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Contemporary seismic moment budget along the Nepal Himalaya derived from high-resolution InSAR and GPS velocity field 从高分辨率 InSAR 和 GPS 速度场得出的尼泊尔喜马拉雅山脉当代地震力矩预算
IF 2.3 4区 地球科学 Pub Date : 2024-07-31 DOI: 10.1007/s11600-024-01411-6
Himanshu Verma, Yogendra Sharma, Kuo-En Ching, Sumanta Pasari

Throughout history, several large-magnitude earthquakes have caused damage to the Himalayan region and humanity. To understand the present-day strain rate distribution and associated seismic moment budget, a high-resolution velocity field is an essential component. The present study estimates the contemporary seismic moment budget along three spatial sections over the Nepal Himalaya using the state-of-the-art high-resolution velocity field. For this, (1) we integrate 5 years of InSAR data with 77 available GPS observations over the Nepal Himalaya; (2) we then calculate strain rate distribution (dilatational and maximum shear strain rates) from this integrated velocity field, and (3) at last, we compare the geodetic moment accumulation rate estimated from strain rate tensors with the seismic moment release rate based on an earthquake database of 500 years. The results reveal that: (1) the geodetic strain rate is not homogeneous over the Nepal Himalaya, rather along the main central thrust, a relatively higher strain rate is observed; (2) the geodetic moment rate from west to east across three sections ranges from (23.39times 10^{18}) to (16.59times 10^{18}) Nm/yr, with the minimum of (8.05times 10^{18}) Nm/yr in central Nepal, whereas the seismic moment rate varies between (5.02times 10^{18}) and (11.41times 10^{18}) Nm/yr, with the minimum of (3.69times 10^{18}) Nm/yr in central Nepal; (3) the difference between geodetic and seismic moment rates from west to east provides a moment deficit rate of (18.37times 10^{18}) to (5.18times 10^{18}) Nm/yr, with the minimum of (4.36times 10^{18}) Nm/yr in central Nepal, and more importantly, (4) the inferred moment deficit rate suggests that the western and eastern Nepal have an earthquake potential of magnitude (M_w) 8.5 and (M_w) 8.1, respectively, whereas the central Nepal has energy budget equivalent to an (M_w) 7.9 event. In summary, the present study provides spatial distribution of earthquake potential in Nepal Himalaya using the most updated high-resolution InSAR and GPS velocity field, and the findings inevitably contribute to the time-dependent earthquake hazard analysis of the study region.

历史上,数次大震级地震给喜马拉雅地区和人类造成了破坏。要了解当今的应变率分布和相关的地震力矩预算,高分辨率速度场是必不可少的组成部分。本研究利用最先进的高分辨率速度场估算了尼泊尔喜马拉雅山脉三个空间断面的当代地震力矩预算。为此,(1) 我们整合了尼泊尔喜马拉雅山脉 5 年的 InSAR 数据和 77 个可用的 GPS 观测数据;(2) 然后,我们根据整合后的速度场计算应变率分布(扩张应变率和最大剪切应变率);(3) 最后,我们将应变率张量估算出的大地力矩累积率与基于 500 年地震数据库的地震力矩释放率进行比较。结果显示(1) 尼泊尔喜马拉雅山脉的大地应变率并不均匀,相反,在中央主推线上,应变率相对较高;(2) 三个地段的大地力矩率从西向东从 23.39times 10^{18} 到 (16.59times 10^{18} Nm/yr),尼泊尔中部的最小值为 (8.05times 10^{18} Nm/yr),而地震力矩率在(5.02times 10^{18} 和 (11.41times 10^{18} Nm/yr)之间变化,最小值为 (3.69times 10^{18} Nm/yr)。69times 10^{18}) Nm/yr;(3) 大地测量和地震力矩率之间的差异自西向东提供了(18.37times 10^{18}) to(5.18times 10^{18}) Nm/yr的力矩亏损率,最小值为(4.36times 10^{18}) Nm/yr,更重要的是,(4)推断出的力矩亏损率表明,尼泊尔西部和东部的地震潜力分别为(M_w )8.5级和(M_w )8.1级,而尼泊尔中部的能量预算相当于(M_w )7.9级事件。总之,本研究利用最新的高分辨率 InSAR 和 GPS 速度场提供了尼泊尔喜马拉雅地区潜在地震的空间分布情况,研究结果必然有助于对研究区域进行随时间变化的地震灾害分析。
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引用次数: 0
Application of airborne gamma-ray spectrometry in geological lithology mapping—a case study of a region in the Qinling Mountains, China 机载伽马射线光谱仪在地质岩性测绘中的应用--中国秦岭地区案例研究
IF 2.3 4区 地球科学 Pub Date : 2024-07-31 DOI: 10.1007/s11600-024-01408-1
Yongzai Xi, Guixiang Liao, Yongbo Li, Junjie Liu, Shan Wu, Ning Lu, Peng He

