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Landslide recognition using SVM, Random Forest, and Maximum Likelihood classifiers on high-resolution satellite images: A case study of Itaóca, southeastern Brazil 在高分辨率卫星图像上使用支持向量机、随机森林和最大似然分类器进行滑坡识别:以巴西东南部Itaóca为例
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120200105
H. C. Dias, L. Sandre, Diego Alejandro Satizábal Alarcón, C. Grohmann, J. A. Quintanilha
Landslide identification is important for understanding their conditioning factors, and for constructing susceptibility, risk, and vulnerability maps. In remote sensing this can be accomplished manually or through classifiers. This study compares three image classifiers (Maximum Likelihood, Random Forest, and Support Vector Machines (SVM)) used in identifying landslides in Itaóca (São Paulo, Brazil). Two datasets were used: a RapidEye-5 (5 m) image and a Shuttle Radar Topography Mission (SRTM) digital elevation model (DEM) (12.5 m). Seven pixel-based classifications were produced, two for each classifier and a binary class that identified only landslides and non-landslides. One classification contained five spectral bands (5B), while the other contained six bands (6B) and included the slope derived from the DEM. The results were validated using Kappa index and F1 score. The SVM 6B classification achieved the best results among the validation indices used herein. It identified a landslide area of 399,325 m². The results contribute to landslide mapping in tropical environments using pixel-based classifiers. However, although the SVM classification was successful, only landslides with larger areas were captured by the algorithms, con-firming the importance of conducting further analyses using images with finer spatial resolution.
滑坡识别对于了解其制约因素,以及构建易感性、风险和脆弱性地图具有重要意义。在遥感中,这可以手动完成或通过分类器完成。本研究比较了用于识别Itaóca(巴西圣保罗)滑坡的三种图像分类器(最大似然、随机森林和支持向量机(SVM))。使用了两个数据集:RapidEye-5(5米)图像和航天飞机雷达地形任务(SRTM)数字高程模型(DEM)(12.5米)。生成了7个基于像素的分类,每个分类器两个,一个二元分类仅识别滑坡和非滑坡。一种分类包含5个光谱波段(5B),另一种分类包含6个光谱波段(6B),并包含从DEM得到的坡度。利用Kappa指数和F1评分对结果进行验证。在本文使用的验证指标中,SVM 6B分类效果最好。确定滑坡面积为39.9325万平方米。结果有助于使用基于像素的分类器在热带环境中进行滑坡制图。然而,尽管SVM分类是成功的,但算法只捕获了面积较大的滑坡,这证实了使用更精细的空间分辨率图像进行进一步分析的重要性。
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引用次数: 7
Origin and metamorphism of graphite from Formiga, Minas Gerais (Brazil) 巴西米纳斯吉拉斯州Formiga地区石墨的成因及变质作用
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120200083
Luiza Carneiro de Rezende, A. O. Chaves, S. L. Ramos
During the Paleoproterozoic Era, the Brazilian cratons experienced orogenic events that modified the archean basement and sedimentary successions. In the southern São Francisco Craton, it can be recognized evidence of an orogenic event that happened between Rhyacian and Orosirian periods. It is related to the closure of an oceanic basin at this time, which led to the collision between the Archean Divinópolis and Campo Belo metamorphic complexes. Graphite schist occurs close to the cities of Formiga and Itapecerica (Minas Gerais), located between these complexes. To contribute to the understanding of the origin and metamorphism of the graphite from Formiga, petrographic studies, X-ray diffraction (XRD) and Raman spectroscopy analyses have been done. XRD and Raman methods revealed that the temperatures record-ed by graphite are around 460°C. However, Raman data showed that the crystallite sizes correspond to higher metamorphic grade conditions (amphibolite to granulite facies). Temperatures of 460°C are probably associated with hydrothermal processes along faults in post-collisional stage. The presence of todorokite, a mineral typical of deep-sea Mn nodules formed by microorganisms, in association with graphite from Formiga, suggests a biogenic origin for the graphite occurrence.
