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Neural Network-Based Climate Prediction for the 21st Century Using the Finnish Multi-Millennial Tree-Ring Chronology 利用芬兰多千年树环年表进行基于神经网络的 21 世纪气候预测
Pub Date : 2024-08-08 DOI: 10.3390/geosciences14080212
E. Kasatkina, O. Shumilov, M. Timonen
The sun’s activity role in climate change has become a topic of debate. According to data from the IPCC, the global average temperature has shown an increasing trend since 1850, with an average increase of 0.06 °C/decade. Our analysis of summer temperature records from five weather stations in northern Fennoscandia (65°–70.4° N) revealed an increasing trend, with a range of 0.09 °C/decade to 0.15 °C/decade. However, due to the short duration of instrumental records, it is not possible to accurately assess and predict climate changes on centennial and millennial timescales. In this study, we used the Finnish super-long (~7600 years) tree-ring chronology to create a climate prediction for the 21st century. We applied a method that combines a long short-term memory (LSTM) neural network with the continuous wavelet transform and wavelet filtering in order to make climate change predictions. This approach revealed a significant decrease in tree-ring growth over the near term (2063–2073). The predicted decrease in tree-ring growth (and regional temperature) is thought to be a result of a new grand solar minimum, which may lead to Little Ice Age-like climatic conditions. This result is significant for understanding current climate processes and assessing potential environmental and socio-economic risks on a global and regional level, including in the area of the Arctic shipping routes.
太阳活动在气候变化中的作用已成为一个争论不休的话题。根据政府间气候变化专门委员会(IPCC)的数据,全球平均气温自 1850 年以来呈上升趋势,平均每十年上升 0.06 °C。我们对芬诺斯坎迪亚北部(北纬 65°-70.4°)五个气象站的夏季气温记录进行了分析,结果显示气温呈上升趋势,上升幅度为 0.09 ℃/十年至 0.15 ℃/十年。然而,由于仪器记录的持续时间较短,因此无法准确评估和预测百年和千年时间尺度上的气候变化。在这项研究中,我们利用芬兰超长(约7600年)树环年表对21世纪的气候进行了预测。我们采用了一种将长短期记忆(LSTM)神经网络与连续小波变换和小波滤波相结合的方法来预测气候变化。这种方法揭示了近期(2063-2073 年)树环生长的显著下降。预测的树环生长(和区域温度)下降被认为是新的大太阳最低点的结果,这可能会导致类似小冰河时期的气候条件。这一结果对于了解当前的气候过程以及评估全球和区域一级(包括北极航道地区)潜在的环境和社会经济风险具有重要意义。
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引用次数: 0
The Perspective of Using Neural Networks and Machine Learning Algorithms for Modelling and Forecasting the Quality Parameters of Coking Coal—A Case Study 使用神经网络和机器学习算法对炼焦煤质量参数进行建模和预测的视角--案例研究
Pub Date : 2024-07-26 DOI: 10.3390/geosciences14080199
Artur Dyczko
The quality of coking coal is vital in steelmaking, impacting final product quality and process efficiency. Conventional forecasting methods often rely on empirical models and expert judgment, which may lack accuracy and scalability. Previous research has explored various methods for forecasting coking coal quality parameters, yet these conventional methods frequently fall short in terms of accuracy and adaptability to different mining conditions. Existing forecasting techniques for coking coal quality are limited in their precision and scalability, necessitating the development of more accurate and efficient methods. This study aims to enhance the accuracy and efficiency of forecasting coking coal quality parameters by employing neural networks and artificial intelligence algorithms, specifically in the context of Knurow and Szczyglowice mines. The research involves gathering historical data on various coking coal quality parameters, including a proximate and ultimate analysis, to train and test neural network models using the Group Method of Data Handling (GMDH). Real-world data from Knurow and Szczyglowice mines’ coal production facilities form the basis of this case study. The integration of neural networks and artificial intelligence techniques significantly improves the accuracy of predicting key quality parameters such as ash content, sulfur content, volatile matter, and calorific value. This study also examines the impact of these quality indicators on operational costs and highlights the importance of final indicators like the Coke Reactivity Index (CRI) and Coke Strength after Reaction (CSR) in expanding industrial reserve concepts. Model performance is evaluated using metrics such as mean absolute error (MAE), root mean square error (RMSE), and coefficient of determination (R2). The findings demonstrate the effectiveness of these advanced techniques in enhancing predictive modeling in the mining industry, optimizing production processes, and improving overall operational efficiency. Additionally, this research offers insights into the practical implementation of advanced analytics tools for predictive maintenance and decision-making support within the mining sector.
