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Paleostress and outcrop fracture analysis along Himalayan Foothills (Eastern Salt Range), Potwar Plateau, NW Himalaya, Pakistan 巴基斯坦西北喜马拉雅Potwar高原喜马拉雅山麓(东部盐岭)古应力和露头断裂分析
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-03-25 DOI: 10.13168/AGG.2021.0013
Hassan Mehmood
The Salt Range (SR) is an ENE-WSW trending fault bend fold that form the range front of the Himalayan fold and thrust belt in Pakistan. The research is carried out in the Eastern Salt Range (ESR) with the objective to determine the paleostress inversion from reduced stress tensors by using fracture data. The surface morphology of the fold is predominantly shaped by Eocene limestone that provide best exposure of joint surfaces that can be used for kinematic and dynamic analysis. We adopted a classical circle inventory method in the field and collected orientation data (dip amount, direction, and strike) from 7 localities (outcrop stations) of the Eocene Sakesar Limestone. Three prominent fracture trends are present in the study area namely, FS-1; (E-W), FS-2; (ENE-WSW) and FS-3; (NNE-SSW). For stress analysis and data processing we used the Tensor Program of Delvaux and Sperner (2003) and calculated seven stress fields by the Right Dihedron Method. The orientations of the principal stress axes (ϭ1, ϭ2, ϭ3) and Stress Ratio (R) depicts ϭ1(Shmax) and ϭ2 are sub-horizontal while ϭ3 is vertical in all stress tensors. The paleostress results show that ϭ1(Shmax) oriented NNE-SSW belonging to a compressive regime. It is suggested that ϭ1 developed more or less perpendicular to the trend of SRT and other relevant structures in the Potwar Plateau.
盐岭(SR)是一个ENE-WSW走向的断层弯曲褶皱,形成巴基斯坦喜马拉雅褶皱和逆冲带的山脉前缘。本研究是在东部盐岭(ESR)进行的,目的是利用断裂数据确定由还原应力张量反演的古应力。褶皱的表面形态主要由始新世石灰岩形成,这些石灰岩提供了可用于运动学和动力学分析的最佳节理表面暴露。我们在野外采用了经典的圆形盘存法,并从始新世萨克萨石灰岩的7个位置(露头站)收集了方位数据(倾角、方向和走向)。研究区存在三个突出的断裂趋势,即FS-1;(E-W),FS-2;(ENE-WSW)和FS-3;(NNE-SSW)。为了进行应力分析和数据处理,我们使用了Delvaux和Sperner(2003)的张量程序,并用右二面体法计算了七个应力场。在所有应力张量中,主应力轴的方向(Γ1、Γ2、Γ3)和应力比(R)表示Γ1(Shmax)和Γ2是亚水平的,而Γ3是垂直的。古应力研究结果表明,该区属于一个挤压区,其走向为NNE-SSW。研究表明,在波特瓦尔高原,1的发展或多或少与SRT和其他相关结构的趋势垂直。
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引用次数: 0
Analysis of surface changes from undermining and building site categorization: The case study in mining location Louky near Karvina 破坏与建筑场地分类引起地表变化分析——以卡尔维纳附近Louky矿区为例
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-03-19 DOI: 10.13168/AGG.2021.0009
H. Doležalová
Repeated geodetic observations were applied in mining location Louky near Karviná to detect surface changes from undermining in complex geo-mechanical conditions. Analyses of the subsidence magnitude and the length and direction of horizontal displacements showed that the subsidence trough was formed unevenly not only due to the position of the exploited local longwall panels and their different size but also showed a notable effect of the dominant tectonic fault. The significantly uneven development of the subsidence trough negatively affects line constructions. Terrain deformations of the road and stream pipeline were computed and classified into the building site categories according to the Czech standard ČSN 73 0039. The course of individual deformations in the monitored locality is influenced by a complex geo-mechanical situation. While the course of the subsidence curves is continuous at the observed pipeline and the classification of individual sections into building site categories corresponds with that, the road profile points out a more complex development of surface deformations. At the end of the observed period, 5 % of the profiles’ sections fell into category III (medium intensity), 49 % into category IV (moderate intensity) and 32 % stayed in category V (very moderate intensity of mining effects). ARTICLE INFO