在古元古代,巴西克拉通经历了造山活动,改变了太古宙基底和沉积序列。在圣弗朗西斯科克拉通南部,它可以被认为是发生在利亚纪和奥罗纪之间的造山事件的证据。这与当时一个海洋盆地的关闭有关,这导致了太古代Divinópolis和Campo Belo变质杂岩之间的碰撞。石墨片岩发生在Formiga和Itapecerica (Minas Gerais)城市附近,位于这些复合体之间。为进一步了解Formiga石墨的成因和变质作用,对其进行了岩相学、x射线衍射(XRD)和拉曼光谱分析。XRD和Raman方法表明,石墨记录的温度约为460℃。然而,拉曼数据显示,晶体尺寸对应于较高变质等级的条件(角闪岩相到麻粒岩相)。460°C的温度可能与后碰撞阶段沿断层的热液作用有关。todorokite(一种由微生物形成的深海锰结核的典型矿物)的存在与Formiga的石墨有关,表明石墨的生物成因。
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引用次数: 1
Evidence of Paleoproterozoic phosphogenesis in the Salvador-Curaçá Orogen (Tanque Novo-Ipirá Complex), northeastern São Francisco Craton, Brazil 巴西<s:1>弗朗西斯科克拉通东北部萨尔瓦多-库拉<s:1>造山带(Tanque novo - ipir<e:1>杂岩)古元古代磷化作用的证据
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120190137
Tatiana Silva Ribeiro, A. Misi, Luís Rodrigues Oliveira, J. H. S. Sá, D. Debruyne, Ib Silva Câmara
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引用次数: 1
Mineral chemistry and genetic implications of garnet from the São João del Rei Pegmatitic Province, Minas Gerais, Brazil 巴西米纳斯吉拉斯州<s:1> o jo<e:1> o del Rei伟晶岩省石榴石矿物化学及成因意义
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120190136
Sarah Siqueira da Cruz Guimarães Sousa, C. Ávila, R. Neumann, F. Faulstich, F. Alves, Taís Proença Cidade, V. Silva
The pegmatites of the São João del Rei Pegmatitic Province are related to the Siderian protoliths of the Cassiterita and Resende Costa orthogneisses and to the Ritápolis metagranitoid of Ryacian age. Chemical analysis of garnet from twelve pegmatites reveal two different types of grains, which were found in the same pegmatitic body in six of these samples. One garnet type has almandine-spessartine composition (Sps 11.7-58.8 Alm 36.8-86.5 Prp 0.1-4.1 Grs 0.0-1.4 Adr 0.0-2.6 ), grains with orange and pink tones, and scarce mineral inclusions. These garnet grains may have been formed at the magmatic stage of pegmatite crystallization. The composition of these grains plot exclusively on the Alm-Sps axis at the Prp+Grs+Adr+Uvr × Alm × Sps diagram, as expected from garnet crystallized in pegmatites, and an expansion of the field associated to pegmatites is proposed. The second type has a distinct chemical composition (Sps 26.9-84.8 Alm 3.6-40.0 Prp 0.0-10.4 Grs 9.3-45.6 Adr 0.1-3.4 ), displaying enrichment in Ca. This Ca-enriched garnet has irregular shaped colourless grains and abundant mineral inclusions. These grains may have been formed by Ca-metasomatism during the late-stage crystallization of the pegmatites.
o jo o del Rei伟晶岩省的伟晶岩与Cassiterita和Resende Costa正长岩的Siderian原岩和Ryacian时代的Ritápolis变花岗岩有关。对12个伟晶岩中石榴石的化学分析显示,其中6个样品在同一伟晶岩体中发现了两种不同类型的石榴石颗粒。一种石榴石类型具有铝石榴石组成(Sps 11.7-58.8 Alm 36.8-86.5 Prp 0.1-4.1 Grs 0.0-1.4 Adr 0.0-2.6),颗粒呈橙色和粉红色,矿物包裹体稀少。这些石榴石颗粒可能形成于伟晶岩结晶的岩浆阶段。在Prp+Grs+Adr+Uvr × Alm × Sps图上,这些颗粒的组成完全在Alm-Sps轴上,正如在伟晶岩中结晶的石榴石所期望的那样,并且提出了与伟晶岩相关的场的扩展。第二种类型的石榴石具有独特的化学成分(Sps 26.9-84.8 Alm 3.6-40.0 Prp 0.0-10.4 Grs 9.3-45.6 Adr 0.1-3.4),富含Ca。该富Ca石榴石具有不规则的无色晶粒和丰富的矿物包裹体。这些颗粒可能是伟晶岩结晶后期的钙交代作用形成的。
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引用次数: 2
Accretionary models for the Neoproterozoic evolution of the Borborema Province: advances and open questions borborrema省新元古代演化的增生模式:进展与悬而未决的问题
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120200104
Lauro Santos, F. Caxito
The current knowledge on the accretionary evolution of the Borborema Province is evaluated considering recently published data and inter-pretations. Early to late Neoproterozoic eclogite, ophiolite, and magmatic arc remnants have been documented and point to oceanic crust consumption. Isotopic contrasts as well as geophysical anomalies across the major domain boundaries are suggestive of collisional sutures and a speculative model of terrane accretion is presented here. On the other hand, the lack of concise evidence for some of the proposed deep-seated structures as well as putative lithospheric continuity in both sides of it suggest reworking of previously continuous lithosphere through intracontinental deformation in localized sectors of the province interior. It is patent that one model does not preclude the other and available evidence so far has triggered the emergence of conciliatory proposals for the Neoporterozoic history the Borborema Province.
