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Detecting Slums from SPOT Data in Casablanca Morocco Using an Object Based Approach 使用基于对象的方法从摩洛哥卡萨布兰卡的SPOT数据中检测贫民窟
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33018
H. Rhinane, A. Hilali, A. Berrada, M. Hakdaoui
Casablanca, Morocco's economic capital continues today to fight against the proliferation of informal settle- ments affecting its urban fabric illustrated especially by the slums. Actually Casablanca represents 25% of the total slums of Morocco [1]. These are the habitats of all deprived of healthy sanitary conditions and judged precarious from the perspective humanitarian and below the acceptable. The majority of the inhabi- tants of these slums are from the rural exodus with insufficient income to meet the basic needs of daily life. Faced with this situation and to eradicate these habitats, the Moroccan government has launched since 2004 an entire program to create cities without slums (C.W.S.) to resettle or relocate families. Indeed the process control and monitoring of this program requires first identifying and detecting spatial habitats. To achieve these tasks, conventional methods such as information gathering, mapping, use of databases and statistics often have shown their limits and are sometimes outdated. It is within this framework and that of the great German Morocco project “Urban agriculture as an integrative factor of development that fits our project de- tection of slums in Casablanca. The use of satellite imagery, particulary the HSR, has the advantage of providing the physical coverage of urban land but it raises the difficulty of choosing the appropriate method to apply.This paper is actually to develop new approaches based mainly on object-oriented classification of high spatial resolution satellite images for the detection of slums.This approach has been developed for mapping the urban land through by integration of several types of information (spectral, spatial, contextual ...) (Hofmann, P ., 2001, Herold et al. 2002b; Van Der Sande et al., 2003, Benz et al., 2004, Nobrega et al., 2006). In order to refine the result of classification, we applied mathematical morphology and in particular the closing filter. The data from this classification (binary image), which then will be used in a spatial data- base (ArcGIS).
摩洛哥的经济首都卡萨布兰卡今天继续与影响其城市结构的非正式住区扩散作斗争,特别是贫民窟。实际上,卡萨布兰卡的贫民窟占摩洛哥贫民窟总数的25%[1]。这些都是被剥夺了健康卫生条件的所有人的栖息地,从人道主义角度来看,它们被认为是不稳定的,是不可接受的。这些贫民窟的大多数居民来自农村,他们的收入不足以满足日常生活的基本需要。面对这种情况,为了消除这些栖息地,摩洛哥政府自2004年起启动了一项完整的计划,以创建无贫民窟的城市(C.W.S.),重新安置或安置家庭。事实上,该计划的过程控制和监测首先需要识别和检测空间栖息地。为了完成这些任务,诸如信息收集、制图、使用数据库和统计等传统方法往往显示出其局限性,有时已经过时。正是在这个框架和伟大的德国摩洛哥项目“城市农业作为发展的综合因素”的框架内,适合我们对卡萨布兰卡贫民窟的项目检测。使用卫星图像,特别是高铁,具有提供城市土地物理覆盖的优势,但它增加了选择适当方法的困难。本文实际上是基于面向对象的高空间分辨率卫星图像分类开发新的贫民窟检测方法。这种方法是通过整合几种类型的信息(光谱、空间、背景……)来绘制城市土地地图的(Hofmann, P ., 2001, Herold et al. 2002b;Van Der Sande等人,2003,Benz等人,2004,Nobrega等人,2006)。为了改进分类结果,我们应用了数学形态学,特别是闭合滤波器。这种分类的数据(二值图像),然后将在空间数据库(ArcGIS)中使用。
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引用次数: 44
A Spatially Heterogeneous Expert Based (SHEB) Urban Growth Model using Model Regionalization 基于模型区划的空间异质专家城市增长模型
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33016
D. Triantakonstantis, G. Mountrakis, Jida Wang
Urbanization changes have been widely examined and numerous urban growth models have been proposed. We introduce an alternative urban growth model specifically designed to incorporate spatial heterogeneity in urban growth models. Instead of applying a single method to the entire study area, we segment the study area into different regions and apply targeted algorithms in each subregion. The working hypothesis is that the integration of appropriately selected region-specific models will outperform a globally applied model as it will incorporate further spatial heterogeneity. We examine urban land use changes in Denver, Colorado. Two land use maps from different time snapshots (1977 and 1997) are used to detect the urban land use changes, and 23 explanatory factors are produced to model urbanization. The proposed Spatially Heterogeneous Expert Based (SHEB) model tested decision trees as the underlying modeling algorithm, applying them in different subregions. In this paper the segmentation tested is the division of the entire area into interior and exterior urban areas. Interior urban areas are those situated within dense urbanized structures, while exterior urban areas are outside of these structures. Obtained results on this model regionalization technique indicate that targeted local models produce improved results in terms of Kappa, accuracy percentage and multi-scale performance. The model superiority is also confirmed by model pairwise comparisons using t-tests. The segmentation criterion of interior/exterior selection may not only capture specific characteristics on spatial and morphological properties, but also socioeconomic factors which may implicitly be present in these spatial representations. The usage of interior and exterior subregions in the present study acts as a proof of concept. Other spatial heterogeneity indicators, for example landscape, socioeconomic and political boundaries could act as the basis for improved local segmentations.
