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A machine learning system for recognizing subclasses 用于识别子类的机器学习系统
Ranga Raju Vatsavai
Thematic information extraction from remote sensing images is a complex task. In this demonstration, we present *Miner machine learning system. In particular, we demonstrate an advanced subclass recognition algorithm that is specifically designed to extract finer classes from aggregate classes.
从遥感影像中提取专题信息是一项复杂的任务。在这个演示中,我们展示了*Miner机器学习系统。特别地,我们展示了一种先进的子类识别算法,该算法专门用于从聚合类中提取更精细的类。
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引用次数: 2
Metadata management and revision history tracking for spatial data and GIS map figures 空间数据和GIS地图图形的元数据管理和修订历史跟踪
Yongmin Yan, Tracy McLane
This paper describes how Bechtel maintains metadata for both spatial data and GIS map figures, and how revision histories of each are tracked in an enterprise-level Oracle Spatial database via a set of customized GIS metadata management tools. First of all, Bechtel has adopted a standardized data model called Spatial Data Standard for Facilities, Infrastructure, and Environment (SDSFIE) and has developed standard workflows and procedures around it for data cataloging, processing, and deployment in an enterprise Oracle Spatial geodatabase environment. Secondly, Bechtel has adopted the concept of feature level metadata, i.e., each feature or geometry also carries metadata. Thirdly, Bechtel keeps up-to-date the relationship between map figures and spatial data. Lastly, Bechtel has developed a set of GIS automation tools for metadata management, making otherwise a very time consuming process totally manageable. The capability of keeping track of revision history for both spatial data and map figures enables Bechtel to rapidly and accurately respond to requests for information from the clients regarding changes of spatial data and map figures, resulting in quick turnaround and significant cost savings.
本文描述了柏克德公司如何维护空间数据和GIS地图图形的元数据,以及如何通过一套定制的GIS元数据管理工具在企业级Oracle空间数据库中跟踪每个元数据的修订历史。首先,柏克德采用了一种称为设施、基础设施和环境空间数据标准(SDSFIE)的标准化数据模型,并围绕该模型开发了标准的工作流程和程序,用于在企业Oracle空间地理数据库环境中进行数据编目、处理和部署。其次,Bechtel采用了特征级元数据的概念,即每个特征或几何也携带元数据。第三,柏克德不断更新地图图形和空间数据之间的关系。最后,柏克德公司开发了一套用于元数据管理的GIS自动化工具,使原本非常耗时的过程完全可以管理。跟踪空间数据和地图图形的修订历史的能力使Bechtel能够快速准确地响应客户关于空间数据和地图图形变化的信息请求,从而实现快速周转并显着节省成本。
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引用次数: 2
National fire alert and monitoring system 全国火灾报警监控系统
Juan M. Escamilla Mólgora
Since 2000 CONABIO has processed and published in near real time geospatial information of occurring wild fires in Mexico and Central America as part of the " Hotspot detection with remote sensing techniques" program. Currently the Fire Alert System receives via direct-broadcast raw data from MODIS (Aqua and Terra platforms) and VIIRS (NPP). This raw data is processed to L1A, L1B, MOD14, MOD13 and MOD11 products (at the moment we only process VIIRS to L1B). MOD14 gives us a Fire-Mask raster that has the coordinates of the thermal anomalies called hotspots (Giglio, 2003). Each hotspot represents a 1 Km squared polygon that, with nearly 0.9 probability, has a uniformly distributed fire. The system automatically publishes information of county level locality name, area slope, ecosystem type and closeness to the nearest "Natural Protected Area". The system also has a WMS service provided by GeoServer that stores thematic map layers of Fire Propagation Index, a NDVI time-series analysis model that measures vegetation anomalies, and Moisture Percentage Map, based on dead vegetation fuel and rainfall duration raster products. Every 24 hrs we process a mean of 6 satellite passes during day and night. Over time, the amount of data has surpass the original capacity of the system. Although the first generation software