炼焦煤的质量对炼钢至关重要,影响着最终产品质量和工艺效率。传统的预测方法通常依赖经验模型和专家判断,可能缺乏准确性和可扩展性。以往的研究探索了各种预测炼焦煤质量参数的方法,但这些传统方法往往在准确性和对不同采矿条件的适应性方面存在不足。现有的炼焦煤质量预测技术在精度和可扩展性方面受到限制,因此有必要开发更精确、更高效的方法。本研究旨在通过采用神经网络和人工智能算法,提高炼焦煤质量参数预测的准确性和效率,特别是在 Knurow 和 Szczyglowice 煤矿方面。研究涉及收集各种炼焦煤质量参数的历史数据,包括近似分析和最终分析,利用数据处理组方法(GMDH)训练和测试神经网络模型。Knurow 煤矿和 Szczyglowice 煤矿煤炭生产设施的真实数据是本案例研究的基础。神经网络和人工智能技术的集成大大提高了灰分、硫含量、挥发物和热值等关键质量参数的预测精度。本研究还考察了这些质量指标对运营成本的影响,并强调了焦炭反应性指数(CRI)和反应后焦炭强度(CSR)等最终指标在扩展工业储备概念方面的重要性。使用平均绝对误差 (MAE)、均方根误差 (RMSE) 和判定系数 (R2) 等指标对模型性能进行了评估。研究结果表明了这些先进技术在加强采矿业预测建模、优化生产流程和提高整体运营效率方面的有效性。此外,这项研究还为在采矿业中实际实施用于预测性维护和决策支持的高级分析工具提供了见解。
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引用次数: 0
Analysis of Debris Flow Protective Barriers Using the Coupled Eulerian Lagrangian Method 使用耦合欧拉-拉格朗日方法分析泥石流防护屏障
Pub Date : 2024-07-26 DOI: 10.3390/geosciences14080198
Shiyin Sha, A. Dyson, Gholamreza Kefayati, A. Tolooiyan
Protective structures play a vital role in mitigating the risks associated with debris flows, yet assessing their performance poses crucial challenges for their real-world effectiveness. This study proposes a comprehensive procedure for evaluating the performance of protective structures exposed to impacts from media transported by large debris flow events. The method combines numerical modelling with site conditions for existing structures along the Hobart Rivulet in Tasmania, Australia. The Coupled Eulerian Lagrangian (CEL) model was validated by comparing simulation results with experimental data, demonstrating high agreement. Utilising three-dimensional modelling of debris flow–boulder interactions over the Hobart Rivulet terrain, boulder velocities were estimated for subsequent finite element analyses. Importantly, a model of interaction between boulders and I-beam posts was established, facilitating a comparative assessment of five distinct I-beam barrier systems defined as Type A to E, which are currently in use at the site. Simulation results reveal larger boulders display a slower increase in their velocities over the 3D terrain. Introducing a key metric, the failure ratio, enable a mechanism for comparative assessments of these barrier systems. Notably, the Type E barriers demonstrate superior performance due to fewer weak points within the structure. The combined CEL and FE assessments allow for multiple aspects of the interactions between debris flows, boulders, and structures to be considered, including structural failure and deformability, to enhance the understanding of debris flow risk mitigation in Tasmania.
