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Determination and application of the weights for landslide susceptibility mapping using an artificial neural network 总被引:38,自引:0,他引:38
The purpose of this study is the development, application, and assessment of probability and artificial neural network methods for assessing landslide susceptibility in a chosen study area. As the basic analysis tool, a Geographic Information System (GIS) was used for spatial data management and manipulation. Landslide locations and landslide-related factors such as slope, curvature, soil texture, soil drainage, effective thickness, wood type, and wood diameter were used for analyzing landslide susceptibility. A probability method was used for calculating the rating of the relative importance of each factor class to landslide occurrence. For calculating the weight of the relative importance of each factor to landslide occurrence, an artificial neural network method was developed. Using these methods, the landslide susceptibility index (LSI) was calculated using the rating and weight, and a landslide susceptibility map was produced using the index. The results of the landslide susceptibility analysis, with and without weights, were confirmed from comparison with the landslide location data. The comparison result with weighting was better than the results without weighting. The calculated weight and rating can be used to landslide susceptibility mapping. 相似文献
13.
Craig T. Simmons 《Hydrogeology Journal》2005,13(1):116-119
14.
地铁隧道保护区沉降监测网中包含多个基准点,依据不同基准点平差所得结果也不相同。本文引入秩亏自由网平差方法,将所有基准点视为待定参数进行平差,并通过工程实例,验证此方法在地铁隧道保护区沉降观测中有一定的适用性。 相似文献
15.
国家级整装勘查自2011年正式实施,至今已走过了五年。2016年是“358”找矿突破战略行动第三阶段开启之年,为全面了解第二阶段工作进展情况,总结经验,梳理问题,做好第三阶段的组织实施工作,国土资源部、发展改革委、科技部和财政部决定,开展找矿突破战略行动五年阶段性目标评估。按照国土资源部矿产勘查办公室的部署,国土资源部矿产勘查技术指导中心根据各省上报的《找矿突破战略行动五年阶段性目标评估报告》和2015年整装勘查年报,完成了全国整装勘查区五年进展与实施情况评估,根据评估结果并与各省(区、市)国土资源厅协商,对全国现有107片整装勘查区进行了调整(包括已有整装勘查区退出、调整范围和新设整装勘查区)。 相似文献
16.
利用加拿大环境部气候研究中心研发的RHtest均一化检验方法,结合历史台站沿革信息对喀什站各标准等压面高空温度资料进行了均一性检验和分析。结果表明:850~300 hPa共6个层次的高空日温度观测资料序列完整性较好。08时100 hPa月平均温度的缺测率3%,完整性较差,20时100 hPa的完整性最差,缺测率高达11.44%,其他层次的完整性则较好。喀什站温度资料的非均一性主要是由于台站位置变动、观测仪器换型、观测规范变更和辐射误差订正方法的变化引起的。在订正过程中发现,为了保证订正序列的可信度,需要充分考虑到原始观测序列的缺测率。08时年温度序列的断点数量要明显多于20时,08时序列的订正率达到了85.71%,而20时仅有100 h Pa一条序列做了订正。 相似文献
17.
The relatively rapid recession of glaciers in the Himalayas and formation of moraine dammed glacial lakes(MDGLs) in the recent past have increased the risk of glacier lake outburst floods(GLOF) in the countries of Nepal and Bhutan and in the mountainous territory of Sikkim in India. As a product of climate change and global warming, such a risk has not only raised the level of threats to the habitation and infrastructure of the region, but has also contributed to the worsening of the balance of the unique ecosystem that exists in this domain that sustains several of the highest mountain peaks of the world. This study attempts to present an up to date mapping of the MDGLs in the central and eastern Himalayan regions using remote sensing data, with an objective to analyse their surface area variations with time from 1990 through 2015, disaggregated over six episodes. The study also includes the evaluation for susceptibility of MDGLs to GLOF with the least criteria decision analysis(LCDA). Forty two major MDGLs, each having a lake surface area greater than 0.2 km2, that were identified in the Himalayan ranges of Nepal, Bhutan, and Sikkim, have been categorized according to their surface area expansion rates in space and time. The lakes have been identified as located within the elevation range of 3800 m and6800 m above mean sea level(a msl). With a total surface area of 37.9 km2, these MDGLs as a whole were observed to have expanded by an astonishing 43.6% in area over the 25 year period of this study. A factor is introduced to numerically sort the lakes in terms of their relative yearly expansion rates, based on their interpretation of their surface area extents from satellite imageries. Verification of predicted GLOF events in the past using this factor with the limited field data as reported in literature indicates that the present analysis may be considered a sufficiently reliable and rapid technique for assessing the potential bursting susceptibility of the MDGLs. The analysis also indicates that, as of now, there are eight MDGLs in the region which appear to be in highly vulnerable states and have high chances in causing potential GLOF events anytime in the recent future. 相似文献
18.
Standard least-squares collocation (LSC) assumes 2D stationarity and 3D isotropy, and relies on a covariance function to account
for spatial dependence in the observed data. However, the assumption that the spatial dependence is constant throughout the
region of interest may sometimes be violated. Assuming a stationary covariance structure can result in over-smoothing of,
e.g., the gravity field in mountains and under-smoothing in great plains. We introduce the kernel convolution method from
spatial statistics for non-stationary covariance structures, and demonstrate its advantage for dealing with non-stationarity
in geodetic data. We then compared stationary and non- stationary covariance functions in 2D LSC to the empirical example
of gravity anomaly interpolation near the Darling Fault, Western Australia, where the field is anisotropic and non-stationary.
The results with non-stationary covariance functions are better than standard LSC in terms of formal errors and cross-validation
against data not used in the interpolation, demonstrating that the use of non-stationary covariance functions can improve
upon standard (stationary) LSC. 相似文献
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20.
不规则边界场地中方格法土方工程量的计算 总被引:1,自引:0,他引:1
结合方格法计算土方工程量的全过程,介绍了一种不同于传统教材的确定高程权的方法。采用该方法,比较好地解决了不规则边界场地采用方格法计算土方量的难题,对该方法的实际应用具有指导意义。 相似文献