has been upgraded to accomplish the needs of users, specially fire fighters, researches and decision-making people, the urgent need of a platform capable of forecasting, performing complex analysis and integrating it with next generation data sources has turned the use and administration of the old system an awkward task. A next-generation system is being developed at the moment and the release date is expected by the end of this year. The system lies on a Postgres9.1-Postgis2.0 with raster support engine that decreases dramatically the processing time. The design of a software based on a spatially-enable database has opened a new world of opportunities. This system will be based purely on Open Source Software. Fire Alert System homepage: http://www.conabio.gob.mx/incendios/
自2000年以来,CONABIO处理并发布了墨西哥和中美洲发生的野火的近实时地理空间信息,作为“遥感技术热点探测”项目的一部分。目前,火灾警报系统通过直接广播从MODIS (Aqua和Terra平台)和VIIRS (NPP)接收原始数据。此原始数据处理为L1A, L1B, MOD14, MOD13和MOD11产品(目前我们只将VIIRS处理为L1B)。MOD14为我们提供了一个火焰掩模光栅,其中包含称为热点的热异常坐标(Giglio, 2003)。每个热点代表一个1平方公里的多边形,该多边形具有均匀分布的火灾,概率接近0.9。该系统自动发布县级地名、面积坡度、生态系统类型和距离最近的“自然保护区”的距离等信息。该系统还具有GeoServer提供的WMS服务,该服务存储火灾传播指数的专题地图层,测量植被异常的NDVI时间序列分析模型,以及基于死亡植被燃料和降雨持续时间光栅产品的湿度百分比地图。每24小时,我们在白天和黑夜平均处理6个卫星通道。随着时间的推移,数据量已经超过了系统原有的容量。虽然第一代软件已经升级,以满足用户,特别是消防人员,研究和决策人员的需求,但迫切需要一个能够预测,执行复杂分析并与下一代数据源集成的平台,这使得旧系统的使用和管理成为一项棘手的任务。目前正在开发下一代系统,预计将于今年年底发布。该系统基于Postgres9.1-Postgis2.0,具有栅格支持引擎,大大减少了处理时间。基于空间数据库的软件设计开启了一个充满机遇的新世界。这个系统将完全基于开源软件。火灾警报系统主页:http://www.conabio.gob.mx/incendios/
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引用次数: 0
Spatial analysis of Ohio police station locations using geographical information systems 基于地理信息系统的俄亥俄州警察局位置空间分析
Serdar Turedi
This study aims to investigate the relationship between socio-economic factors and crime, and to understand the underlying criteria of new police station locations decisions. Factor analysis, multiple criteria decision analysis and genetic algorithm methods have been used to define the relationship, to decide the number of necessary police stations in each county, and to locate these police stations respectively. This model is applied to state of Ohio. The results showed that nine counties out of eighty can be considered as high crime areas in state of Ohio and at least forty three new police stations should be established in these nine counties.
本研究旨在探讨社会经济因素与犯罪之间的关系,并了解新派出所选址决策的基本准则。采用因子分析、多准则决策分析和遗传算法等方法定义了二者之间的关系,确定了各县所需派出所的数量,并分别对这些派出所进行了定位。该模型应用于俄亥俄州。结果表明,在俄亥俄州的80个县中,有9个县可以被认为是高犯罪率地区,在这9个县至少应该建立43个新的警察局。
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引用次数: 2
Query optimization with value path materialization in column-stored DWMS 在列存储的DWMS中使用值路径物化的查询优化
Bin Zhang, Xiaoling Xia, Xiaohu Huang, Mei Wang, Jiajin Le
Materialization is a key issue for query execution in column-oriented Data Warehouse Management System (DWMS) due to the fact that it has direct influence on the query efficiency. Focusing on the defects of traditional strategies Early Materialization and Late Materialization, this paper propose a new materialization strategy called VPMS (Value path Materialization Strategy) to solve those problem. First, VPMS define a new descriptor structure---pass block for the intermediate results during physical execution. For a given physical query tree, VPMS generates value path. Depending on the value path, the values of the column are saved in the value area of the pass block when needed by the upper nodes, otherwise, only save the location information. Finally, during the query execution, the physical sub-operation is specified according to the materialization path and the query object itself, which effectively reduces the unnecessary duplication of judgments. Experiments on benchmark dataset SSB demonstrate the overall effectiveness of our approach.
