. Cl^? accumulation in the unsaturated zone at the end of the vegetation season allows us to identify the active root zone extension of trees. In winter, upslope of the tree row, downwards leaching partly renews the soil solution in the root zone, while the slow water movement under the trees or farther downslope results in Cl^? accumulation and leads to a salinization of the soil and groundwater. This salinization is of the same order as experimental conditions produce negative effects on oak seedlings. The measurement of Cl^? concentrations in the unsaturated zone under tree rows at the end of the vegetation season would indicate whether certain topographic, pedological or climatic conditions are likely to favour a strong salinization of the soil, as observed in the present study. Copyright © 2009 John Wiley & Sons, Ltd.  相似文献   

轨道扣件病害自动化检测研究及应用     

侯海倩  唐超  赵丽凤  张昊 《测绘通报》2021,(8):88-92

传统扣件检查基本采用人工检查方式,不仅工作效率低、劳动强度大,而且人为干扰因素多、检查采样率低。针对以上问题,本文提出了一种基于线结构光传感器的轨道扣件损伤和松动检测方法,并开发了轨道扣件智能监测系统以实现扣件病害自动检测。最终将研究成果应用于徐州市某地铁区间轨道扣件检测,验证了该方法的可行性和准确率,为地铁轨道扣件检查提供了新方法。  相似文献