在karvin附近的Louky矿区进行了重复大地测量观测,以探测复杂地质力学条件下的地表破坏变化。对沉降幅度及水平位移长度和方向的分析表明,沉降槽的形成不均匀,不仅受局部长壁板开采位置和大小不同的影响,而且受主导构造断裂的影响显著。沉降槽的明显不均匀发展对线路建设产生不利影响。根据捷克标准ČSN 73 0039,计算了道路和水系管道的地形变形,并将其划分为建筑工地类别。监测区域的个别变形过程受复杂的地力学环境影响。在观察到的管道上,沉降曲线的过程是连续的,并且各个路段划分为建筑工地类别与此相对应,但道路剖面显示地表变形的发展更为复杂。在观察期结束时,5%的剖面剖面属于III类(中等强度),49%的剖面剖面属于IV类(中等强度),32%的剖面剖面属于V类(非常中等强度的采矿效应)。条信息
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引用次数: 1
Water resources exploration and management based on remote sensing and geophysical data analysis: Al-Naqab Watershed, East Central Sinai, Egypt 基于遥感和地球物理数据分析的水资源勘探与管理:埃及西奈中东部Al-Naqab流域
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-03-12 DOI: 10.13168/AGG.2021.0008
U. Massoud
This study integrates remote sensing and geophysical data to identify the hydrological conditions of the Naqab reservoir watershed. The main objectives of this study are identification and the interpretation of subsurface structures and their impact on groundwater flow, the relationships between structures and groundwater and the optimum way for watershed management in this sub-basin. Geophysical data including, ground magnetic survey and 1D electrical resistivity sounding helped in identifying the lithology and delineating zones of groundwater occurrence. The magnetic data delineated the basement rock, aided in characterizing the geometry of the subsurface structures that control the land surface features and constrain groundwater flow system. The interpreted subsurface structure elements include six sets of faults trending NE-SW, NW-SE, NWW-SEE, NEE-SWW, N-S and E-W. The basement depth was estimated at zero at the southern part and about 5187 m at the northern part. Two aquifer systems were characterized, the shallow aquifer of the Wata Formation (Upper Cretaceous) and the deep aquifer of the Malha Formation (Lower Cretaceous). The probability of groundwater occurrence increases towards the central part of the study area to north direction, where the thickness of the sedimentary basin reaches its maximum at the center of the study area. Different trends of faults were interpreted from the geo- electrical cross-sections along two transects. Three patterns of faults were characterized including step faults, graben faults and horst faults. These faults could be indicated on the geo-electrical section by a marked difference in the layers` thicknesses. The magnetic data confirmed the locations of the faults delineated by the electrical resistivity profiles. The outlined faults are trending mainly in NE-SW, NW-SE, NWW-SEE, NEE-SWW and E-W directions. Lineament structures delineation and drainage pattern analysis were evaluated and interpreted from the analysis of remote sensing (RS) data and geographic information system (GIS) technique. The SRTM-DEM (Shuttle Radar Topographic Mission-Digital Elevation Model) was also utilized to automatically identify and extract