Generating soil thickness maps by means of geomorphological-empirical approach and random forest algorithm in Wanzhou County,Three Gorges Reservoir     

《地学前缘(英文版)》2023,14(2):101514

Soil thickness, intended as depth to bedrock, is a key input parameter for many environmental models. Nevertheless, it is often difficult to obtain a reliable spatially exhaustive soil thickness map in wide-area applications, and existing prediction models have been extensively applied only to test sites with shallow soil depths. This study addresses this limitation by showing the results of an application to a section of Wanzhou County (Three Gorges Reservoir Area, China), where soil thickness varies from 0 to ～40 m. Two different approaches were used to derive soil thickness maps: a modified version of the geomorphologically indexed soil thickness (GIST) model, purposely customized to better account for the peculiar setting of the test site, and a regression performed with a machine learning algorithm, i.e., the random forest, combined with the geomorphological parameters of GIST (GIST-RF). Additionally, the errors of the two models were quantified, and validation with geophysical data was carried out. The results showed that the GIST model could not fully contend with the high spatial variability of soil thickness in the study area: the mean absolute error was 10.68 m with the root-mean-square error (RMSE) of 12.61 m, and the frequency distribution residuals showed a tendency toward underestimation. In contrast, GIST-RF returned a better performance with the mean absolute error of 3.52 m and RMSE of 4.56 m. The derived soil thickness map could be considered a critical fundamental input parameter for further analyses.  相似文献   

东北黑土区黑土层厚度的时空变化     

刘凯  魏明辉  戴慧敏  刘国栋  贾树海  宋运红  梁帅 《地质与资源》2022,31(3):434

黑土层厚度是评价东北黑土区土壤质量的重要参数,但其厚度的空间分布及多年变化情况仍然不够明确.针对东北黑土区第二次土壤普查的61处典型土壤剖面进行了现状实地调查,并对黑土层厚度变化进行了对比分析.结果表明:近40年来,东北黑土区黑土层厚度平均减少了12cm,平均减薄速度为0.32cm/a.四省(区)黑土层减薄厚度具有显著差异,表现为吉林(23.65cm)>辽宁(11.83cm)>内蒙古(10.33cm)>黑龙江(6.83cm).吉林省黑土层减薄厚度和比例最大,生态风险最为严峻.吉林省黑土层厚度变化值与气温升高值呈显著的负相关关系,表明随着气候变暖,土壤有机质下降明显,黑土层的厚度也呈减薄趋势.研究表明,水蚀作用也是黑土层厚度减薄的重要影响因素.未来应加强黑土层厚度判定和黑土层厚度空间制图等方面研究,对指导黑土地保护利用具有重要意义.  相似文献   

甘肃花草滩煤矿区沉积相演化与内部构造的地质意义探讨   总被引：1，自引：0，他引：1  

邹志友  谢金梅  张立凡  刘超 《矿产与地质》2015,(3)

花草滩煤矿区地处北祁连褶皱带中段北侧,酒东盆地东端。古生界和中生界地层在区内发育较完整,其中石炭系太原组为含煤地层。经二、三维地震勘探、钻探等工作证实矿床总体上受单斜构造控制。石炭纪中期盆地呈逐渐上升趋势,沉积相演化经历了由海相逐渐过渡到海陆交汇相,再到陆相沉积的阶段。F5和F8断层具顺层断裂特征,破坏煤层的连续性,在一定程度上控制了瓦斯突出区的分带,可作为煤矿瓦斯含量高低的分界标志。  相似文献   

松软地层防渗灌浆帷幕结构性状实验研究     

张贵金  潘烨  彭春雷  陈安重  杨松林 《工程地质学报》2015,23(3):526-532

松软地层透水率较大,防渗灌浆工程吃浆量相对较大,浆液扩散极不规则,形成的防渗帷幕,包括防渗幕体厚度、力学性能、防渗效果等结构性状难以准确把握,现有的方法和技术主要采用压水试验、标贯、钻孔取心、物探等方法获取相关信息,但带有极大的不确定性,直接影响到防渗质量的评价。在现场进行多工况灌浆原型试验研究,通过注水试验、孔斜测定、取心测试、全断面开挖等多种方法,真实呈现防渗幕体的性状,包括幕体有效厚度及其影响范围、幕体强度性能和渗透性能。结果表明,在松软地层采用浆体封闭、脉动灌浆控制灌浆工艺,孔距1.5m,两排排距0.8m,并采用适宜的灌浆控制参数灌注可控性黏土水泥浆材,简便高效,孔周挤密区、结石体及胶结体形成的有效幕体均一性好,防渗效果达到5lu以下,灌后28d结石体强度达到3MPa以上。灌浆工艺和参数可直接供类似地层应用。对于不同类型地层在不同灌浆材料、灌浆工艺、灌浆参数情形下的灌浆结构性状,有必要研发物理模型进行大样本室内试验研究。  相似文献   

黄河海港动力地貌条件的初步探讨   总被引：5，自引：0，他引：5  

耿秀山  吴世迎 《地理学报》1988,(4)

在黄河海港选址及未来预测中,作者通过海岸动力、悬沙分布、粒度特征、地形对比研究法等分析,获得了黄河口迁离黄河海港附近8年后的海底蚀淤厚度、侵蚀与淤积速率、净余侵蚀总重量、泥沙活动带的活动规律与海岸剖面塑造及其演变的关系,从而为黄河海港的设置与工程布局提供了科学依据。  相似文献   