考虑到最近公布的数据和解释,目前对Borborema省增生演化的知识进行了评估。新元古代早期至晚期的榴辉岩、蛇绿岩和岩浆弧遗迹已被记录,并指向海洋地壳的消耗。同位素对比以及主要区域边界上的地球物理异常提示了碰撞缝合线的存在,本文提出了一个推测的地表增生模型。另一方面,对于某些提出的深部构造以及假定的两侧岩石圈连续性缺乏简明的证据表明,在该省内部局部地区,通过陆内变形对先前连续的岩石圈进行了改造。很明显,一种模式并不排除另一种模式,到目前为止,现有的证据已经引发了关于borborrema省新古宙历史的和解提议的出现。
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引用次数: 13
Deformation mechanisms, mineral chemistry and zircon U-Pb geochronological constraints in the south Patos shear zone: implications for the crustal evolution of the Borborema Province, NE Brazil 南Patos剪切带的变形机制、矿物化学和锆石U-Pb年代学约束:对巴西东北部borborrema省地壳演化的启示
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120210048
Carolina Peixoto de Souza, Luís Gustavo Ferreira Viegas, Lauro Santos
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引用次数: 4
Sequence stratigraphy of clastic and carbonate successions: applications for exploration and production of natural resources 碎屑和碳酸盐岩层序地层学:在自然资源勘探和生产中的应用
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120210014
A. Magalhães, D. G. C. Fragoso, G. Gabaglia, G. J. S. Terra, A. H. Melo, P. R. O. Andrade, F. Guadagnin, F. P. Lima-Filho
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引用次数: 3
Age and petrogenesis of the beryl-bearing granitic magmatism of the Velasco Pegmatite District, Pampeana Province, NW Argentina 阿根廷西北部潘皮亚纳省Velasco伟晶岩区含绿柱石花岗质岩浆活动的年龄和岩石成因
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120210030
F. Sardi, Silvana Marangone, J. M. Fuenlabrada
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引用次数: 0
Provenance study of Phanerozoic rocks from the Cordillera Real of Bolivia 玻利维亚科迪勒拉雷亚尔显生宙岩石物源研究
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120210036
A. R. Iriarte, U. Cordani, M. Basei
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引用次数: 1
Field availability and mobility of metals in Ferralsols developed on ultramafic rock of Niquelândia, Brazil 在巴西niquel<s:1>印度超基性岩石上开发的Ferralsols金属的现场可用性和流动性
IF 1.4 4区 地球科学 Q2 Earth and Planetary Sciences Pub Date : 2021-01-01 DOI: 10.1590/2317-4889202120200092
J. Garnier, C. Quantin, S. Raous, E. Guimarães, T. Becquer
Ultramafic (UM) rocks are defined as igneous rocks that contain more than 90% of mafic minerals. Soils derived from ultramafic rock are generally nutrient-deficient and have concomitant high concentrations of potentially phytotoxic trace elements (Ni, Cr, Co, Mn). Consequently, to assess the dynamics of nutrients and metals in the ultramafic complex of Niquelândia (Brazil), soil solutions have been sampled in soils characterized by high Cr(VI) availability. The metal contents in surficial water have also been analyzed to investigate the metals’ leaching and mobility. Soil solutions featured low nutrient contents, a large Ca:Mg imbalance, and high Ni and Cr concentrations. Chromium was present in its toxic dissolved form (Cr(VI)) in the soil and surficial solutions. Metals concentrations were often above the toxic limit for biota and were therefore able to affect soil functioning. Ni behavior in the topsoil appeared to be primarily controlled by organic matter, while Cr was more likely to be released from Fe-oxides by anionic exchange. This result agreed with the Cr(VI) lability assessed using isotopic exchange kinetics in a companion study. In these serpentinic tropical soils, the highly leached Fe-oxide horizons appear to play a large role in the sequestration and diffuse leaching of labile Cr(VI) and Ni, respectively, in the deeper part of soil profiles and the topsoil. At the catchment scale, surficial solutions results suggest that metals may be exported to surrounding ecosystems that are not adapted to these metals.
超镁铁质(UM)岩石被定义为含有90%以上镁铁质矿物的火成岩。来自超镁质岩石的土壤通常缺乏营养,并伴有高浓度的潜在植物毒性微量元素(Ni, Cr, Co, Mn)。因此,为了评估niquel印度(巴西)超镁铁复合体中营养物质和金属的动态,在具有高Cr(VI)有效性的土壤中对土壤溶液进行了采样。分析了地表水中金属的含量,探讨了金属的淋溶和迁移。土壤溶液具有养分含量低、Ca:Mg失衡大、Ni和Cr浓度高的特点。铬以其有毒的溶解形式(Cr(VI))存在于土壤和地表溶液中。金属浓度往往超过生物群的有毒限度,因此能够影响土壤功能。表层土壤中Ni的行为主要受有机质控制,而Cr更可能通过阴离子交换从铁氧化物中释放出来。这一结果与一项伴随研究中使用同位素交换动力学评估的Cr(VI)不稳定性一致。在这些蛇形热带土壤中,高浸出的氧化铁层分别在土壤剖面的深层和表层土壤中对活性Cr(VI)和Ni的固存和扩散浸出发挥了重要作用。在流域尺度上,表面解决方案的结果表明,金属可能会出口到周围不适应这些金属的生态系统。
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引用次数: 2
期刊
Brazilian Journal of Geology
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