防护结构在降低与泥石流相关的风险方面发挥着至关重要的作用,然而,对其性能进行评估却对其在现实世界中的有效性提出了严峻的挑战。本研究提出了一套全面的程序,用于评估受到大型泥石流事件传播介质影响的防护结构的性能。该方法将数值建模与澳大利亚塔斯马尼亚州霍巴特河口沿岸现有结构的现场条件相结合。通过将模拟结果与实验数据进行比较,对耦合欧拉格拉格朗日(CEL)模型进行了验证,结果表明两者具有很高的一致性。利用霍巴特河口地形上泥石流与巨石相互作用的三维模型,对巨石速度进行了估算,以便进行后续的有限元分析。重要的是,建立了巨石与工字钢柱之间的相互作用模型,有助于对目前在现场使用的 A 至 E 型五种不同的工字钢护栏系统进行比较评估。模拟结果显示,较大的巨石在三维地形上的速度增加较慢。通过引入一个关键指标--故障率,可以对这些护栏系统进行比较评估。值得注意的是,由于结构中的薄弱点较少,E 型护栏表现出更优越的性能。结合 CEL 和 FE 评估,可以从多个方面考虑泥石流、巨石和结构之间的相互作用,包括结构失效和变形能力,从而加深对塔斯马尼亚泥石流风险缓解的理解。
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引用次数: 0
A Unique Conditions Model for Landslide Susceptibility Mapping 用于绘制滑坡易发性地图的独特条件模型
Pub Date : 2024-07-24 DOI: 10.3390/geosciences14080197
F. De Smedt, P. Kayastha
Several methods and approaches have been proposed to assess landslide susceptibility. The likelihood of landslides occurring can be determined by applying statistical models to historical landslides, taking into account controlling factors. Popular methods for predicting the probability of landslides are weights-of-evidence and logistic regression. We discuss the assumptions and interpretations of these methods, the relationships between them, and their strengths and weaknesses in case of categorical factors. Of particular interest is the conditional independence of the controlling factors and its effect on model bias. To avoid lack of conditional independence of factors and model bias, we present a unique conditions model that is always unbiased. To illustrate the theoretical developments, a practical application is given using observed landslides and geo-environmental factors from a previous study. The unique conditions model appears superior to the other models.
已经提出了几种评估山体滑坡易发性的方法和途径。考虑到控制因素,可通过对历史滑坡应用统计模型来确定发生滑坡的可能性。预测山体滑坡概率的常用方法是证据权重法和逻辑回归法。我们将讨论这些方法的假设和解释、它们之间的关系以及它们在分类因素情况下的优缺点。尤其值得关注的是控制因素的条件独立性及其对模型偏差的影响。为了避免因素缺乏条件独立性和模型偏差,我们提出了一个始终无偏的独特条件模型。为了说明理论的发展,我们利用之前研究中观测到的滑坡和地质环境因素进行了实际应用。独特条件模型似乎优于其他模型。
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引用次数: 0
Identification and Verification of the Movement of the Hidden Active Fault Using Electrical Resistivity Tomography and Excavation 利用电阻率断层扫描和挖掘技术识别并验证隐藏的活动断层的移动情况
Pub Date : 2024-07-24 DOI: 10.3390/geosciences14080196
R. Arjwech, Sutatcha Hongsresawat, Suriyachai Chaisuriya, Jetsadarat Rattanawannee, P. Kanjanapayont, W. Youngme
Identifying the movement of the branches of the hidden Thakhek fault in Thailand is challenging due to the absence of evident landforms indicating an active fault. In this study, we analyzed a digital elevation model (DEM) to identify potential landforms. A 2D Electrical Resistivity Tomography (ERT) survey was conducted to locate the hidden Thakhek fault. The results reveal vivid images of resistivity contrast, interpreted as two reverse faults, with mudstone exhibiting low resistivity in the middle, flanked by thick sediment layers with higher resistivity. Three trenches were excavated perpendicular to the two interpreted reverse faults. The displacement of reverse faulting appears to have shifted mudstone over Quaternary sediments, with vertical offsets revealed in trenches NWY-1, NWY-2, and NWY-3. This movement could be identified as a positive flower structure. Additionally, lakes are identified as a negative flower structure along the traces. These features result from strike-slip strains under a locally appropriate compressional and extensional environment in a shearing strike-slip fault.
