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Wetland Assessment and Monitoring Using Image Processing Techniques: A Case Study of Ranchi, India 基于图像处理技术的湿地评价与监测:以印度兰契为例
Pub Date : 2011-10-19 DOI: 10.4236/jgis.2011.34032
M. Rani, Pavan Kumar, M. Yadav, R. S. Hooda
Wetlands, the transitional zones that occupy an intermediate position between dry land and open water, regulate the flow of water and nutrients, thereby facilitating optimum functioning of the physical and biological cycles of nature. To conserve and manage wetland resources, it is important to invent and monitor wetlands and their adjacent uplands. Wetlands are most productive ecosystems besides being a rich repository of biodiversity and are known to play a significant role in carbon sequestration. Wetlands are halfway world between terrestrial and aquatic ecosystem and share properties of both. Wetlands exhibit enormous diversity according to their genesis, geographical location, water regime, chemistry, dominant plants and soil or sediment characteristic. Wetland vegetation provides a natural barrier to fast moving water and therefore aids in flood speed reduction. Remote sensing offers a cost effective means for identifying and monitoring wetlands over a large area and at different moments of time. The present paper describes the methodology and results of wetland area for the Ranchi city of the Jharkhand state for the year 1996-2004.The signatures of wetlands and associated land features are identified in unsupervised classification approach based on their DN value using Satellite data. There are drastic change in between 1996 and 2004. The spatial distributions of the NDVI values were evaluated to determine the cut-off points for the water bodies, and wetted area.
湿地是介于旱地和开阔水域之间的过渡地带,调节着水和养分的流动,从而促进自然的物理和生物循环的最佳功能。为了保护和管理湿地资源,开发和监测湿地及其邻近高地是非常重要的。湿地除了是丰富的生物多样性储存库之外,还是最具生产力的生态系统,并且在碳封存方面发挥着重要作用。湿地是陆地生态系统和水生生态系统的中间世界,具有陆地生态系统和水生生态系统的共同属性。湿地根据其成因、地理位置、水况、化学、优势植物和土壤或沉积物特征表现出巨大的多样性。湿地植被为快速流动的水提供了天然屏障,因此有助于降低洪水速度。遥感提供了一种成本效益高的方法,可以在大范围内和不同时间确定和监测湿地。本文描述了1996-2004年贾坎德邦兰契市湿地面积的方法和结果。利用卫星数据,基于湿地的DN值,采用无监督分类方法识别湿地及其相关地物的特征。从1996年到2004年,情况发生了巨大变化。对NDVI值的空间分布进行了评价,确定了水体和湿润面积的分界点。
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引用次数: 29
Hydrologic Modeling of the Bouregreg Watershed (Morocco) Using GIS and SWAT Model 基于GIS和SWAT模型的摩洛哥布雷格流域水文模拟
Pub Date : 2011-10-19 DOI: 10.4236/jgis.2011.34024
A. Fadil, H. Rhinane, A. Kaoukaya, Y. Kharchaf, Omar Alami Bachir
The study of water resources at watershed scale is widely adopted as approach to manage, assess and simulate these important natural resources. The development of remote sensing and GIS techniques has allowed the use of spatially and physically based hydrologic models to simulate as simply and realistically as possible the functioning of watershed systems. Indeed, the major constraint that has hindered the expansion use of these tools was the unavailability or scarcity of data especially in the developing countries. In this context, the objective of this study is to model the hydrology in the Bouregreg basin, located at the north-central of Morocco, using the Soil and Water Assessment Tool (SWAT) in order to understand and determine the different watershed hydrological processes. Thus, it aims to simulate the stream flow, establish the water balance and estimate the monthly volume inflow to SMBA dam situated at the basin outlet. The ArcSWAT interface implemented in the ArcGIS software was used to delineate the basin and its sub-components, combine the data layers and edit the model database. The model parameters were analyzed, ranked and adjusted for hydrologic modeling purposes using daily temporal data series. They were calibrated using an auto-calibration method based on a Shuffled Complex Evolution Algorithm from 1989 to 1997 and validated from 1998 to 2005. Based on statistical indicators, the evaluation indicates that SWAT model had a good performance for both calibration and validation periods in Bouregreg Watershed. In fact, the model showed a good correlation between the observed and simulated monthly average river discharge with R² and Nash coefficient of about 0.8. The water balance components were correctly estimated and the SMBA dam inflow was successfully reproduced with R² of 0.9. These results revealed that if properly calibrated, SWAT model can be used efficiently in semi-arid regions to support water management policies.