drainage network. Interpretation and analysis of the inferred lineament structures indicate the presence of a number of main lineament populations that trends: NE-SW, NW-SE, NNW-SSE, NWW-SEE, E-W and N-S. Meanwhile, the interpretation and analysis of drainage pattern network indicate the presence of three main lineament structures that trends: NW-SE, NE-SW and NWW-SEE. Azimuth distribution analysis of both the measured structures and drainage channels shows similar trends, except for very few differences in the prevailing trends. Similarity in orientation of lineament structures, drainage system, and subsurface structural trends were recognized in the area under study. In conclusion, the integration between remote sensing and geophysical data revealed a close matching between the surface st
本研究整合了遥感和地球物理数据,以确定Naqab水库流域的水文条件。本研究的主要目的是识别和解释地下结构及其对地下水流的影响、结构与地下水之间的关系以及该子流域流域管理的最佳方式。地球物理数据,包括地面磁测和一维电阻率测深,有助于识别岩性和划定地下水赋存区域。磁性数据描绘了基岩,有助于表征控制地表特征和约束地下水流动系统的地下结构的几何形状。解释的地下结构元素包括六组走向为NE-SW、NW-SE、NWW-SEE、NEE-WW、N-S和E-W的断层。南部的基底深度估计为零,北部的基底深度约为5187m。表征了两个含水层系统,Wata组(上白垩纪)的浅层含水层和Malha组(下白垩纪)的深层含水层。地下水出现的概率随着研究区中心向北增加,沉积盆地的厚度在研究区中心达到最大值。根据沿两个断面的地电剖面,对断层的不同走向进行了解释。断层分为三种类型:阶状断层、地堑式断层和地垒式断层。这些断层可以通过地层厚度的显著差异在地电剖面上显示出来。磁性数据证实了电阻率剖面所描绘的断层位置。概述的断层主要呈NE-SW、NW-SE、NWW-SEE、NEE-SWW和E-W方向。利用遥感(RS)数据和地理信息系统(GIS)技术对水系结构划分和水系格局分析进行了评价和解释。SRTM-DEM(航天飞机雷达地形任务数字高程模型)也被用于自动识别和提取排水网络。对推断的线理结构的解释和分析表明,存在许多主要的线理种群,这些种群的趋势是:NE-SW、NW-SE、NNW-SSE、NWW-SEE、E-W和N-S。同时,对水系网络的解释和分析表明,存在三种主要的线性构造,其走向为:NW-SE、NE-SW和NWW-SEE。测量结构和排水渠的方位分布分析显示出相似的趋势,只是主要趋势差异很小。在所研究的地区,人们认识到了线性构造、排水系统和地下构造趋势的相似性。总之,遥感和地球物理数据的结合表明,可以验证地表结构线理和地下结构趋势之间的密切匹配。可以确定地表径流和地下水流的首选管道,以及地下水开采的适当位置。
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引用次数: 0
Brittleness index of coal from the Upper Silesian Coal Basin 上西里西亚煤盆地煤的脆性指数
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-03-03 DOI: 10.13168/AGG.2021.0007
Rafał Moska
A growing interest in the field of coal bed methane (CBM) extraction in Poland shows the demand for rock mechanics data, used to design hydraulic fracturing operations. The elastic response of the rock is typically determined by sonic logging calibrated with laboratory tests. This paper presents the laboratory ultrasonic measurements of the core samples, performed to determine the elastic moduli and brittleness index (BI) of the coal. Tests were performed on 20 core plugs from four coal mines located in the central and southern part of the Upper Silesian Coal Basin (USCB), Poland, characterized by varied maceral composition and mineral additives. The samples were cored out in three directions: perpendicular, parallel, and at a 45° angle to the bedding planes, and tested with the given effective pressure. The majority of the samples were saturated by water with a potassium chloride additive (swelling inhibitor). A Pand S-wave velocity upward trend was observed when the mineral content in the samples increased. Elevated velocities in samples of high mineral content resulted in exceeding the Ed to vd limits for coal as proposed in literature. With increased BI, upward trends in the liptinite and inertinite content as well as a downward trend in the vitrinite content were observed. The dynamic elastic moduli of the measured samples were compared to the available literature data. ARTICLE INFO