由于没有明显的地貌显示活跃的断层,因此识别泰国隐藏的塔克断层分支的运动具有挑战性。在这项研究中,我们分析了数字高程模型 (DEM),以确定潜在的地貌。为了找到隐藏的 Thakhek 断层,我们进行了二维电阻率层析成像 (ERT) 勘测。结果显示了生动的电阻率对比图像,可解释为两个反向断层,中间是电阻率较低的泥岩,两侧是电阻率较高的厚沉积层。挖掘了三条壕沟,与两条被解释为逆断层的壕沟垂直。在 NWY-1、NWY-2 和 NWY-3 号沟槽中发现,逆断层的位移似乎使泥岩在第四纪沉积物上发生了移动,并出现了垂直偏移。这种移动可被确定为正花结构。此外,湖泊也被确定为迹线上的负花结构。这些特征是在剪切走向滑动断层中局部适当的压缩和延伸环境下产生的走向滑动应变所致。
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引用次数: 0
Geological Assessment of Faults in Digitally Processed Aerial Images within Karst Area 岩溶地区数字处理航空图像中断层的地质评估
Pub Date : 2024-07-18 DOI: 10.3390/geosciences14070195
Laszlo Podolszki, Nikola Gizdavec, M. Gašparović, Tihomir Frangen
The evolution of map development has been shaped by advancing techniques and technologies. Nevertheless, field and remote mapping with cabinet data analysis remains essential in this process. Geological maps are thematic maps that delineate diverse geological features. These maps undergo updates reflecting changes in the mapped area, technological advancements, and the availability of new data. Herein, a geological assessment example focused on enhancing mapped data using digitally processed historical (legacy) aerial images is presented for a case study in the Dinarides karst area in Croatia. The study area of Bribirske Mostine is covered by the Basic Geological Map of Yugoslavia (BGMY) at a 100,000 scale, which was developed during the 1960s. As the BGMY was developed 60+ years ago, one of its segments is further analyzed and discussed, namely, faults. Moreover, applying modern-day technologies and reinterpretation, its data, scale, presentation, and possible areas of improvement are presented. Georeferenced digital historical geological data (legacy), comprising BGMY, archive field maps, and aerial images from 1959 used in BGMY development, are reviewed. Original faults were digitalized and reinterpreted within the geographic information system with the following conclusions: (i) more accurate data (spatial positioning) on faults can be gained by digitally processing aerial photographs taken 60+ years ago with detailed review and analysis; (ii) simultaneously, new data were acquired (additional fault lines were interpreted); (iii) the map scale can be up-scaled to 1:25,000 for the investigated area of Bribirske Mostine; and (iv) a newly developed map for the Bribirske Mostine study area is presented.
地图开发的演变是由不断进步的技术和科技决定的。尽管如此,野外和远程测绘以及内阁数据分析在这一过程中仍然至关重要。地质图是划分各种地质特征的专题地图。这些地图会根据测绘区域的变化、技术进步和新数据的可用性进行更新。本文介绍了一个地质评估实例,重点是利用经过数字处理的历史(遗留)航空图像,增强克罗地亚迪纳里德斯岩溶地区的测绘数据。Bribirske Mostine 的研究区域被绘制于 20 世纪 60 年代的 10 万比例尺南斯拉夫基本地质图(BGMY)所覆盖。由于 BGMY 是 60 多年前绘制的,我们将对其中的断层部分进行进一步分析和讨论。此外,应用现代技术和重新解释,介绍了其数据、比例尺、表现形式和可能的改进领域。回顾了地理参照数字历史地质数据(遗产),包括 BGMY、档案野外地图和用于 BGMY 开发的 1959 年航空图像。对原始断层进行了数字化处理,并在地理信息系统中重新解释,得出以下结论:(i) 通过对 60 多年前拍摄的航空照片进行数字化处理,并进行详细审查和分析,可以获得更准确的断层数据(空间定位);(ii) 同时获得了新数据(解释了更多的断层线);(iii) 布里伯斯克莫斯廷调查区的地图比例尺可以放大到 1:25,000;(iv) 提出了新开发的 布里伯斯克莫斯廷研究区地图。
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引用次数: 0
Regional-Scale Evaluation of Landslide Distribution and Its Relation to Climate in Southern Alberta, Canada 加拿大阿尔伯塔省南部地区滑坡分布及其与气候关系的区域评估
Pub Date : 2024-07-18 DOI: 10.3390/geosciences14070194
Nima Mirhadi, R. Macciotta
This work illustrates a semi-quantitative approach to evaluate changes in regional landslide distribution as a consequence of forecasted climate change, which can be adopted at other regions. We evaluated the relationship between climate conditions and landslide distribution at a regional scale. In this study, landslides on parts of the Battle, Red Deer, and Bow Rivers that are located within the Bearpaw Formation in Southern Alberta, Canada, were mapped, and their characteristics were compared. In order to find a relationship between the climate conditions and the mapped landslides, 30-year annual precipitation and other factors, such as slope aspect and geology, were compared between the river valleys. The results show that climatic conditions and the size and shape of the landslides are different in the Battle River area compared to the Red Deer and Bow Rivers regions. The weak Bearpaw overconsolidated shale and the bentonite layers throughout the region are sensitive to moisture and create favorable conditions for landslides in the river valleys. Further investigations into the long-term impact of climate on the formation of river valleys and the Bearpaw Formation support the argument that climate is one of the main factors in causing variations in landslide distribution across the study areas. These findings provide insight into possible changes in regional landslide distribution as a consequence of climate change.