流域尺度的水资源研究被广泛采用作为对这些重要自然资源进行管理、评价和模拟的方法。遥感和地理信息系统技术的发展使利用基于空间和物理的水文模型尽可能简单和真实地模拟流域系统的功能成为可能。事实上,阻碍扩大使用这些工具的主要制约因素是无法获得或缺乏数据,特别是在发展中国家。在此背景下,本研究的目的是利用水土评估工具(SWAT)对位于摩洛哥中北部的布尔格雷格流域的水文进行建模,以了解和确定不同的流域水文过程。因此,本文旨在模拟流域流量,建立水量平衡,估算流域出水口SMBA坝的月入水量。利用ArcGIS软件中实现的ArcSWAT接口对流域及其子组件进行圈定、数据层组合和模型数据库编辑。利用逐日时间数据序列对模型参数进行分析、排序和调整,以便进行水文建模。1989年至1997年使用基于Shuffled Complex Evolution Algorithm的自动校准方法进行校准,并于1998年至2005年进行验证。基于统计指标的评价结果表明,SWAT模型在布尔格雷格流域的定标期和验证期均具有较好的效果。事实上,该模型显示了月平均河流流量与模拟的R²和Nash系数在0.8左右的良好相关性。正确估算了水平衡分量,成功再现了SMBA坝入流,R²为0.9。这些结果表明,如果经过适当的校准,SWAT模型可以在半干旱地区有效地用于支持水管理政策。
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引用次数: 100
Identification of Paddy Planted Area Using ALOS PALSAR Data 利用ALOS PALSAR数据识别水稻种植面积
Pub Date : 2011-10-19 DOI: 10.4236/jgis.2011.34033
R. Shofiyati, Ishak Hanafiah Ismullah, D. Hakim
Agricultural land has a strategic function as the primary food provider for the people of Indonesia. Various methods of agricultural production estimation, particularly food crops, provide different information. It can be a source of error in decision making. Satellite data, provides information periodically, wide coverage area, can be used as a source of information on the condition of agricultural lands and even remote areas. The advantages of SAR data that does not depend on sunlight and can penetrate of clouds and fog can fill the lack of optical data. ALOS PALSAR data has been used for analysis and ALOS AVNIR-2 is for checking of land cover visually, with acquisition date on 10 May 2007. Sampling of each rice crop growth period used several of rice field conditions in each period, on one scene data. Results showed a possibility to use soil moisture conditions derived from ALOS PALSAR for estimating rice planting area. On a scatter diagram between backscatter of ALOS PALSAR and near infrared of ALOS AVNIR-2 showed a specific pattern for each growing period of paddy. The results of the analysis produce distribution maps of the rice planting area Subang area, West Java Province. However, validation of the method used remains to be done. Remote sensing results of this study are expected to provide better information and can contribute in the planning of higher quality agricultural land.