实体化是面向列数据仓库管理系统(DWMS)中查询执行的关键问题,它直接影响到查询的效率。针对传统的早实体化和晚实体化策略存在的缺陷,提出了一种新的实体化策略VPMS (Value path Materialization strategy)。首先,VPMS为物理执行过程中的中间结果定义了一个新的描述符结构——pass块。对于给定的物理查询树,VPMS生成值路径。根据不同的值路径,当上层节点需要时,将该列的值保存在通道块的值区中,否则仅保存位置信息。最后,在查询执行过程中,根据物化路径和查询对象本身指定物理子操作,有效减少了不必要的重复判断。在基准数据集SSB上的实验证明了我们的方法的总体有效性。
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引用次数: 0
MapMyTrip app for Android smart phone MapMyTrip安卓智能手机应用
Thu Nguyen
The purpose of MapMyTrip Android app is to provide fun and convenient tools for travelers to create their trip journal while on-the-go. This app will save the travelers a tremendous amount of time by utilizing the all-in-one capability of smart phone technology to instantly track their trips' destinations and link the destination to photo/video clips taken in real-time. The application offers a user-friendly interface, on-line/off-line mode, local storage, cloud storage, and it can be shared on social networks.
MapMyTrip安卓应用程序的目的是为旅行者提供有趣和方便的工具,让他们在旅途中创建自己的旅行日志。这款应用程序将节省旅行者大量的时间,利用智能手机技术的一体化功能,即时跟踪他们的旅行目的地,并将目的地与实时拍摄的照片/视频剪辑联系起来。该应用程序提供了用户友好的界面,在线/离线模式,本地存储,云存储,并且可以在社交网络上共享。
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引用次数: 1
Mapping environmental pollution, contamination, and waste in the United States 绘制美国的环境污染、污染和废物图
A. Ghaly
Businesses operating facilities with environmental focus dealing with waste, contamination, or pollution are legally required to detail their degree of compliance with environmental rules and regulations, and to report on their activities to the United States Environmental Protection Agency (EPA). Such activities include substances related to air pollution, land or water contamination, waste disposal, and toxic or radioactive materials. Due to the ongoing nature of reporting, the EPA established a repository where all reported data related to business activities can be found. EPA developed EnviroMapper, a search engine that can be used to map, for any given area, the facilities dealing with issues related to air, water, waste, land, toxics, and radiation. The interactive nature of the search is very convenient and makes it easy for the user to learn about business activities and get more information from filed reports. Furthermore, the system has several features including information on air emission, superfund sites, toxic release, hazardous waste, water dischargers, brownfields, and toxic substances. This is supplemented with an extensive searchable list of chemicals used in the activities of various industries such as agriculture, forestry, manufacturing, mining, transportation, communications, and electric, gas, and sanitary services. This elaborate system is designed to help researchers, planners, developers, and the public in general learn about environmentally-related activities in a given location. In addition, Geographic Information Systems (GIS) data can be downloaded and used to plot maps necessary for variety of purposes such as research studies, environmental impact assessment, public health, planning, and development. This presentation intends to use GIS data downloaded from the system for the city of Albany, the Capital of New York State, to illustrate how this data can be used as a research tool to study the factors that lead to the concentration of environmentally-related businesses in a specific area and their effect on the standard of living and quality of life in that area.
法律要求经营以处理废物、污染或污染为重点的环境设施的企业详细说明其遵守环境规则和条例的程度,并向美国环境保护局(EPA)报告其活动。这些活动包括与空气污染、土地或水污染、废物处理以及有毒或放射性物质有关的物质。由于报告的持续性质,EPA建立了一个存储库,可以找到与业务活动相关的所有报告数据。美国环保署开发了一个名为EnviroMapper的搜索引擎,可用于为任何特定地区绘制处理空气、水、废物、土地、有毒物质和辐射等问题的设施的地图。搜索的交互特性非常方便,使用户可以轻松地了解业务活动并从归档的报告中获取更多信息。此外,该系统还具有几个功能,包括有关空气排放、超级基金站点、有毒物质释放、危险废物、水排放、棕地和有毒物质的信息。此外,还提供了广泛的可搜索化学品清单,这些化学品用于各种行业的活动,如农业、林业、制造业、采矿业、运输、通信、电力、天然气和卫生服务。这个精心设计的系统旨在帮助研究人员、规划者、开发商和公众了解特定地点的环境相关活动。此外,地理信息系统(GIS)的数据可以下载并用于绘制各种目的所需的地图,例如研究、环境影响评估、公共卫生、规划和发展。本报告打算使用从纽约州首府奥尔巴尼市的系统下载的地理信息系统数据,说明如何将这些数据用作研究工具,研究导致环境相关企业在特定地区集中的因素及其对该地区生活水平和生活质量的影响。
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引用次数: 2
Modeling urban extent and density using radio artifacts from cellular and WiFi beacons 使用来自蜂窝和WiFi信标的无线电伪影建模城市范围和密度
Richard Sutton, K. Jones
Skyhook provides location to more than 100 million mobile devices, generating over a quarter billion location requests daily. This provides us with a large set of radio artifacts logged with high accuracy both temporally and spatially. The signal information returned with each of these location requests allows us to extend, refine and self heal the Skyhook beacon database across thousands of urban areas worldwide. Beacon density may be measured and discretized to produce accurate representations of underlying real world features. Since Wi-Fi beacons have become ubiquitous in all major cities worldwide, mapping their distribution provides a dependable signal for delineating urban boundaries. In addition to defining general urban polygons, features such as lakes, parks and other signal-starved areas may be captured as isopleths derived from beacon density raster surfaces. This is especially useful in parts of the world where high quality polygonal data is scarce or non-existent. And because of the ubiquitous sampling method, areas of new development tend to self-register nearly instantly. Quality of feature extraction can be assessed and validated against aerial imagery as well as existing geospatial layers. We find that Skyhook's radio artifact-derived features generally provide superior positional accuracy to existing geospatial resources from both public sources and commercial vendors for determining urban boundaries as well as sub-urban features.