这项工作展示了一种半定量方法,用于评估区域滑坡分布因预测气候变化而发生的变化,该方法可在其他区域采用。我们评估了区域范围内气候条件与滑坡分布之间的关系。在这项研究中,我们绘制了位于加拿大阿尔伯塔省南部熊掌地层内的巴特尔河、红鹿河和弓河部分地区的滑坡地图,并对其特征进行了比较。为了找到气候条件与所绘制的滑坡之间的关系,我们比较了各河谷 30 年的年降水量和其他因素,如坡度和地质。结果表明,与红鹿河和弓河地区相比,战河地区的气候条件以及滑坡的大小和形状都有所不同。整个地区薄弱的 Bearpaw 过度固结页岩和膨润土层对水分非常敏感,为河谷的滑坡创造了有利条件。关于气候对河谷和熊掌岩层形成的长期影响的进一步调查支持这样一种论点,即气候是造成研究地区滑坡分布变化的主要因素之一。这些研究结果为了解气候变化可能导致的区域滑坡分布变化提供了启示。
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引用次数: 0
A PLL-Based Doppler Method Using an SDR-Receiver for Investigation of Seismogenic and Man-Made Disturbances in the Ionosphere 使用 SDR 接收器的基于 PLL 的多普勒方法,用于调查电离层中的致震干扰和人为干扰
Pub Date : 2024-07-16 DOI: 10.3390/geosciences14070192
Nazyf Salikhov, A. Shepetov, G. Pak, Vladimir Saveliev, Serik Nurakynov, Vladimir Ryabov, Valery Zhukov
The article describes in detail the equipment and method for measuring the Doppler frequency shift (DFS) on an inclined radio path, based on the principle of the phase-locked loop using an SDR receiver for the investigation of seismogenic and man-made disturbances in the ionosphere. During the two M7.8 earthquakes in Nepal (25 April 2015) and Turkey (6 February 2023), a Doppler ionosonde detected co-seismic and pre-seismic effects in the ionosphere, the appearances of which are connected with the various propagation mechanisms of seismogenic disturbance from the lithosphere up to the ionosphere. One day before the earthquake in Nepal and 90 min prior to the main shock, an increase in the intensity of Doppler bursts was detected, which reflected the disturbance of the ionosphere. A channel of geophysical interaction in the system of lithosphere–atmosphere–ionosphere coupling was traced based on the comprehensive monitoring of the DFS of the ionospheric signal, as well as of the flux of gamma rays in subsoil layers of rocks and in the ground-level atmosphere. The concept of lithosphere–atmosphere–ionosphere coupling, where the key role is assigned to ionization of the atmospheric boundary layer, was confirmed by a retrospective analysis of the DFS records of an ionospheric signal made during underground nuclear explosions at the Semipalatinsk test site. A simple formula for reconstructing the velocity profile of the acoustic pulse from a Dopplerogram was obtained, which depends on only two parameters, one of which is the dimension of length and the other the dimension of time. The reconstructed profiles of the acoustic pulses from the two underground nuclear explosions, which reached the height of the reflection point of the sounding radio wave, are presented.
文章详细介绍了在倾斜无线电路径上测量多普勒频移(DFS)的设备和方法,该方法基于锁相环原理,使用 SDR 接收器,用于调查电离层中的地震和人为干扰。在尼泊尔(2015 年 4 月 25 日)和土耳其(2023 年 2 月 6 日)发生两次 M7.8 级地震期间,多普勒电离层探测仪探测到了电离层中的共震和震前效应,这些效应的出现与地震扰动从岩石圈到电离层的各种传播机制有关。在尼泊尔地震发生前一天和主震发生前 90 分钟,检测到多普勒脉冲强度增加,这反映了电离层的扰动。根据对电离层信号的 DFS 以及岩石底土层和地面大气中伽马射线通量的全面监测,追踪了岩石圈-大气层-电离层耦合系统中地球物理相互作用的通道。对塞米巴拉金斯克试验场地下核爆炸期间电离层信号的 DFS 记录进行的回顾性分析证实了岩石圈-大气层-电离层耦合的概念,其中大气边界层的电离起着关键作用。从多普勒图中获得了一个重建声脉冲速度剖面的简单公式,它只取决于两个参数,一个是长度维度,另一个是时间维度。本文介绍了两次地下核爆炸声脉冲的重建剖面图,这些声脉冲达到了探测无线电波反射点的高度。
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引用次数: 0
The Preparation Phase of the 2022 ML 5.7 Offshore Fano (Italy) Earthquake: A Multiparametric–Multilayer Approach 2022 年意大利法诺 5.7 级近海地震的准备阶段:多参数多层方法
Pub Date : 2024-07-16 DOI: 10.3390/geosciences14070191
M. Orlando, A. De Santis, Mariagrazia De Caro, Loredana Perrone, Saioa A. Campuzano, G. Cianchini, A. Piscini, Serena D’Arcangelo, Massimo Calcara, Cristiano Fidani, Adriano Nardi, D. Sabbagh, M. Soldani