Different types of rocks have different content and distribution characteristics of radioactive uranium, potassium, and thorium elements. Even for rocks of the same lithology, the content of radioactive elements varies due to different ages of formation, different origins, and different geological evolution processes. However, in various rocks and formations, the distribution of radioactive elements follows the general rule that the content of radioactive elements in igneous rocks is higher than that in sedimentary rocks, and increases with the acidity of the rocks. The younger the age of the rocks formed by the same type, the higher the content of radioactive elements. Based on this characteristic of radioactive elements in rocks, the author takes a region in the Qinling Mountains of China as an example. By using high-precision airborne gamma-ray spectrometry measurement data and existing geological information, the total content, K, eU, and eTh content, variation coefficient, ternary colour image, and other parameters of airborne gamma-ray spectrometry measurement are statistically analysed. The distribution characteristics of radioactive elements in various lithologies and formations in the area are studied, and the distribution rules are summarized. The rocks and formations in the research area are reclassified, and the typical fault structures in the area are analysed. The well-developed structural zone is mainly oriented in the northeast–southwest or north–northeast direction in the northern part and in the northwest–southeast direction in the southern part, which controls the favourable uranium mineralization zones in the research area.

不同类型的岩石具有不同的放射性铀、钾和钍元素含量和分布特征。即使是同一岩性的岩石,由于形成年代不同、成因不同、地质演化过程不同,放射性元素的含量也不尽相同。然而,在不同的岩石和岩层中,放射性元素的分布遵循着一个普遍规律,即火成岩中的放射性元素含量高于沉积岩中的放射性元素含量,并随着岩石酸度的增加而增加。同一类型岩石形成的年龄越小,放射性元素的含量就越高。根据岩石中放射性元素的这一特征,作者以中国秦岭地区为例。利用高精度机载伽马射线光谱仪测量数据和已有的地质资料,对机载伽马射线光谱仪测量的总含量、K、eU、eTh 含量、变异系数、三元彩色图像等参数进行了统计分析。研究了放射性元素在该地区不同岩性和地层中的分布特征,总结了其分布规律。对研究区内的岩石和地层进行了重新分类,并分析了区内典型的断层构造。构造带发育,北部以东北-西南或北-东北走向为主,南部以西北-东南走向为主,控制了研究区的有利铀成矿带。
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引用次数: 0
SCP parameters estimation for catalogs with uncertain seismic magnitude values 为震级值不确定的目录估算 SCP 参数
IF 2.3 4区 地球科学 Pub Date : 2024-07-26 DOI: 10.1007/s11600-024-01404-5
Sasan Motaghed, Mohammad Mohammadi, Nasrollah Eftekhari, Mozhgan Khazaee

The paper addresses the issue of estimating the coefficients of the sotolongo-costa and posadas (SCP) model in the presence of uncertain earthquake magnitude data. The SCP model offers a more accurate representation of regional seismicity compared to the traditional Gutenberg–Richter (G-R) law and has been integrated into the probabilistic seismic hazard analysis (PSHA) framework as NEPSHA. The study aims to develop a method to calculate the SCP coefficients in the presence of uncertain magnitude data, implement the process in R programming language, and validate its effectiveness through a case study. The methodology involves developing the mathematical relationship for estimating the SCP parameters using maximum likelihood estimation (MLE) and modifying the MLE approach to account for magnitude uncertainty. The method is tested using simulated earthquake catalogs with varying degrees of magnitude uncertainty. The results demonstrate that the proposed method can alter the estimated values of the SCP parameters, particularly the a value, by approximately 50% when magnitude uncertainty is considered. The q variable is found to be less affected by the estimation method.