城市化变化已被广泛研究,并提出了许多城市增长模型。本文介绍了一个替代性的城市增长模型,该模型专门设计用于将空间异质性纳入城市增长模型。我们将研究区域划分为不同的区域,并在每个子区域应用有针对性的算法,而不是对整个研究区域应用单一的方法。工作假设是,适当选择的区域特定模型的整合将优于全球应用的模型,因为它将进一步纳入空间异质性。我们研究了科罗拉多州丹佛市的城市土地利用变化。利用1977年和1997年两幅不同时间快照的土地利用图来检测城市土地利用变化,并产生23个解释因子来模拟城市化。提出的基于空间异质专家(SHEB)模型将决策树作为基础建模算法,并将其应用于不同的子区域。本文所测试的分割方法是将整个区域划分为内部和外部城市区域。城市内部地区是位于密集的城市化结构内的地区,而城市外部地区是位于这些结构之外的地区。模型区域化技术的结果表明,目标局部模型在Kappa、正确率和多尺度性能方面都有提高。采用t检验的模型两两比较也证实了模型的优越性。内部/外部选择的分割标准不仅可以捕捉空间和形态特征的特定特征,还可以捕捉隐含在这些空间表征中的社会经济因素。在本研究中使用内部和外部分区域作为概念的证明。其他空间异质性指标,例如景观、社会经济和政治边界,可作为改进地方划分的基础。
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引用次数: 17
Expectations for Presentation of Engineering and Scientific Mobile Platform Information within a Virtual Globe Geographic Information Systems 对虚拟全球地理信息系统中工程和科学移动平台信息呈现的期望
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32008
Brian Guise, M. Proctor
Layered information systems like Google Earth have revolutionized public access to and visualization of geographic information through virtual globes. Separately, geo-specific technical information has been advanced in mobile platforms, both handheld and embedded devices, for the engineering and scientific communities. However, engineering and scientific information has had limited penetration into virtual globe Geographic Information Systems (GIS). This article explores unmet expectations which may be at the root of the issue. These expectations include design of the architecture within the originating mobile platform as well as expression of the level of accuracy and precision necessary for validity of the simulation displayed through the virtual globe GIS. The article below discusses architecture and validity research that advances real-time generation of simulated electro-magnetic coverage maps as composed layers within a mobile platform. Further, the research also enables real-time visualization of the simulated coverage maps by a global team through a virtual globe. Finally, for communication assurance purposes, the level of validity of the generated simulated coverage maps are analyzed from the perspective of an analog celestial body exploration mission by a mobile rover and its supporting organization analysis needs.
像谷歌地球这样的分层信息系统通过虚拟地球仪彻底改变了公众对地理信息的访问和可视化。另外,针对工程和科学界的移动平台,包括手持设备和嵌入式设备,已经推进了地理特定的技术信息。然而,工程和科学信息对虚拟全球地理信息系统(GIS)的渗透有限。本文探讨了未满足的期望,这可能是问题的根源。这些期望包括原始移动平台内的架构设计,以及通过虚拟全球地理信息系统显示的仿真有效性所需的准确性和精度水平的表达。下面的文章讨论了架构和有效性研究,这些研究促进了在移动平台内作为组成层的模拟电磁覆盖图的实时生成。此外,该研究还使全球团队能够通过虚拟地球仪实时可视化模拟覆盖图。最后,从移动漫游者模拟天体探测任务及其配套机构分析需求的角度,对生成的模拟覆盖图的有效性进行了分析,为通信保障提供依据。
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引用次数: 0
GIS as Project Manager in Geophysical Applications Software GIS作为地球物理应用软件的项目经理
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32014
K. A. Khan, G. Akhter, Z. Ahmad
The changing trends in information technology have greatly influenced the role of GIS in spatial data management, analysis, processing and presentation. It has evolved from the conventional cartography and image processing to advanced 3D visualization and dynamic graphics tools. Due to this evolving nature of GIS, it has found wide applications in a number of diverse fields. Geophysical exploration projects involve data acquisition at hundreds of spatial locations resulting in large number of datasets. It takes a great deal of time to manage all these datasets during data processing and interpretation. This paper presents the use of GIS as an effective project management tool, providing an interactive data access interface in compute intensive geophysical processing applications. A reusable GIS software component is presented which can be used by geophysical applications to manage their datasets. A practical example is included to demonstrate the implementation of this GIS component as an embedded Project Manager in a seismic refraction software.