农业用地作为印尼人民的主要食物提供者具有战略作用。各种农业生产估计方法,特别是粮食作物,提供了不同的信息。它可能是决策错误的来源。卫星数据定期提供资料,覆盖地区广,可作为农用地甚至偏远地区情况的资料来源。SAR数据不依赖于太阳光,能穿透云雾等优点,填补了光学数据的不足。ALOS PALSAR数据用于分析,ALOS AVNIR-2数据用于目视检查土地覆盖,数据采集日期为2007年5月10日。每个水稻作物生长期的抽样使用了每个时期的几个稻田条件,对一个场景数据。结果表明,利用ALOS PALSAR获取的土壤水分条件估算水稻种植面积是可行的。在ALOS PALSAR背向散射与ALOS AVNIR-2近红外散射的散点图上,显示出水稻各生育期的特定规律。分析结果绘制了西爪哇省苏邦地区水稻种植区分布图。然而,所使用的方法的验证仍有待完成。本研究的遥感结果有望提供更好的信息,并有助于规划更高质量的农业用地。
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引用次数: 2
Performance Improvement of GPS GDOP Approximation Using Recurrent Wavelet Neural Network 基于循环小波神经网络的GPS GDOP逼近性能改进
Pub Date : 2011-10-19 DOI: 10.4236/jgis.2011.34029
S. Tafazoli, M. Mosavi
One of the most important factors affecting the precision of the performance of a GPS receiver is the relative positioning of satellites to each other. Therefore, it is essential to choose appropriate accessible satellites utilized in the calculation of GPS positions. Optimal subsets of satellites are determined using the least value of their Geometric Dilution of Precision (GDOP). The most correct method of calculating GPS GDOP uses inverse matrix for all combinations and selecting the lowest ones. However, the inverse matrix method, especially when there are so many satellites, imposes a huge calculation load on the processor of the GPS navigator. In this paper, the rapid and precise calculation of GPS GDOP based on Recurrent Wavelet Neural Network (RWNN) has been introduced for selecting an optimal subset of satellites. The method of NNs provides a realistic calculation approach to determine GPS GDOP without any need to calculate inverse matrix.
影响GPS接收机性能精度的最重要因素之一是卫星之间的相对定位。因此,在GPS定位计算中选择合适的可接近卫星是至关重要的。利用卫星几何精度稀释(GDOP)的最小值确定卫星的最优子集。计算GPS GDOP最正确的方法是对所有组合进行逆矩阵,并选择最小的组合。然而,逆矩阵法对GPS导航仪的处理器造成了巨大的计算负荷,特别是在卫星数量众多的情况下。本文介绍了基于循环小波神经网络(RWNN)的GPS GDOP快速精确计算方法,以选择最优的卫星子集。神经网络方法为确定GPS GDOP提供了一种不需要计算逆矩阵的现实计算方法。
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引用次数: 15
A Fire Risk Modelling and Spatialization by GIS 基于GIS的火灾风险建模与空间化
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33022
M. S. Guettouche, Amar Derias, Makhlouf Boutiba, Mohand Ouabdallah Bounif, M. Guendouz, A. Boudella
The management of the forest fire risk starts with it assessment. This assessment made the object of several works of research and many models of fire risk have been related. The model that interests us here is that established for Mediterranean forests. This last is conceived according to a sum weighted model integral three factors, where each is affected by a weight, function of his influence on the propagation of the fire. However, this model remains critically and deserves a development and an improvement. For it, and seen the importance and the influence of climatic condition in the departure and in the propagation of fire, we propose, in this paper, to improve this formula by the addition of another climatic factor (marked ICL), and to present it under a product shape while respecting the same definition of the risk. The application of the proposed model, suggested uses the technical geomatics to mapping the degree of the fire risk. In this setting, a SIG has been established and applied on a forest of Bouzareah clump in Algiers. Originality as it will allow the understanding of fire hazard and vulnerability of the environment for a better control of risk.