本文探讨了在地震震级数据不确定的情况下如何估算 sotolongo-costa 和 posadas(SCP)模型系数的问题。与传统的古腾堡-里克特(G-R)定律相比,SCP 模型能更准确地表示区域地震活动性,并已被纳入概率地震危险性分析(PSHA)框架,成为 NEPSHA。本研究旨在开发一种在震级数据不确定的情况下计算 SCP 系数的方法,用 R 编程语言实现该过程,并通过案例研究验证其有效性。该方法包括开发使用最大似然估计 (MLE) 估计 SCP 参数的数学关系,并修改 MLE 方法以考虑震级不确定性。使用具有不同震级不确定性的模拟地震目录对该方法进行了测试。结果表明,当考虑震级不确定性时,所提出的方法可将 SCP 参数的估计值,尤其是 a 值,改变约 50%。q 变量受估算方法的影响较小。
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引用次数: 0
Unveiling the impact of temperature inversions on air quality: a comprehensive analysis of polluted and severe polluted days in Istanbul 揭示温度倒挂对空气质量的影响:对伊斯坦布尔污染天和严重污染天的综合分析
IF 2.3 4区 地球科学 Pub Date : 2024-07-25 DOI: 10.1007/s11600-024-01417-0
Veli Yavuz

The main reason that deteriorates air quality in mega cities is the increase in concentrations of air pollutant parameters. Meteorological parameters and atmospheric conditions play an important role in the increase of pollutant concentrations. This study provides insights into temperature inversions (TIs) during polluted days (PDs) and severe polluted days (SPDs) in Istanbul. Key findings include higher inversion frequencies during SPDs, particularly at 0000 UTC, along with a positive relationship between inversion frequencies and pollutant concentrations, notably with a 99% occurrence of inversions at 0000 UTC along SPDs. Analysis of inversion subgroups reveals surface-based inversions (SBIs) dominating at 0000 UTC, while elevated (EIs) and lower-troposphere inversions (LTIs) prevail at 1200 UTC. Winter months exhibit increased frequency and intensity of SBIs, aligning with expectations of subsidence motion under high-pressure systems. Inversion strengths and depths are higher during SPDs, with the highest strengths observed in winter at 0000 UTC and the deepest inversions occurring in winter for SPDs. Generally, the highest inversion strengths and shallowest inversion depths were observed in SBIs. EIs had the lowest frequency during the winter months, while LTIs occurred more often in the spring months. These findings underscore the importance of understanding TI patterns for effective air quality management in Istanbul.

特大城市空气质量恶化的主要原因是空气污染物参数浓度的增加。气象参数和大气条件对污染物浓度的增加起着重要作用。本研究深入分析了伊斯坦布尔污染天(PD)和严重污染天(SPD)期间的温度倒挂现象(TI)。主要发现包括:SPD 期间的逆转频率较高,尤其是在 0:00 UTC;逆转频率与污染物浓度之间存在正相关关系,尤其是 SPD 期间 0:00 UTC 的逆转发生率高达 99%。对逆转亚群的分析表明,地表逆转(SBIs)在 0000 UTC 占主导地位,而高空逆转(EIs)和低对流层逆转(LTIs)在 1200 UTC 占主导地位。冬季出现 SBI 的频率和强度都有所增加,这与高压系统下的下沉运动预期一致。在 SPD 期间,逆转强度和深度都较高,冬季 0000 UTC 观测到的逆转强度最高,SPD 冬季出现的逆转最深。一般来说,在 SBIs 期间观测到的逆转强度最高,逆转深度最浅。EIs在冬季出现的频率最低,而LTIs在春季出现的频率较高。这些发现强调了了解 TI 模式对于有效管理伊斯坦布尔空气质量的重要性。
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引用次数: 0
Petro-elastic model of the multiple pore-crack structure of carbonate rocks based on digital cores 基于数字岩心的碳酸盐岩多孔隙裂缝结构岩石弹性模型
IF 2.3 4区 地球科学 Pub Date : 2024-07-22 DOI: 10.1007/s11600-024-01416-1
Mengqiang Pang, Jing Ba, José M. Carcione, Zhifang Yang, Erik Saenger