波兰对煤层气开采领域的兴趣日益增长,这表明对用于设计水力压裂作业的岩石力学数据的需求。岩石的弹性响应通常通过实验室测试校准的声波测井来确定。本文介绍了岩心样品的实验室超声波测量,用于确定煤的弹性模量和脆性指数(BI)。对位于波兰上西里西亚煤盆地(USCB)中部和南部的四个煤矿的20个岩芯塞进行了测试,其特征是不同的显微组分和矿物添加剂。样品在三个方向上取芯:垂直、平行和与层面成45°角,并在给定的有效压力下进行测试。大多数样品被含有氯化钾添加剂(溶胀抑制剂)的水饱和。当样品中矿物含量增加时,观察到Pand S波速度呈上升趋势。高矿物含量样品中的速度升高导致超过了文献中提出的煤的Ed至vd限值。随着BI的增加,观察到脂质组和惰质组含量呈上升趋势,镜质组含量也呈下降趋势。将测量样品的动态弹性模量与现有文献数据进行比较。文章信息
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引用次数: 1
Delineation of structure elements and the basement depth at the Jifara plain NW LIBYA using integration application of potential field dataset 势场数据综合应用在利比亚吉法拉平原构造要素及基底深度圈定
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-02-25 DOI: 10.13168/AGG.2021.0006
Fouzie Trepil
In this study, the analysis of ground gravity data (from the Libyan Petroleum Institute) and aeromagnetic data (from the African Magnetic Mapping Project) are used to delineate the structure elements and basement depth within the Jifara plain, northwest Libya. A high-pass filter and a reduction-to-the-pole (RTP) transformation are applied to the gravity and aeromagnetic data respectively. The Total horizontal gradient and Centre for Exploration Targeting (CET) grid analysis are applied to gravity datasets. Werner deconvolution is applied to the RTP magnetic data. One 2-D forward modelling profile is applied to gravity and magnetic dataset. The results show gravity anomaly highs and magnetic anomaly with different structure trends. Werner deconvolution profile shows a high-density intrusion (about 1.8 km from the surface) within the sedimentary sequence. The intrusion may be the result of the Eocene volcanic activities near the Gharyan region. The 2-D model shows that the basement depth of Jifara plain ranges from 2.8 to 3.0 km. The integration results of the gravity and magnetic dataset reflect various periods of tectonic activities within Jifara plain and the adjacent area.
本研究利用利比亚石油研究所的地面重力数据和非洲磁测项目的航磁数据进行分析,圈定了利比亚西北部吉法拉平原的构造要素和基底深度。对重力和航磁数据分别采用高通滤波和极降变换。将总水平梯度和勘探目标中心(CET)网格分析应用于重力数据集。对RTP磁资料进行了Werner反褶积处理。将一个二维正演剖面应用于重磁数据集。结果表明,重力异常高和磁异常具有不同的构造走向。Werner反褶积剖面显示,在沉积层序内存在高密度侵入体(距地表约1.8 km)。该侵入可能是Gharyan地区附近始新世火山活动的结果。二维模型显示吉发平原基底深度在2.8 ~ 3.0 km之间。重磁数据集的综合结果反映了吉法拉平原及其邻区不同时期的构造活动。
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引用次数: 0
Shear modulus and damping ratio of clay soil under repeated freeze-thaw cycles 冻融循环作用下粘土的剪切模量和阻尼比
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-02-17 DOI: 10.13168/AGG.2021.0005
M. Roustaei
The dynamic properties of soil deposits subjected to dynamic loading, such as the shear modulus G and material damping ratio D, are important parameters in ground response seismic analysis. In seasonally frozen regions, these properties can be significantly affected by microstructural changes that occur during freeze-thaw cycles. The current study evaluated the dynamic properties of clayey soil exposed to freeze-thaw cycles. Dynamic triaxial testing was conducted to determine the influence of mean effective consolidation stress, cyclic stress ratio, loading frequency, and freeze-thaw cycles on G-γ and D-γ curves. Scanning electron microscopy (SEM) was carried out to investigate microstructural changes in the clay soil fabric. The results indicate the freeze-thaw process has an important effect on dynamic properties of the soil. The dynamic shear modulus increases with increasing effective confining pressure, loading frequency, and confining pressure, and decreases with increasing number of freeze-thaw cycles. Development of more voids between clay particles after ice lens formation during these cycles results in an increase in the damping ratio, but this trend decreases with increasing confining pressure. Increasing the loading frequency increases or decreases the damping ratio depending upon the mean effective confining pressure and number of freeze-thaw cycles. ARTICLE INFO