森林火险的管理从火灾风险评估开始。这一评估成为若干研究工作的对象,并与许多火灾风险模型相关。我们感兴趣的模型是为地中海森林建立的。最后一个是根据三个因素的总和加权模型来构思的,其中每个因素都受到一个权重的影响,这个权重是他对火灾传播的影响的函数。然而,这种模式仍然具有批判性,值得发展和改进。因此,鉴于气候条件在火灾的发生和传播中的重要性和影响,我们建议在本文中通过添加另一个气候因素(标记为ICL)来改进该公式,并在尊重相同风险定义的同时将其呈现在产品形状下。应用所提出的模型,建议采用技术地理信息技术对火灾风险程度进行制图。在这种情况下,已在阿尔及尔的Bouzareah丛林建立并应用了SIG。原创性,因为它将允许理解火灾危险和脆弱性的环境,以更好地控制风险。
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引用次数: 23
Mapping Glacier Variations at Regional Scale through Equilibrium Line Altitude Interpolation: GIS and Statistical Application in Massif des Écrins (French Alps) 平衡线海拔插值在区域尺度上的冰川变化:GIS及其在Écrins(法国阿尔卑斯山脉)的统计应用
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33020
É. Cossart
Glacier variation is one of the best indicators of climate change in mountainous environment. In French Alps, many temporal data are acquired by glaciologists at glaciers scale: geometrical parameters (surface area, thickness, length and front altitude) are surveyed since the end of the 19th century. Those parameters are necessary to estimate the mass-balance of glaciers and, then, an accurate temporal signal of glacier variation. However, the time-response of the glaciers can be highly variable because of the topoclimate, and more generally the local settings of the glaciers. Moreover, climatologists and hydrologists are requiring estimation of glacier variations at regional scale and not only at local scale. In this paper, we highlight that the Equilibrium Line Altitude (ELA) is a parameter prone to spatio-temporal reconstructions at regional scale. ELA can indeed be interpolated at a region scale from local data: for instance, many geographers have reconstructed spatial trends during 1980s. Here, we try to interpolate ELA from multi-dimensionnal regression analysis: ELA is explained by many local parameters (Incoming solar radiation, topographic indexes, snow-redistribution by wind, etc.). Regression model was adjusted from a spatio-temporal database of 50 glaciers, located in the Massif des Ecrins. ELA was estimated for each glacier thanks to the Accumulation Area Ratio (ratio = 0.65) at two stages: LIA maximum and at present. Results first show that the multiple regression analysis is efficient to interpolate ELA through space: the adjusted r2 is about 0.49 for the reconstruction during the LIA, and 0.47 at present. Moreover, the RMSE error is about 50 meters for the LIA period, 55 meters at present. Finally, a high spatial variability (standard deviation of about 150 meters) is highlighted: incoming solar radiation and snow redistribution by wind mostly explain the observed differences. We can also assess a rise of the ELA of about 250 meters during the 20th century.
冰川变化是山地环境气候变化的最佳指标之一。在法国阿尔卑斯山,冰川学家在冰川尺度上获得了许多时间数据:自19世纪末以来,测量了几何参数(表面积、厚度、长度和锋面高度)。这些参数对于估计冰川的质量平衡以及冰川变化的准确时间信号是必要的。然而,由于地形气候,更一般地说,冰川的当地环境,冰川的时间响应可能变化很大。此外,气候学家和水文学家要求在区域尺度上估计冰川的变化,而不仅仅是在局部尺度上。本文强调了平衡线海拔是一个易于在区域尺度上进行时空重建的参数。ELA确实可以从当地数据在区域尺度上进行插值:例如,许多地理学家重建了20世纪80年代的空间趋势。在这里,我们尝试从多维回归分析中插值ELA: ELA由许多局部参数(入射太阳辐射、地形指数、风对雪的再分布等)来解释。回归模型基于位于Ecrins地块的50个冰川的时空数据库进行调整。利用累积面积比(Ratio = 0.65)估算了每个冰川在LIA最大值和当前两个阶段的ELA。结果首先表明,多元回归分析对ELA进行空间插值是有效的,在LIA重建期间调整后的r2约为0.49,目前为0.47。LIA期RMSE误差约为50 m,目前RMSE误差为55 m。最后,高空间变异性(标准偏差约为150米)被强调:入射太阳辐射和风的雪再分布主要解释了观测到的差异。我们还可以估计在20世纪,ELA上升了约250米。
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引用次数: 6
Characterisation of Landscape with Forest Fragmentation Dynamics 基于森林破碎化动态的景观特征
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33021
T. Ramachandra, U. Kumar
Land cover (LC) and land use (LU) dynamics induced by human and natural processes play a major role in global as well as regional patterns of landscapes influencing biodiversity, hydrology, ecology and climate. Changes in LC features resulting in forest fragmentations have posed direct threats to biodiversity, endangering the sustainability of ecological goods and services. Habitat fragmentation is of added concern as the residual spatial patterns mitigate or exacerbate edge effects. LU dynamics are obtained by classifying temporal remotely sensed satellite imagery of different spatial and spectral resolutions. This paper reviews five different image classification algorithms using spatio-temporal data of a temperate watershed in Himachal Pradesh, India. Gaussian Maximum Likelihood classifier was found to be apt for analysing spatial pattern at regional scale based on accuracy assessment through error matrix and ROC (receiver operating characteristic) curves. The LU information thus derived was then used to assess spatial changes from temporal data using principal component analysis and correspondence analysis based image differencing. The forest area dynamics was further studied by analysing the different types of fragmentation through forest fragmentation models. The computed forest fragmentation and landscape metrics show a decline of interior intact forests with a substantial increase in patch forest during 1972-2007.