Underground carbonate deposits are widespread worldwide and have considerable hydrocarbon potential. They are generally characterized by a complex microscopic structure that affects the properties of the macroscopic fluid flow and the relevant petrophysical behavior. In recent years, advances in digital technology have helped reveal the microstructures (i.e., pore connections, cracks, pore size and radius, etc.) of rocks in the subsurface. In this work, drill cores (cylinder) are taken from a deep carbonate deposit in the Sichuan Basin in western China to perform computed tomography (CT) scans, thin sections and mineral analysis. The characteristics of lithology and pore structure are investigated. Ultrasonic experiments with different fluid types and pressures are conducted to determine rock samples’ wave velocities, attenuation and crack porosity. The experimental data show that the rocks have low porosity/permeability and a complex pore/crack system, leading to significant pressure, crack and fluid type effects on the velocities, dispersion and attenuation. We develop a model of multiple pore-crack structures for carbonates by considering the complex structure and fluid properties. Digital cores are reconstructed based on CT scans, image processing and threshold segmentation. The aspect ratios of pores and cracks are extracted with their volume fractions to simulate the rock skeleton with the differential effective medium theory. The Biot–Rayleigh wave propagation equations are applied to simulate the effects of different pore and fluid types on the velocity and attenuation of P-waves. The agreement between the modeling results and the ultrasonic and log data confirms that the model can validly reproduce the wave responses.

地下碳酸盐矿床广泛分布于世界各地,具有相当大的碳氢化合物潜力。它们通常具有复杂的微观结构,这种结构会影响宏观流体流动的特性和相关的岩石物理行为。近年来,数字技术的进步有助于揭示地下岩石的微观结构(即孔隙连接、裂缝、孔隙大小和半径等)。本研究从中国西部四川盆地的一个深部碳酸盐岩矿床中提取钻芯(圆柱体),进行计算机断层扫描(CT)、薄切片和矿物分析。研究了岩性和孔隙结构的特征。在不同流体类型和压力下进行超声波实验,以确定岩石样本的波速、衰减和裂隙孔隙度。实验数据表明,岩石的孔隙率/渗透率较低,孔隙/裂缝系统复杂,导致压力、裂缝和流体类型对波速、扩散和衰减产生显著影响。考虑到复杂的结构和流体特性,我们建立了碳酸盐岩的多孔隙-裂缝结构模型。根据 CT 扫描、图像处理和阈值分割重建数字岩心。提取孔隙和裂缝的长宽比及其体积分数,利用差分有效介质理论模拟岩石骨架。应用 Biot-Rayleigh 波传播方程模拟不同孔隙和流体类型对 P 波速度和衰减的影响。建模结果与超声波和测井数据之间的一致性证实,该模型能够有效地再现波的响应。
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引用次数: 0
Interseismic strain accumulation across the Tuolaishan–Lenglongling segment of the Qilian–Haiyuan fault zone prior to the 2022 Mw 6.7 Menyuan earthquake from Sentinel-1 InSAR time series 从哨兵-1 InSAR 时间序列看 2022 年门源 6.7 级地震前祁连-海原断裂带 Tuolaishan-Lenglongling 段的震间应变累积情况
IF 2.3 4区 地球科学 Pub Date : 2024-07-17 DOI: 10.1007/s11600-024-01414-3
Xin Wang, Shuiping Li, Tingye Tao, Xiaochuan Qu, Yongchao Zhu, Zhenxuan Li, Qingjun Deng