Lithosphere mechanical behavior inferred from tidal gravity anomalies: a comparison of Africa and South America     

Marta S.M. Mantovani  Wladimir Shukowsky  Silvio R.C. de Freitas  Benjamim B. Brito Neves 《Earth and Planetary Science Letters》2005,230(3-4):397-412

  相似文献   

Lithospheric thermal structure in the Baltic shield   总被引：1，自引：0，他引：1  

V. Pasquale  M. Verdoya  P. Chiozzi 《Geophysical Journal International》1991,106(3):611-620

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Constraints from Moho geometry and crustal thickness on the geodynamic origin of the Vrancea Seismogenic Zone (Romania)     

Dana M. Mucuta  Camelia C. Knapp  James H. Knapp 《Tectonophysics》2006,420(1-2):23

Reprocessing of industry deep seismic reflection data (Ramnicu Sarat and Braila profiles) from the SE Carpathian foreland of Romania provides important new constraints on geodynamic models for the origin of the intermediate depth Vrancea Seismogenic Zone (VSZ). Mantle (70–200 km) earthquakes of the VSZ are characterized by high magnitudes (greater than 6.5), frequent occurrence rates (approximately 25 years), and confinement in a very narrow (30 × 70 × 200 km³) near vertical zone atypical for a Wadati–Benioff plane, located in front of the orogen. These two deep (20 s) seismic reflection profiles (70 km length across the foreland) reveal (1) a high-amplitude, gently east-dipping reflection across most of the section from what we interpret to be the Moho at  15 s (40–42 km) on the Ramnicu Sarat line to  16 s (47–48 km) on the Braila line, (2) a thick sedimentary cover increasing in thickness from east (1 s;  800 m) to west (7.5 s; 14 km), (3) an eastward increase in crustal thickness from 38 km (near VSZ) to  45 km, (4) seismic and topographic evidence for a newly imaged, possibly seismically active basement fault with a surface offset of 30 m observed on the Ramnicu Sarat line, (5) a lack of notable west-dipping structures in the crust and across the Moho, and (6) variable displacements on Peceneaga–Camena Fault of  5 km at Moho and  200 m at the basement–sedimentary cover contact.These observations appear to argue against recent models for west-dipping subduction of oceanic lithosphere at or in the vicinity of the Vrancea Seismogenic Zone given the lack of west-dipping fabrics in the lower crust and across the crust–mantle boundary. Consequently, one possible explanation for the geodynamic origin of VSZ could be partial delamination of the continental lithosphere in an intra-plate setting along a sub-horizontal lithospheric interface in the Carpathian hinterland that likely involves remnant lithospheric coupling between the crust and uppermost mantle in the foreland.  相似文献   

利用掩星资料分析东亚地区云厚的分布特征     

韩丁  严卫  陆文  李栋 《武汉大学学报(信息科学版)》2012,37(8):967-971

利用2007年1月至2009年1月COSMIC掩星湿空气数据,基于相对湿度廓线出入云层时发生突变反演云边界高度的思想,统计分析了东亚地区云厚的分布特征。结果表明,掩星最低探测高度集中在3km以下,主要影响部分中云和低云云厚的反演。云发生概率沿纬度和经度方向呈现不同的分布特征,各类云概率随高度也有不同的变化规律。东亚地区所有云的平均厚度为1.78km,其中单层云和顶层云分布相似,双层云与其他云层的地理差异不大,单层云在春秋季分布相对均匀,而在夏冬季差异较大。夏季和冬季顶层云云顶高与云厚的二维频率分布各异,主要在于夏季有更多云体较厚且位于对流层上部的高云存在。  相似文献   

基于美国AMF寿县观测的云特性研究   总被引：2，自引：0，他引：2  

邱玉琚  杨会文  倪婷  方凯  汪才军 《南京气象学院学报》2012,35(1):80-86

美国能源部大气辐射观测计划移动观测ARMAMF（atmospheric radiation measurement mobile facility）2008年首次在我国寿县开展综合观测,为研究云特性提供了很好的资料平台。本文在此次云雷达等观测资料基础上,研究了寿县秋末冬初云高、云厚、云量及其辐射特性,结果发现,寿县有76．3％的观测日有云出现,54．0％的观测时间有云覆盖,中云（以下简称M云）和高云（以下简称H云）出现频率占全部云系的76．7％,天气系统对寿县云系形成有较大影响;云底高度大于3km的降水性云（以下简称P云）出现频率占全部P云的67．7％,是云底高度小于3kmP云的5．3倍,发生在下午的降水占全部P云的47．8％,气溶胶可能对P云的这种分布有较大影响;云和气溶胶减少地面短波辐射的日均值达一99．1W／m。,其中气溶胶减少约占25．1％。不同高度和厚度云对地面辐射通量的影响有较大差异,P云产生最大的冷却效应（一201．9W／m。）,厚度小于2km的H云对地面辐射通量的减少量最少（一32．9w／m。）。另外,用地面单点云辐射观测与中分辨率成像光谱仪MODIS（moderate resolution imaging spectroradiometer）资料估计结果对比发现,两种资料有较大差异,差异可达-1．9～-36．9W／m。  相似文献