土体在动力荷载作用下的动力特性,如剪切模量G和材料阻尼比D,是地震动分析中的重要参数。在季节性冻结地区,这些特性会受到冻融循环期间发生的微观结构变化的显著影响。本研究评估了冻融循环作用下粘性土的动力特性。通过动三轴试验确定了平均有效固结应力、循环应力比、加载频率和冻融循环次数对G-γ和D-γ曲线的影响。采用扫描电子显微镜(SEM)研究了粘土结构的微观结构变化。结果表明,冻融过程对土壤的动力特性有重要影响。动剪切模量随有效围压、加载频率和围压的增加而增大,随冻融循环次数的增加而减小。在这些循环过程中,冰透镜形成后粘土颗粒之间的空隙增多,导致阻尼比增大,但这种趋势随着围压的增加而减小。增加加载频率会使阻尼比增大或减小,这取决于平均有效围压和冻融循环次数。条信息
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引用次数: 6
Studying the effect of geometrical nail layout on the performance of soil-nailed walls: Physical and numerical modeling 几何钉布置对土钉墙性能影响的研究:物理与数值模拟
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-02-12 DOI: 10.13168/AGG.2021.0003
M. Sabermahani
Soil nailing is a reliable method of stabilising earth and rock slopes, but the geometrical layout of soil nails has not been well studied. The current research examined the effect of the geometrical layout of soil nails using analytical and physical modelling. The results of limit equilibrium analysis for different nail layouts are presented. The target gravity level was 50 g for centrifuge models and all models had a safety factor of 1.35 at this level. The parameters studied were base nail length, angle of nail tail extension, horizontal spacing of nails, and nail density. The limit equilibrium results showed that, when longer nails were used, the nail density could be decreased. The results of centrifuge modelling confirmed that different layouts at a similar safety factor did not show similar levels of displacement. Also, nail density was the most influential parameter affecting soil-nailed wall performance. An empirical relationship was observed between displacements of the wall crest and nail density. An interesting similarity was observed between the predicted slip surface and the slip surface that formed during physical modelling. ARTICLE INFO
土钉支护是一种稳定土石边坡的可靠方法,但土钉的几何布局尚未得到很好的研究。目前的研究使用分析和物理模型检验了土钉几何布局的影响。给出了不同钉子布局的极限平衡分析结果。离心机型号的目标重力水平为50 g,所有型号在该水平下的安全系数均为1.35。研究的参数包括基钉长度、钉尾延伸角度、钉的水平间距和钉密度。极限平衡结果表明,当使用较长的钉子时,钉子密度可以降低。离心机建模的结果证实,在相似的安全系数下,不同的布局并没有显示出相似的位移水平。钉密度是影响土钉墙性能的最大参数。观察到墙顶位移和钉子密度之间存在经验关系。在预测滑面和物理建模过程中形成的滑面之间观察到了有趣的相似性。文章信息
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引用次数: 1
Application of the multi potential geophysical techniques for groundwater evaluation in a part of Central Sinai Peninsula_ Egypt 多电位地球物理技术在西奈半岛中部地区地下水评价中的应用
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-02-12 DOI: 10.13168/AGG.2021.0004
Hussain Tawfik El-Badrawy