信息技术的变化趋势极大地影响了地理信息系统在空间数据管理、分析、处理和呈现方面的作用。它已经从传统的制图和图像处理发展到先进的3D可视化和动态图形工具。由于地理信息系统的这种不断发展的性质,它在许多不同的领域得到了广泛的应用。地球物理勘探项目涉及数百个空间位置的数据采集,产生大量数据集。在数据处理和解释过程中,需要花费大量的时间来管理所有这些数据集。本文介绍了GIS作为一种有效的项目管理工具的使用,为计算密集型地球物理处理应用提供了一个交互式数据访问接口。提出了一个可重用的GIS软件组件,可用于地球物理应用管理其数据集。通过一个实际的例子,演示了该GIS组件作为一个嵌入式项目管理器在地震折射软件中的实现。
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引用次数: 3
Dynamic-Distributed Load Balancing for Highly-Performance and Responsiveness Distributed-GIS (D-GIS) 面向高性能响应性分布式gis (D-GIS)的动态分布式负载均衡
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32009
Aissatou Diasse, F. Kone
In recent years, several results have been introduced to enhance distributed GIS performance. While much more efforts have focused on tile map and simple symbologies on dynamic map, load balancing GIS servers have not been addressed by the GIS community so far. This paper, therefore, proposed dynamic distributed load balancing for D-GIS in order to quickly render information to client interface by involving a set of GIS servers which process clients’ requests depending of an algorithm. In the model, several concepts were introduced and defined: Virtual Server within physical machine which constitutes a setup environment for a single GIS server, Load Hash Table which contains information about virtual server’s capacity, real-time load and other mandatory elements, Request Split Table which splits requests depending of the input area’s Quantity of Information and stores request tasks composition for later reconstitution. At last we have Distributed Failover Callback Function Table level one (respectively level two) which determines whether or not the request had been successfully processed by the chosen virtual server (respectively physical machine). This table allows sending back the same request to another virtual server (respectively physical node). Two load handlers (primary and secondary) are defined in case of failure. Our Model achieves efficient load balancing by: providing efficient node selection; optimizing request routing; managing node failover; involving client’s request partitioning and introducing method type decomposition. A simulation of the algorithm shows a low response time when performing GIS operations.
近年来,一些研究成果被用于提高分布式GIS的性能。虽然更多的工作集中在动态地图上的平铺图和简单的符号上,但GIS社区到目前为止还没有解决负载平衡GIS服务器的问题。因此,本文提出了一种动态分布式的D-GIS负载平衡方法,通过一组GIS服务器来处理客户端的请求,从而快速地将信息呈现给客户端界面。在该模型中,引入并定义了几个概念:物理机内的虚拟服务器构成了单个GIS服务器的设置环境;负载哈希表包含了虚拟服务器的容量、实时负载和其他必需元素的信息;请求分割表根据输入区域的信息量分割请求并存储请求任务组成以供以后重构。最后,我们有分布式故障转移回调函数表第一级(分别为第二级),它确定请求是否已被所选的虚拟服务器(分别为物理机)成功处理。该表允许将相同的请求发送回另一个虚拟服务器(分别为物理节点)。在失败的情况下定义了两个负载处理程序(主和辅助)。我们的模型通过提供高效的节点选择来实现高效的负载均衡;优化请求路由;管理节点故障转移;涉及客户端请求划分,引入方法类型分解。仿真结果表明,该算法在执行GIS操作时具有较低的响应时间。
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引用次数: 3
Algorithmic Foundation and Software Tools for Extracting Shoreline Features from Remote Sensing Imagery and LiDAR Data 从遥感影像和激光雷达数据中提取海岸线特征的算法基础和软件工具
Pub Date : 2011-04-18 DOI: 10.4236/JGIS.2011.32007
Hongxing Liu, Lei Wang, D. Sherman, Qiusheng Wu, Haibin Su
This paper presents algorithmic components and corresponding software routines for extracting shoreline features from remote sensing imagery and LiDAR data. Conceptually, shoreline features are treated as boundary lines between land objects and water objects. Numerical algorithms have been identified and de-vised to segment and classify remote sensing imagery and LiDAR data into land and water pixels, to form and enhance land and water objects, and to trace and vectorize the boundaries between land and water ob-jects as shoreline features. A contouring routine is developed as an alternative method for extracting shore-line features from LiDAR data. While most of numerical algorithms are implemented using C++ program-ming language, some algorithms use available functions of ArcObjects in ArcGIS. Based on VB .NET and ArcObjects programming, a graphical user’s interface has been developed to integrate and organize shoreline extraction routines into a software package. This product represents the first comprehensive software tool dedicated for extracting shorelines from remotely sensed data. Radarsat SAR image, QuickBird multispectral image, and airborne LiDAR data have been used to demonstrate how these software routines can be utilized and combined to extract shoreline features from different types of input data sources: panchromatic or single band imagery, color or multi-spectral image, and LiDAR elevation data. Our software package is freely available for the public through the internet.