Skyhook为超过1亿台移动设备提供定位服务,每天产生超过2.5亿次定位请求。这为我们提供了大量的无线电文物,在时间和空间上都具有很高的准确性。每个位置请求返回的信号信息使我们能够扩展、完善和自修复Skyhook信标数据库,覆盖全球数千个城市地区。信标密度可以测量和离散,以产生潜在的真实世界的特征的准确表示。由于Wi-Fi信标在全球所有主要城市都无处不在,绘制它们的分布为划定城市边界提供了可靠的信号。除了定义一般的城市多边形外,湖泊、公园和其他缺乏信号的区域等特征也可以捕获为从信标密度光栅表面导出的等线。这在世界上高质量多边形数据稀缺或不存在的部分地区特别有用。由于无处不在的抽样方法,新开发的领域往往会几乎立即自我注册。特征提取的质量可以根据航空图像和现有的地理空间层进行评估和验证。我们发现,Skyhook的无线电人工制品衍生特征通常比现有的公共资源和商业供应商的地理空间资源提供更高的定位精度,用于确定城市边界和郊区特征。
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引用次数: 0
Science in times of crisis: delivering situational awareness to emergency managers and the public when disaster strikes 危机时期的科学:在灾难发生时向应急管理人员和公众提供态势感知
D. Applegate
When the White House National Science and Technology Council laid out a series of grand challenges for disaster reduction, the first was to provide hazard and disaster information where and when it is needed. Earth observation and monitoring capabilities are only as good as their ability to reach those in harm's way and inform those who must respond when disaster strikes. At the U. S. Geological Survey (USGS), our scientists work on many different natural hazards across the US and around the globe in close collaboration with federal, state and academic partners. We support monitoring networks, generate hazard assessments, and study the natural processes and societal factors that shape the risks we face from hazard events. The USGS has delegated federal responsibility to provide notifications and warnings for geologic hazards, including earthquakes, volcanic eruptions, and landslides. For a number of other hazards, USGS monitoring capabilities support the statutory responsibilities of our partners. Data from USGS national and global seismic networks are fed directly to the National Oceanic and Atmospheric Administration (NOAA) tsunami warning centers. USGS streamgages and storm-surge monitors support NOAA's flood and severe weather warnings, including those for hurricanes. The USGS maintains a network of 14 geomagnetic observatories around the US and its territories, which are used by NOAA and the U. S. Air Force to measure the intensity of geomagnetic storms caused by solar flares and other space weather. For earthquakes, the USGS Advanced National Seismic System generates situational awareness tools that include e-mail and text alerts to over 300,000 subscribers worldwide and the Prompt Assessment of Global Earthquakes for Response (PAGER) system's rapid estimates of fatalities and economic losses to help focus and prioritize response. Disaster information has increasingly become a two-way flow thanks to crowdsourcing and social media. The USGS actively engages with the public, who report on what they experienced through our Did You Feel It website. Tens of thousands of these reports come in after widely felt earthquakes, and that citizen science information is then used to augment instrumental data to refine impact estimates. For volcanoes, the USGS is modernizing and expanding its monitoring capabilities through the National Volcano Early Warning System. Common