This study highlights the groundwater evaluation of the Nubian sandstone aquifers regarding assessing the main structural elements, trends, and depth to the basement rocks that control the groundwater aquifers in Egypt's central Sinai area. Gravity and magnetic data were analyzed using different techniques, such as wavenumber filtering, least-squares separation techniques, and tilt derivatives. Euler deconvolution with different structural indexes (SI), power spectrum analyses, 3-D crustal modeling. The deep-seated structures affecting the study area, and the basement depth, which range between 1170 and 4590 m., have been utilized. The main structural trends affecting the study area were delineated to control the groundwater aquifer's regional geometry. Moreover, it was found that the NorthWest-SouthEast trend direction – Suez Gulf trend – was caused by primary shear, and the NorthEast-SouthWest trend direction – Aqaba Gulf trend – was caused by the secondary shear. The direction of each trend's lateral movement was to the right and the left, respectively. Meanwhile, the geoelectrical resistivity measurements were also utilized to determine the ground water-bearing formations using eighteen deep vertical electrical soundings (VES) stations. The results revealed the depth to the uppermost part of the Nubian sandstone aquifer ranging between 598 and 1106 m; the combination of the depth to the uppermost part of the Nubian aquifer, the depth of the basement relief map revealed that the aquifer thickness varies from 430 to 3750 m, and the resistivity values ranging between 22 and 214 Ω.m. ARTICLE INFO
本研究强调了努比亚砂岩含水层的地下水评估,评估了控制埃及西奈中部地区地下水含水层的主要结构元素、趋势和基岩深度。重力和磁力数据使用不同的技术进行分析,如波数滤波、最小二乘分离技术和倾斜导数。不同结构指数的欧拉反褶积,功率谱分析,三维地壳建模。已经利用了影响研究区域的深层结构,以及范围在1170至4590 m之间的基底深度。划定了影响研究区域的主要结构趋势,以控制地下水含水层的区域几何形状。此外,还发现西北-东南走向——苏伊士湾走向——是由初级剪切引起的,东北-西南走向——亚喀巴湾走向——则是由次级剪切引起的。每个趋势的横向运动方向分别是向右和向左。同时,还利用地电阻率测量,使用18个深垂直电测深站确定了地下水地层。结果显示,努比亚砂岩含水层最上部的深度在598米至1106米之间;努比亚含水层最上部的深度和基底地形图的深度相结合,表明含水层厚度在430至3750 m之间,电阻率值在22至214Ω.m之间。文章信息
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引用次数: 4
Landslide detection and susceptibility mapping using geological and remote sensing data: A case study of Azad Kashmir, NW Sub-Himalayas 利用地质和遥感数据进行滑坡探测和易发性测绘:以喜马拉雅山脉西北部阿扎德克什米尔为例
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-01-19 DOI: 10.13168/AGG.2021.0002
M. Zeeshan
Azad Kashmir has undergone sever landslide episodes in the past. The main reasons behind the occurrence of landslides in this area are heavy rainfall, weak geological strata, seismic zones and active faults. Several episodes of roads blockage due to landslide is one of the major problem in this area, therefore, this study is carried out for landslide susceptibility analysis along the roads of Kotli to Trar Khel, Azad Kashmir, NW Sub-Himalayas. Geographic information system (GIS) is used to interpret remote sensing, geological strata and topographical data. Total ten anthropogenic and physical factors (aspects, fault, lithology, drainage density, curvature, distance to roads, landuse landcover, slope, seismic and elevation) were examined by Multi-criteria Decision Analysis (MCDA) technique. The thematic layers of all factors were prepared for the preparation of the final susceptibility map by using a weighted overlay method (WOM). The susceptibility map classified the study area into four susceptible classes of low, moderate, high and very high. The spatial analysis and result outcomes depicted that active faults, slope gradient and landuse landcover may facilitate landslide phenomena. The results were verified by landslide density analyses (LDA), receiver operator characteristics (ROC) and area under curve (AUC) with predictive accuracy of 77 % that is rated as satisfactory by many researchers.
