An evaluation of Guided Regularized Random Forest for classification and regression tasks in remote sensing     

《International Journal of Applied Earth Observation and Geoinformation》2020

New Earth observation missions and technologies are delivering large amounts of data. Processing this data requires developing and evaluating novel dimensionality reduction approaches to identify the most informative features for classification and regression tasks. Here we present an exhaustive evaluation of Guided Regularized Random Forest (GRRF), a feature selection method based on Random Forest. GRRF does not require fixing a priori the number of features to be selected or setting a threshold of the feature importance. Moreover, the use of regularization ensures that features selected by GRRF are non-redundant and representative. Our experiments based on various kinds of remote sensing images, show that GRRF selected features provides similar results to those obtained when using all the available features. However, the comparison between GRRF and standard random forest features shows substantial differences: in classification, the mean overall accuracy increases by almost 6% and, in regression, the decrease in RMSE almost reaches 2%. These results demonstrate the potential of GRRF for remote sensing image classification and regression. Especially in the context of increasingly large geodatabases that challenge the application of traditional methods.  相似文献   

基于中间件的遥感影像数据共享技术研究     

王连备 《测绘工程》2009,18(5):51-54

针对遥感影像共享服务的应用需求,提出基于中间件技术的影像数据共享方法;设计基于中间件技术的影像数据服务模式。通过实验实现支持多用户并发访问的服务原型,验证基于中间件技术的影像数据服务方法的可行性并给出进一步研究的方向。  相似文献   

利用Lageos 1 SLR资料解算1990-2001年的地球定向参数     

ZHU Yuanlan FENG Chugang ZHOU Yonghong 《中国科学院上海天文台年刊》2003,(1)

利用 12年的Lageos 1卫星激光测距资料 (1990 - 2 0 0 1)解算得到了地球定向参数 (EOP) ,将该序列的结果与同期的EOP(IERS)C0 4进行比较 ,其外符精度为 :极移XP— 0 .4 0mas,YP— 0 .4 2mas ,日长变化Dr— 0 .0 35ms。  相似文献   

Atlas of karst area based on Web GIS technology   总被引：1，自引：0，他引：1  

Leszek Litwin 《Environmental Geology》2008,54(5):1029-1036

  相似文献   

基于Web＆GIS的洪水预报技术概述   总被引：1，自引：0，他引：1  

张建新  王光生  熊珊珊 《水文》2008,28(5)

洪水预报技术涉及专业技术和实现技术两个方面,洪水预报实现技术的发展制约着洪水预报的整体水平.基于GIS及Web的洪水预报应用技术,代表了洪水预报技术发展的一个新的方向,主要体现在三个方面:构件化应用开发的洪水预报系统;建立分布式洪水预报模型;交互式洪水预报调度决策应用模式.技术关键在于洪水预报中间件和相应应用中间件标准,其次是规范构件化应用;三是推进应用级服务体系,支持行业应用的构件化软件开发.  相似文献   

Management of the commons for biodiversity: lessons from the North Pacific   总被引：1，自引：0，他引：1  

Jerry McBeath   《Marine Policy》2004,28(6):580

The North Pacific has the world's largest groundfish fisheries, with a value in excess of $1 billion annually. The North Pacific also is home to the largest population of Steller sea lions (SSL), an ancient species that is now endangered. Decline of the western stock of SSL in the 1970–1990s coincided with the US nationalization and exponential growth in the Gulf of Alaska and Bering Sea/Aleutian Islands groundfish fishery.The article treats five aspects of the competition between the fishery and protection of the endangered species. First, we analyze competition of interests in the use, management, and preservation of the North Pacific commons, including offshore and near-shore fisheries, environmental organizations, governments (federal, state, and local), and the scientific community. Second, the article compares and contrasts provisions of the National Environmental Policy Act, the Marine Mammal Protection Act, the Endangered Species Act, and the Magnuson–Stevens Act (as amended in 1996 by the Sustainable Fisheries Act).Third, we examine the regulatory environment with a focus on the National Marine Fisheries Service (NMFS) and its relationship to the North Pacific Fishery Management Council. We illustrate how NMFS establishes fishery management plans and the methods, such as crafting biological opinions and environmental-impact-statements, it uses to resolve conflicts. Fourth, we investigate how the dual pressures on the agency—to increase fisheries production for the benefit of the industry and to preserve endangered marine species—have affected its culture (behavioral norms and operational codes). Then, the article explains agency changes in terms of crises, competition among affected interests, and development of new scientific knowledge.The article concludes by drawing lessons from the SSL controversy in the North Pacific which may pertain to national and global biodiversity conflicts. These concern the role of law in biodiversity protection, the role of science, and agency capacity for change.  相似文献   

基于Web Services的海洋水色遥感数据服务系统设计与实现初探     

米浦春  李莎  李学荣 《热带海洋学报》2007,26(6):67-72

基于Web Services的相关技术,设计了一个海洋水色遥感数据服务系统,以有效解决分布式异构数据的集成问题并利用Internet为用户提供数据服务。介绍了海洋水色遥感数据服务的现状,详细描述了该系统的具体实现方法和关键技术,最后给出其服务方式和性能评价。与传统架构的服务系统相比,该系统具有易于扩充、方便高效的优点。  相似文献   

ASP.NET服务器组件技术在网络地图中的应用     

黄海文  常小慧  马福诚  陈超 《海洋测绘》2007,27(3):52-54

在分析当前现有的网络地图发布技术优缺点的基础上,采用了目前大多数GIS厂商都使用的网络地图发布技术——栅格图像,为了克服该技术存在的交互能力弱的问题,引入ASP.NET服务器组件技术来实现地理空间数据的可视化和Web发布。重点介绍了ASP.NET服务器端组件的设计与实现,提出了基于ASP.NET服务器端组件的网络地图发布技术的体系结构,并提供了其原型系统来验证该技术的可行性与实用性。  相似文献   

汶川抗震救灾的基础地理信息综合应急服务     

陈军  何超英  朱武  彭震中  金舒平 《测绘软科学研究》2008,(6):7-11

在5．12汶川特大地震抗震救灾中,国家测绘部门设计和组织实施了以数据成果服务、专用系统服务和专题制图服务为核心的基础地理信息综合应急服务。其是针对汶川震区地形特点和抗震救灾主体工作需求,快速整合和提供震区已有的基础测绘成果和最新遥感影像资料;快速搭建集震区海量数据集成管理为一体并具备3维影像浏览、对比分析等功能的专用地理信息系统,为灾情评估分析和重建规划研究提供地理空间数据集成展示和分析平台;应需地制作反映受灾范围、受灾程度、救灾响应、规划思路等的各类专题地图和地图集,有效地表达地震灾害的时空分布、重建规划布局等。  相似文献   

大地测量Web服务框架及其应用的研究   总被引：3，自引：0，他引：3  

赵冬青  吕志平 《测绘科学》2008,33(4)

定位技术的大众化和数据应用的广泛化正让传统大地测量模式悄然改变。本文从分析大地测量信息系统计算模式的发展过程入手,提出了网络环境下大地测量信息服务的总体框架,重点分析了以定位服务、控制点服务和数据服务为核心的服务内容,并对构建服务所要应用的XML、数据标准和元数据三个关键技术进行阐述,最后还对基于框架的大地测量过程进行了研究,实现了基于Web服务技术的大地测量生产和服务,为实现大范围跨系统的大地测量信息集成应用提供就新的技术思路。  相似文献