本文介绍了从遥感影像和激光雷达数据中提取海岸线特征的算法组成和相应的软件程序。从概念上讲,海岸线特征被视为陆地物体和水物体之间的分界线。已经确定并设计了数值算法,将遥感图像和激光雷达数据分割和分类为陆地和水像素,形成和增强陆地和水对象,并将陆地和水对象之间的边界跟踪和矢量化为海岸线特征。开发了一种轮廓程序,作为从激光雷达数据中提取海岸线特征的替代方法。虽然大多数数值算法是用c++编程语言实现的,但有些算法使用了ArcGIS中ArcObjects的可用函数。基于vb.net和ArcObjects编程,开发了一个图形用户界面,将海岸线提取例程集成和组织到一个软件包中。该产品代表了第一个专门用于从遥感数据中提取海岸线的综合软件工具。Radarsat SAR图像、QuickBird多光谱图像和机载LiDAR数据被用来演示如何利用和组合这些软件程序,从不同类型的输入数据源中提取海岸线特征:全色或单波段图像、彩色或多光谱图像以及LiDAR高程数据。我们的软件包可通过互联网免费提供给公众。
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引用次数: 56
Peri-Urban Transformations in Agricultural Landscapes of Perugia, Italy 意大利佩鲁贾农业景观的城市周边转型
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32011
Marco Vizzari
Urban fringes represent very complex landscapes because of their proximity and mutual dependency with cities and rural areas. These landscapes may be considered as transition entities characterized by fuzzy boundaries. An uncontrolled development of urban sprawl and land use changes in these areas may determine negative impacts on all natural, economic and social components. Thus, urban fringes assume a key-role in modern landscape analysis, planning and management. Landscape analysis of these interfaces, as this study shows, can be effectively supported by GIS spatial modelling. The Settlement Density Index (SDI), developed through GIS spatial analysis techniques, expresses punctually the territorial gradients generated by the presence of settlements and allows the identification of the urban fringes in the two periods under investigation. These areas are then characterized and analyzed quantitatively using detailed land use data. The comparison of the diachronic information highlights the transformations of peri-urban landscapes that appear mainly related to the modifications of spatial configuration of urban areas and to the changes of agricultural systems.
城市边缘区由于与城市和农村地区的邻近和相互依赖,呈现出非常复杂的景观。这些景观可以被认为是具有模糊边界特征的过渡实体。这些地区不受控制的城市扩张发展和土地利用变化可能对所有自然、经济和社会组成部分产生负面影响。因此,城市边缘地带在现代景观分析、规划和管理中起着关键作用。本研究表明,GIS空间建模可以有效地支持这些界面的景观分析。通过地理信息系统空间分析技术开发的聚落密度指数(SDI)及时表达了聚落的存在所产生的领土梯度,并允许在调查的两个时期确定城市边缘。然后利用详细的土地利用数据对这些地区进行定性和定量分析。历时信息的比较突出了城市周边景观的变化,这种变化似乎主要与城市地区空间结构的改变和农业系统的变化有关。
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引用次数: 15
Creation of New Global Land Cover Map with Map Integration 利用地图集成创建新的全球土地覆盖地图
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32013
K. Iwao, K. Nasahara, T. Kinoshita, Y. Yamagata, Dave Patton, S. Tsuchida
We present here a new approach to the development of a global land cover map. We combined three existing global land cover maps (MOD12, GLC2000, and UMD) based on the principle that the majority view prevails and validated the resulting map by using information collected as part of the Degree Confluence Project (DCP). We used field survey information gathered by DCP volunteers from 4211 worldwide locations to validate the new land cover map, as well as the three existing land cover maps that were combined to create it. Agreement between the DCP-derived information and the land cover maps was 61.3% for our new land cover map, 60.3% for MOD12, 58.9% for GLC2000, and 55.2% for UMD. Although some of the improvements we achieved were not statistically significant, this project has shown that an improved land cover map can be developed and well-validated globally using our method.