阿扎德克什米尔地区过去曾发生过严重的滑坡事件。该地区发生滑坡的主要原因是强降雨、软弱地质层、地震带和活动断层。由于滑坡导致的几次道路堵塞是该地区的主要问题之一,因此,本研究针对Kotli至Trar Khel、Azad Kashmir、西北亚喜马拉雅山脉的道路进行了滑坡敏感性分析。地理信息系统用于解释遥感、地质地层和地形数据。采用多准则决策分析(MCDA)技术对10个人为和物理因素(断层、岩性、排水密度、曲率、道路距离、土地利用、坡度、地震和海拔)进行了研究。使用加权叠加法(WOM)为编制最终易感性图准备了所有因素的主题层。易感性地图将研究区域分为四个易感类别,即低、中、高和极高。空间分析和结果表明,活动断层、坡度和土地利用土地覆盖可能促进滑坡现象。滑坡密度分析(LDA)、受试者特征(ROC)和曲线下面积(AUC)验证了这一结果,预测准确率为77%,许多研究人员认为这是令人满意的。
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引用次数: 1
Geoid undulation prediction using Gaussian Processes Regression: A case study in a local region in Turkey 利用高斯过程回归预测大地水准面波动:土耳其局部地区的案例研究
IF 0.9 4区 地球科学 Q4 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2021-01-14 DOI: 10.13168/AGG.2021.0001
B. Konakoglu
In order to convert ellipsoidal heights obtained by the Global Navigation Satellite System (GNSS) to orthometric heights, it is necessary to know the distance between the ellipsoidal and geoid surface, called the geoid undulation. The geoid undulation can be predicted using emerging mathematics tools and algorithms. The objective of this study was to develop a model for predicting the geoid undulation using Gaussian Process Regression (GPR), one of the soft machine learning algorithms having different covariance functions. This method was then compared with the radial basis function neural network (RBFNN), generalized regression neural network (GRNN), and the interpolation method of inverse distance to a power (IDP) with the power of 1, 2, 3, 4, and 5. First, 70 % of GNSS/leveling data (422 points) were used in the training phase. The remaining 185 points were used as testing data to check the effectiveness of the constructed model. In the GPR modeling, ten covariance functions (Materniso d= 1, 3, 5; Maternard d= 1, 3, 5; SEiso; SEard; RQiso; and RQard) were tested for prediction on this dataset. The GPR based on the Materniso (d = 1) covariance function model was introduced as an effective method for predicting geoid undulation and provided the best results (RMSE = 8.32 cm, MAE = 5.51 cm, R2 = 0.98968) when compared with the other developed GPR models. In addition, the statistical findings showed that the accuracy of all the GPR models was also better in predicting geoid undulation than the RBFNN, GRNN, and IDP with the power of 1, 2, 3, 4, and 5. ARTICLE INFO
为了将全球导航卫星系统(GNSS)获得的椭球面高度转换为正等高,需要知道椭球面与大地水准面之间的距离,称为大地水准面波动。大地水准面起伏可以用新兴的数学工具和算法来预测。本研究的目的是建立一个利用高斯过程回归(GPR)预测大地水准面波动的模型,高斯过程回归是一种具有不同协方差函数的软机器学习算法。将该方法与径向基函数神经网络(RBFNN)、广义回归神经网络(GRNN)以及1、2、3、4、5次幂的距离逆幂插值方法(IDP)进行比较。首先,在训练阶段使用了70%的GNSS/水准数据(422个点)。剩余的185个点作为检验数据,检验所构建模型的有效性。在GPR建模中,10个协方差函数(Materniso d= 1,3,5;母亲d= 1,3,5;清洁;SEard;RQiso;和RQard)在该数据集上进行了预测测试。采用Materniso (d = 1)协方差函数模型预测大地水准面波动是一种有效的方法,与已有的GPR模型相比,RMSE = 8.32 cm, MAE = 5.51 cm, R2 = 0.98968。此外,统计结果表明,所有GPR模型在预测大地水准面波动方面的精度也优于RBFNN、GRNN和IDP(1、2、3、4、5次幂)。条信息
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引用次数: 2
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Acta Geodynamica et Geomaterialia
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