nationwide alerts and notifications characterize the threats to aviation and nearby communities due to unrest and eruptive activity at the 169 active U. S. volcanoes. For landslides, a prototype debris-flow warning system has been established in southern California in partnership with NOAA with plans to expand up the West Coast. USGS geospatial information supports response operations for wildfires and many other types of disasters. The web-based GeoMAC application provides fire managers and increasingly the public with current geospatial information on the status, location, and pro
当白宫国家科学技术委员会(National Science and Technology Council)为减少灾害提出一系列重大挑战时,第一个挑战是在需要的时间和地点提供危险和灾害信息。地球观测和监测能力的好坏取决于它们能够到达那些处于危险中的人,并在灾难发生时通知那些必须做出反应的人。在美国地质调查局(USGS),我们的科学家与联邦、州和学术合作伙伴密切合作,研究美国和全球许多不同的自然灾害。我们支持监测网络,生成灾害评估,并研究影响我们面临的灾害事件风险的自然过程和社会因素。美国地质勘探局委托联邦政府负责提供地质灾害的通知和警告,包括地震、火山爆发和山体滑坡。对于其他一些灾害,美国地质勘探局的监测能力支持我们合作伙伴的法定责任。来自美国地质勘探局国家和全球地震网络的数据直接传送给美国国家海洋和大气管理局(NOAA)海啸预警中心。美国地质调查局的河流和风暴潮监测仪支持美国国家海洋和大气管理局的洪水和恶劣天气预警,包括飓风预警。美国地质勘探局在美国及其领土上维护着一个由14个地磁观测站组成的网络,NOAA和美国空军利用这些观测站来测量由太阳耀斑和其他太空天气引起的地磁风暴的强度。对于地震,USGS先进的国家地震系统生成态势感知工具,包括向全球超过30万用户发送电子邮件和文本警报,以及全球地震响应快速评估(PAGER)系统对死亡和经济损失的快速估计,以帮助集中和优先响应。由于众包和社交媒体的出现,灾难信息日益成为双向流动。美国地质勘探局积极与公众接触,他们通过我们的“你感觉到了吗”网站报告了他们的经历。在广泛感觉到的地震之后,数以万计的这样的报告出现了,然后这些公民科学信息被用来增加仪器数据,以改进影响估计。对于火山,美国地质勘探局正在通过国家火山早期预警系统对其监测能力进行现代化改造和扩展。美国169座活火山的动荡和喷发活动对航空和附近社区造成了威胁,这是全国范围内常见的警报和通知。对于山体滑坡,与美国国家海洋和大气管理局合作在南加州建立了一个泥石流预警系统的原型,并计划将其扩展到西海岸。美国地质调查局的地理空间信息支持对野火和许多其他类型灾害的响应行动。基于web的GeoMAC应用程序为火灾管理人员和越来越多的公众提供有关火灾状态、位置和距离自然资源、财产和基础设施的当前地理空间信息。通过其灾害数据分发系统,美国地质勘探局协调卫星图像和权威地理空间信息的获取和提供,用于灾害准备、救援和救济行动、损害评估和重建工作。全球数百万人直接或通过我们的合作伙伴向USGS寻求快速、可靠的灾害信息。面对不断增长的期望,我们一直在寻找创新的方法,以便在正确的时间向正确的人提供正确的信息。
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引用次数: 0
An open source virtual globe framework for iOS, Android and WebGL compliant browser 一个开源的虚拟地球框架,适用于iOS, Android和WebGL兼容的浏览器
J. P. Suárez, A. Trujillo, M. D. L. Calle, Diego D. Gómez-Deck, J. M. Santana
The present article introduces the Glob3 Mobile, an efficient virtual globe framework, testable and freely accessible from the web and providing a real 3D navigation experience with smooth flying. We discuss the software design and the native code implementation for the family of iOS and Android mobile devices. In addition, a novel web experience is facilitated by supporting the globe through a WebGL compliant browser. Glob3 mobile enjoys a user friendly API that allows for testing and scripting new features on the globe. The paper discusses the software design, the technical rollout options and provides a comparison with other similar existing solutions.
本文介绍了Glob3 Mobile,这是一个高效的虚拟地球框架,可测试且可从网络上免费访问,并提供真实的3D导航体验。我们讨论了iOS和Android移动设备家族的软件设计和本地代码实现。此外,通过WebGL兼容的浏览器支持全球,促进了新颖的web体验。Glob3 mobile拥有用户友好的API,允许在全球范围内测试和编写新功能。本文讨论了该系统的软件设计、技术实现方案,并与现有的同类解决方案进行了比较。
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引用次数: 15
期刊
International Conference and Exhibition on Computing for Geospatial Research & Application
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