我们在这里提出了一种开发全球土地覆盖图的新方法。基于多数观点占上风的原则,我们结合了现有的三张全球土地覆盖图(MOD12、GLC2000和UMD),并使用作为程度融合项目(DCP)的一部分收集的信息验证了最终的地图。我们使用DCP志愿者从全球4211个地点收集的实地调查信息来验证新的土地覆盖图,以及合并创建的三张现有的土地覆盖图。dcp衍生信息与土地覆盖图的一致性为61.3%,MOD12为60.3%,GLC2000为58.9%,UMD为55.2%。虽然我们取得的一些改进在统计上并不显著,但该项目表明,使用我们的方法可以开发出改进的土地覆盖图,并在全球范围内得到很好的验证。
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引用次数: 32
A Geographic Information System Applied to Coverage Maps of 3G Cellular Communications Networks 应用于3G蜂窝通信网络覆盖图的地理信息系统
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32010
Jazmín Ponce-Rojas, S. Vidal-Beltrán, M. A. Acevedo-Mosqueda, Montserrat Jiménez-Licea
This paper shows the procedure to obtain a continuous coverage map based on a collection of power meas- urements using a Geographic Information System, through satellite photographs of the Professional Unit Adolfo Lopez Mateos, and a group of punctual samples of the power of the Common Pilot Channel (CPICH); which is used to estimate the radio communications channel conditions, taken at different positions and dis- tances. These samples were taken using specialized equipment to obtain georeferenced measurements, and by a technique of statistical prediction, as the Krige Method, generate continuous coverage maps, making it possible to know the distribution of power, and therefore understanding the behavior and configuration of a Base Station, which in third generation cellular systems is also called Node B.
本文介绍了利用地理信息系统,通过专业单位Adolfo Lopez Mateos的卫星照片和一组公共导频频道(CPICH)功率的准时样本,获得基于功率指标集合的连续覆盖图的过程;它用于估计在不同位置和距离处的无线电通信信道状况。这些样本是使用专门的设备来获得地理参考测量,并通过统计预测技术(如Krige方法)生成连续覆盖地图,从而有可能了解功率分布,从而了解基站的行为和配置,这在第三代蜂窝系统中也称为节点B。
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引用次数: 4
Developing GIS-Based Unit Hydrographs for Flood Management in Makkah Metropolitan Area, Saudi Arabia 沙特阿拉伯麦加大都市区洪水管理中基于gis的单位水文
Pub Date : 2011-04-18 DOI: 10.4236/jgis.2011.32012
G. Dawod, N. Koshak
Unit hydrographs (UH) are either determined from gauged data or derived using empirically-based synthetic unit hydrograph procedures. In Saudi Arabia, the discharge records may not be available either for several locations or for long time scales, and therefore synthetic unit hydrographs are crucial in flood and water resources management. Available metrological, geological, and land use datasets have been utilized in order to apply the US National Resources Conservative Services (NRCS) methodology in a Geographic Information Systems (GIS) environment. Furthermore, NRCS unit hydrographs have been developed for six watersheds within Makkah metropolitan area, southwest Saudi Arabia. The accomplished results show that the UH time to peak discharge vary from 1.15 hours to 4.47 hours, and the UH peak discharge quantities range from 10.14 m 3 /s to 16.74 m 3 /s. It is concluded that the third basin in Makkah city may be considered as the most hazardous catchment. Hence, it is recommended that careful flood protection procedures should be taken in this area within Makkah city.
单位海道线(UH)要么是根据测量数据确定的,要么是使用基于经验的合成单位海道线程序得出的。在沙特阿拉伯,可能无法获得几个地点或长时间尺度的流量记录,因此合成单位水文在洪水和水资源管理中至关重要。为了在地理信息系统(GIS)环境中应用美国国家资源保护局(NRCS)的方法,利用了现有的计量、地质和土地利用数据集。此外,还为沙特阿拉伯西南部的麦加大都市区内的六个流域开发了NRCS单位水线。研究结果表明:UH的峰值放电时间为1.15 ~ 4.47 h,峰值放电量为10.14 ~ 16.74 m 3 /s。结论认为,位于麦加市的第三流域可能是最危险的流域。因此,建议在麦加市内的这一地区采取谨慎的防洪措施。
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引用次数: 27
期刊
Journal of geographic information system
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