The Tuolaishan–Lenglongling fault (TLSF–LLLF) is located in the middle-western segment of the Qilian–Haiyuan fault zone. The 2022 Menyuan Mw 6.7 earthquake that occurred in the TLSF–LLLF highlights the urgent need for understanding the mechanical property and seismicity over this fault segment. In this study, Persistent Scatterer Interferometric Synthetic Aperture Radar (PS-InSAR) technique was used to process Sentinel-1 acquisitions covering the TLSF–LLLF fault from 2016 to 2022 to determine the interseismic velocity field along the satellite line-of-sight. The interseismic deformation field confirmed the absence of surface creep behavior across the whole TLSF–LLLF segment. Then, we utilized both the screw dislocation and block modeling strategies to invert the comprehensive spatial distribution of fault slip rate and locking depth across the TLSF–LLLF fault. The new fault locking model, constrained by all GNSS and InSAR measurements, suggests comparable fault slip rates between 4.7 and 5.6 mm/yr in the TLSF–LLLF segment, which is generally consistent with long-term geological slip rates. The locking depth increases gradually from 8 km in the western segment of the TLSF to 18 km in the eastern segment, while the locking depth for most sections of the LLLF is relatively deep (15–18 km), indicating existence of asperities on the locking along the TLSF–LLLF fault zone. In particular, a fault segment with obvious shallow locking depth was identified in the stepover region where the TLSF and LLLF intersect. The shallow locking section shows a good spatial correlation with the coseismic rupture of the 2022 Menyuan earthquake. The calculated moment rate deficit suggests that the TLSF is capable of producing an Mw 7.3 earthquake given the high seismic moment accumulation rate and a lack of small-to-moderate earthquakes.

土拉山-冷龙岭断层(TLSF-LLLF)位于祁连-海原断裂带的中西部。2022 年门源 Mw 6.7 地震发生在该断层上,凸显了了解该断层段力学性质和地震活动性的迫切性。本研究采用持久散射干涉合成孔径雷达(PS-InSAR)技术处理哨兵-1 号卫星从 2016 年至 2022 年覆盖 TLSF-LLLF 断层的采集数据,以确定沿卫星视线的震间速度场。地震间形变场证实了整个 TLSF-LLLF 断层段不存在地表蠕变行为。然后,我们利用螺旋位错和块体建模两种策略,反演了整个 TLSF-LLLF 断层的断层滑移率和锁定深度的综合空间分布。在所有 GNSS 和 InSAR 测量数据的约束下,新的断层锁定模型表明 TLSF-LLLF 断层段的可比断层滑移率在 4.7 至 5.6 毫米/年之间,与长期地质滑移率基本一致。锁定深度从 TLSF 西段的 8 千米逐渐增加到东段的 18 千米,而 LLLF 大部分地段的锁定深度相对较深 (15-18 千米),这表明 TLSF-LLLF 断层带沿线的锁定存在非主流。特别是在TLSF和LLLF相交的台阶区,发现了一个锁定深度明显较浅的断层段。该浅锁定断面与 2022 年门源地震的同震断裂具有良好的空间相关性。计算得出的力矩率赤字表明,由于地震力矩累积率较高且缺乏中小规模地震,TLSF 有能力引发 Mw 7.3 地震。
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引用次数: 0
Level of thermal maturity estimation in unconventional reservoirs using interval inversion and simulating annealing method 利用区间反演和模拟退火法估算非常规储层的热成熟度
IF 2.3 4区 地球科学 Pub Date : 2024-07-17 DOI: 10.1007/s11600-024-01413-4
R. Valadez Vergara, Norbert Péter Szabó
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引用次数: 0
Time-lapse imaging of shallow water coastal regions using a portable ultra-high-resolution 3D seismic survey system: a case study from offshore Pohang, South Korea 利用便携式超高分辨率三维地震勘探系统对浅水沿海地区进行延时成像:韩国浦项近海案例研究
IF 2.3 4区 地球科学 Pub Date : 2024-07-15 DOI: 10.1007/s11600-024-01405-4
Jungkyun Shin, Jiho Ha, Hyunggu Jun