This paper presents an analysis of anomalies detected during the preparatory phase of the 9 November 2022 ML = 5.7 earthquake, occurring approximately 30 km off the coast of the Marche region in the Adriatic Sea (Italy). It was the largest earthquake in Italy in the last 5 years. According to lithosphere–atmosphere–ionosphere coupling (LAIC) models, such earthquake could induce anomalies in various observable variables, from the Earth’s surface to the ionosphere. Therefore, a multiparametric and multilayer approach based on ground and satellite data collected in each geolayer was adopted. This included the revised accelerated moment release method, the identification of anomalies in atmospheric parameters, such as Skin Temperature and Outgoing Longwave Radiation, and ionospheric signals, such as Es and F2 layer parameters from ionosonde measurements, magnetic field from Swarm satellites, and energetic electron precipitations from NOAA satellites. Several anomalies were detected in the days preceding the earthquake, revealing that their cumulative occurrence follows an exponential trend from the ground, progressing towards the upper atmosphere and the ionosphere. This progression of anomalies through different geolayers cannot simply be attributed to chance and is likely associated with the preparation phase of this earthquake, supporting the LAIC approach.
2022 年 11 月 9 日,意大利亚得里亚海马尔凯大区海岸外约 30 公里处发生了 ML=5.7 级地震,本文对地震准备阶段探测到的异常现象进行了分析。这是意大利近 5 年来最大的一次地震。根据岩石圈-大气层-电离层耦合(LAIC)模型,这种地震可能会导致从地球表面到电离层的各种可观测变量出现异常。因此,采用了一种基于在每个地层收集的地面和卫星数据的多参数和多层次方法。这包括经修订的加速力矩释放法、确定大气参数(如表皮温度和出射长波辐射)和电离层信号(如电离层探测仪测量的 Es 和 F2 层参数、Swarm 卫星提供的磁场和 NOAA 卫星提供的高能电子沉淀)中的异常现象。在地震发生前几天检测到了几种异常现象,发现它们的累积发生率呈指数趋势,从地面向高层大气和电离层发展。异常现象在不同地层中的发展不能简单地归因于偶然性,而很可能与这次地震的准备阶段有关,从而支持 LAIC 方法。
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引用次数: 0
The Manhattan Schist, New York City: Proposed Sedimentary Protolith, Age, Boundaries, and Metamorphic History
Pub Date : 2024-07-15 DOI: 10.3390/geosciences14070190
J. Puffer, John R. McGann, James O. Brown
There are some persistent basic questions pertaining to the bedrock schist of New York City (NYC). How many mappable schist formations are exposed in NYC, and what was the sedimentary protolith of the Manhattan schists? Our proposed answers are based in part on a blending of published paleontological and radiometric dating results that constrain the timing of Taconic subduction and the best choice of a pelitic protolith for the schists of NYC. We have chemically analyzed some samples of schist and shales at key locations to evaluate the plausibility of our proposals. The compelling published evidence indicates that the Taconic Orogeny began about 475 Ma, when peri-Laurentian plates began the process of east-dipping subduction under the Moretown Terrane, resulting in a magmatic flareup of the Shelburne Falls arc that carried the Moretown Terrane west across NYC. East-dipping subduction accounts for early Ordovician metamorphism until an oceanic slab break-off event at about 466 Ma. Our review of the biostratigraphic data indicates a continuation of subduction and the deposition of pelitic sediments until about 455 Ma, during the transition to deep-water turbiditic sediment deposition. This disqualifies all post-455 Ma turbidites as viable protoliths for the NYC Manhattan schists but does include the Late Cambrian to lowermost Late Ordovician pelites of the Jutland Sequence that are exposed directly west of NYC in New Jersey. Our new chemical analyses of Jutland sediments and each of the three named schists from the NYC plot as a single geochemical population. We, therefore, propose that the schists of NYC could collectively be referred to as the Manhattan schist of the Late Cambrian to lower Late Ordovician.
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引用次数: 0
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