人类活动和自然过程诱导的土地覆盖和土地利用动态在全球和区域景观格局中发挥着重要作用,影响着生物多样性、水文、生态和气候。LC特征的变化导致森林破碎化,对生物多样性构成直接威胁,危及生态产品和服务的可持续性。由于剩余的空间格局减轻或加剧了边缘效应,生境破碎化是一个值得关注的问题。通过对不同空间和光谱分辨率的时序遥感卫星影像进行分类,得到了遥感影像的动态特性。本文利用印度喜马偕尔邦温带流域的时空数据,综述了五种不同的图像分类算法。通过误差矩阵和受试者工作特征曲线对高斯极大似然分类器的准确率进行评估,发现高斯极大似然分类器适合于区域尺度的空间格局分析。然后利用主成分分析和基于图像差分的对应分析,从时间数据中评估空间变化。通过森林破碎化模型分析不同类型的破碎化,进一步研究了森林面积动态。1972-2007年,森林破碎化和景观指标的计算结果表明,内部完整森林数量减少,斑块森林数量大幅增加。
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引用次数: 17
Soil Database Management Software Development for Optimizing Land Resource Information Utilization to Support National Food Security 优化土地资源信息利用,支持国家粮食安全的土壤数据库管理软件开发
Pub Date : 2011-07-29 DOI: 10.4236/JGIS.2011.33017
R. Shofiyati, Saefoel Bachri
Since land resource database development in 1987/1988, a large amount of digital data in spatial, tabular and metadata format has been collected and generated. There are some application softwares of soil database to manage such a large amount of data, i.e.: Side & Horizon (SHDE4), Soil Sample Analysis (SSA), and Land Unit in dbf file, while Site and Horizon is in DataEase formats. The database contains soil physics and chemical property data of each soil horizon from surface to effective soil depth, climate, land surface condi- tions, and other parameters required for soil classification. Currently, database management software for land resources is still based on DOS and is stand alone. The system is not efficient and effectively used as Agri- cultural Land Resource Information System. At present, as a key component of this system requires review and development of new database software is compatible with the development of information technology. This paper explains about development of interactive agricultural land resources information system for op- timizing land resources data utilization. Hopefully, the software can give contributions in national Agricul- tural Land Resources System Information development for supporting food security.
自1987/1988年开发土地资源数据库以来,收集和生成了大量空间、表格和元数据格式的数字数据。有一些土壤数据库的应用软件可以管理如此大量的数据,例如:Side & Horizon (SHDE4)、soil Sample Analysis (SSA)、Land Unit等采用dbf格式,Site和Horizon采用DataEase格式。该数据库包含从表层到有效土层深度、气候、地表条件和土壤分类所需的其他参数的各个土层的土壤物理和化学性质数据。目前,土地资源数据库管理软件仍然是基于DOS的,是独立的。该系统作为农业土地资源信息系统的使用效率不高。目前,作为这一系统的关键组成部分,需要审查和开发新的数据库软件,以适应信息技术的发展。本文阐述了为优化土地资源数据利用而开发交互式农业土地资源信息系统。希望该软件能够为全国农业土地资源系统信息化建设提供支持,为保障粮食安全做出贡献。
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引用次数: 1
GIS-Based Spatial Mapping of Flash Flood Hazard in Makkah City, Saudi Arabia 基于gis的沙特阿拉伯麦加市山洪灾害空间制图
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33019
G. Dawod, M. N. Mirza, K. Al-Ghamdi
Flash floods occur periodically in Makkah city, Saudi Arabia, due to several factors including its rugged to-pography and geological structures. Hence, precise assessment of floods becomes a more vital demand in development planning. A GIS-based methodology has been developed for quantifying and spatially mapping the flood characteristics. The core of this new approach is integrating several topographic, metrological, geological, and land use datasets in a GIS environment that utilizes the Curve Number (CN) method of flood modelling for ungauged arid catchments. Additionally, the computations of flood quantities, such as depth and volume of runoff, are performed in the attribute tables of GIS layers, in order to assemble all results in the same environment. The accomplished results show that the runoff depth in Makkah, using a 50-years re-turn period, range from 128.1 mm to 193.9 mm while the peak discharge vary from 1063 m3/s to 4489 m3/s. The total flood volume is expected to reach 172.97 million m3 over Makkah metropolitan area. The advan-tages of the developed methodology include precision, cost-effective, digital outputs, and its ability to be re-run in other conditions.