Time-lapse seismic imaging, used to detect changes in strata and physical properties beneath the seafloor, plays a crucial role in traditional resource development for reservoir monitoring. It can also be used for carbon capture and storage (CCS) monitoring in the field of carbon reduction. Continuous research and development are underway in this domain. However, the application of time-lapse seismic imaging techniques to shallow strata in coastal waters near the land remains underexplored. Despite its potential in various fields, there is a lack of sufficient demonstrations and reviews of monitoring technology using downsized data acquisition techniques. This paper introduces a portable ultra-high-resolution (UHR) 3D seismic survey system designed to monitor shallow strata in coastal waters. The field applicability of this system is examined, particularly in terms of its seismic repeatability. In this study, we developed a 3D seismic survey system suitable for the operation of ships weighing 40 tons or less. The survey was conducted with a one-year time lag in waters near Pohang, Korea, close to the shore (minimum distance 1.3 km) and with low water depths (9.5 to 25.2 m). This study employed traditional time-domain processing workflows and 4D processing techniques to generate baseline and 4D processed monitoring cube. Repeatability analyses are conducted from various perspectives. Our findings demonstrate the efficient application of the proposed UHR 3D seismic survey technique for monitoring shallow media beneath the seafloor in coastal areas where diverse engineering activities and marine geology research are conducted.

延时地震成像用于探测海底地层和物性的变化,在传统资源开发中对储层监测起着至关重要的作用。也可用于碳减排领域的碳捕集与封存(CCS)监测。这一领域的研究和发展正在不断进行中。然而,将时移地震成像技术应用于近海近陆浅层地层的研究还不够充分。尽管它在各个领域具有潜力,但对使用小型数据采集技术的监测技术缺乏足够的示范和审查。介绍了一种用于近海浅层监测的便携式超高分辨率(UHR)三维地震测量系统。研究了该系统的现场适用性,特别是其地震可重复性。在本研究中,我们开发了一套适用于40吨以下船舶作业的三维地震测量系统。该调查在韩国浦项附近水域进行,滞后时间为一年,靠近海岸(最小距离1.3公里),水深较低(9.5至25.2米)。该研究采用传统的时域处理工作流和4D处理技术生成基线和4D处理监测立方体。从多个角度进行重复性分析。我们的研究结果证明了所提出的UHR三维地震测量技术在沿海地区海底下浅层介质监测中的有效应用,在沿海地区进行了各种工程活动和海洋地质研究。
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引用次数: 0
A deep learning approach to classify volcano activity using tremor data joint with infrasonic event counts and radar backscatter power; case study: mount Etna, Italy 利用震颤数据、次声波事件计数和雷达反向散射功率对火山活动进行分类的深度学习方法;案例研究:意大利埃特纳火山
IF 2.3 4区 地球科学 Pub Date : 2024-07-11 DOI: 10.1007/s11600-024-01412-5
Alireza Abazari, Alireza Hajian, Roohollah Kimiaefar, Maryam Hodhodi, Salvatore Gambino

In this paper, a method is presented to classify volcano activity into three classes, namely quiet, strombolian, and paroxysm. The method is based on training a six-layered deep neural network (DNN) model using these signals as inputs (features): time series of the number of distances of infrasonic events, radar backscatter power, RMS of tremor in five stations close to craters of the volcano, tilt derivative, and seismic tremor source depth. The method was tested on the data related to a period of five years, and the results were concluded using indexes of precision, recall, F1 score, and Cohen's Kappa coefficient were calculated to evaluate the qualification of the classification. Also, the results were compared to Bayesian network (BN), K-nearest neighbors (KNN), and decision tree (DT) methods. Decision learning trees and KNN are popular machine learning algorithms belonging to the class of supervised learning algorithms. They mimic the human level thinking and, differing from neural networks, are not black box models. The comparisons reveal the proposed method, especially in classifying both strombolian and paroxysm classes. This advantage makes the presented method a more reliable tool for practical use in the volcano monitoring control rooms.