由于多种因素,包括其崎岖的地形和地质结构,沙特阿拉伯的麦加市定期发生山洪暴发。因此,在发展规划中,对洪水的精确评估成为一项更为重要的要求。一种基于地理信息系统的方法已经开发出来,用于洪水特征的量化和空间映射。这种新方法的核心是在GIS环境中整合多个地形、计量、地质和土地利用数据集,该环境利用曲线数(CN)方法对未测量的干旱流域进行洪水建模。此外,在GIS层的属性表中进行洪水量的计算,如径流深度和体积,以便在同一环境中组装所有结果。结果表明:在50 a的回归周期内,麦加的径流深度为128.1 ~ 193.9 mm,峰值流量为1063 ~ 4489 m3/s。预计麦加市区的总洪水量将达到17297万立方米。所开发的方法的优点包括精度,成本效益,数字输出,以及在其他条件下重新运行的能力。
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引用次数: 72
Land Use and Land Cover Changes in Arid Region: The Case New Urbanized Zone, Northeast Cairo, Egypt 干旱区土地利用和土地覆盖变化——以埃及开罗东北部新城市化区为例
Pub Date : 2011-07-29 DOI: 10.4236/jgis.2011.33015
R. Zaki, Abotalib Zaki, Saad Ahmed
The spatial characteristics of land cover are useful for understanding the various impacts of human activity on the overall ecological conditions of the urban environment. The multi-temporal Landsat images (TM) between the years of 1990 and 2003 were used together with the Geographic Information System (GIS) techniques to evaluate the environmental changes in the area around Gabal El Hamza and the surrounding urban expansion in the new urban cities at the northeast side of the Greater Cairo by using the post classification change detection technique and field investigation. Five major units were determined including: urban, cultivated land, Holocene sand dunes, Oligocene basalt and Miocene–Pleistocene sediments. The cultivated cover changed from 89.6 to 150.4 km2 for the years of 1990 and 2003 respectively. The urban area increased from 49.5 to 120.9 km2 with a great value of change reached 71.3 km2 . The basaltic exposures changed from 3 to 3.75 km2 . The sandy cover decreased from 68.9 to 60.1 km2 and the exposures of the rock units changed from 904.8 to 780.8 km2 with removing 124 km2 in 13 years. The total accuracy of the Landsat-derived land cover data was 95 and 92% for the years 1990 and 2003 respectively. Landsat TM thermal infrared data indicated that the surface temperature was strongly affected by the land cover changes.
土地覆盖的空间特征有助于理解人类活动对城市环境整体生态状况的各种影响。利用1990 - 2003年的多时相Landsat影像,结合地理信息系统(GIS)技术,采用分类后变化检测技术和实地调查,对大开罗东北部新城市Gabal El Hamza周边地区及周边城市扩张的环境变化进行了评价。确定了5个主要单元:城市、耕地、全新世沙丘、渐新世玄武岩和中新世-更新世沉积物。耕地覆盖面积从1990年的89.6 km2增加到2003年的150.4 km2。城市面积从49.5 km2增加到120.9 km2,变化值较大,达到71.3 km2。玄武岩暴露面积从3 km2变化到3.75 km2。13年间,沙质覆盖面积从68.9 km2减少到60.1 km2,岩石单元暴露面积从904.8 km2减少到780.8 km2,减少124 km2。landsat衍生的1990年和2003年土地覆盖数据的总精度分别为95%和92%。Landsat TM热红外数据表明,地表温度受地表覆盖变化的影响较大。
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引用次数: 13
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