本文提出了一种将火山活动划分为三个等级的方法,即安静型、爆发型和阵发性。该方法的基础是利用以下信号作为输入(特征),训练一个六层深度神经网络(DNN)模型:次声波事件距离数的时间序列、雷达反向散射功率、火山口附近五个站点的震颤均方根值、倾斜导数和震源深度。该方法在五年的相关数据上进行了测试,并使用精确度、召回率、F1 分数和 Cohen's Kappa 系数等指标对结果进行了总结,以评估分类的质量。此外,还将结果与贝叶斯网络(BN)、K-近邻(KNN)和决策树(DT)方法进行了比较。决策学习树和 KNN 是流行的机器学习算法,属于监督学习算法。它们模仿人类的思维水平,与神经网络不同,不是黑箱模型。比较结果表明,所提出的方法,尤其是在对血栓性和阵发性两种类型进行分类方面。这一优势使提出的方法成为火山监测控制室实际使用的更可靠的工具。
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引用次数: 0
A fuzzy C-means clustering approach for petrophysical characterization of lithounits in the North Singhbhum Mobile Belt, Eastern India 采用模糊 C-means 聚类方法确定印度东部北辛格布姆移动带岩体的岩石物理特征
IF 2.3 4区 地球科学 Pub Date : 2024-07-11 DOI: 10.1007/s11600-024-01402-7
Rama Chandrudu Arasada, Santosh Kumar, Gangumalla Srinivasa Rao, Anirban Biswas, Prabodha Ranjan Sahoo, Sahendra Singh

The characterization of the various rock types through petrophysical data analysis is essential for comprehending geological processes and enhancing the efficacy of geophysical approaches aimed at mineralization zones. In the present study, a Fuzzy C-Means (FCM) clustering algorithm was employed to automatically classify lithounits within the western sector of the North Singhbhum Mobile Belt based on the petrophysical properties. Laboratory measurements of 326 rock samples from the study area show a wide range of density (~2350–3150 kg/m3) and magnetic susceptibility (10−5 SI to 10−1 SI) values. Further FCM analysis reveals three distinct clusters: (i) cluster 1 displays high density and low magnetic susceptibility responses and comprises majorly metabasic, phyllite, and mica schist rocks, (ii) cluster 2 shows low density and low magnetic susceptibility characteristics and contains mainly metasedimentary rocks (phyllite, quartzite, and mica schist) and (iii) cluster 3 also primarily encompasses metasedimentary rocks, but it displays the low density and high magnetic susceptibility characteristics. Overlap of rock types in different clusters probably indicates the influence of secondary geological processes on the petrophysical measurements such as metamorphism, alteration, and weathering, which is also supported by the petrographical studies. Overall, the present study demonstrates the potential utility of the FCM algorithm for automatic lithology classification and inferring the associated geological processes from the petrophysical measurements. Furthermore, the correlation between the geophysical and petrophysical clusters highlights the role of petrophysical information in the automatic geological/mineral mapping. However, the complexity in cluster attributes on a detailed scale suggests that future studies in the NSMB should focus on comprehensive multi-parameter petrophysical and geochemical measurements. This approach will help in developing better strategies for 3D geophysical data inversion and resolve the complexities in petrophysical data interpretation.

通过岩石物理数据分析确定各种岩石类型的特征,对于理解地质过程和提高针对成矿区的地球物理方法的效率至关重要。本研究采用模糊 C-Means (FCM)聚类算法,根据岩石物理特性对北辛格布姆移动带西段的岩体进行自动分类。对研究区 326 个岩石样本的实验室测量结果显示,密度(约 2350-3150 kg/m3)和磁感应强度(10-5 SI 至 10-1 SI)值的范围很广。进一步的 FCM 分析显示出三个不同的岩群:(i) 岩群 1 显示出高密度和低磁感应强度的特征,主要包括偏辉岩、辉绿岩和云母片岩;(ii) 岩群 2 显示出低密度和低磁感应强度的特征,主要包括偏辉岩(辉绿岩、石英岩和云母片岩);(iii) 岩群 3 也主要包括偏辉岩,但显示出低密度和高磁感应强度的特征。不同组群中岩石类型的重叠可能表明次生地质过程(如变质、蚀变和风化)对岩石物理测量的影响,岩石学研究也证实了这一点。总之,本研究证明了 FCM 算法在岩性自动分类和从岩石物理测量结果推断相关地质过程方面的潜在实用性。此外,地球物理和岩石物理聚类之间的相关性突出了岩石物理信息在自动地质/矿物绘图中的作用。然而,详细尺度上的聚类属性的复杂性表明,未来在国家超级陨石监测站的研究应侧重于全面的多参数岩石物理和地球化学测量。这种方法将有助于制定更好的三维地球物理数据反演策略,并解决岩石物理数据解释的复杂性。
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Acta Geophysica
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