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Application of 3D Seismic Attribute Analyses for Hydrocarbon Prospectivity in Uzot-Field, Onshore Niger Delta Basin, Nigeria 三维地震属性分析在尼日利亚尼日尔三角洲盆地Uzot油田油气远景中的应用
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2019-01-14 DOI: 10.1155/2019/1706416
U. Omoja, T. Obiekezie
3D seismic interpretative study was carried out across the Uzot-field in the western Coastal Swamp Depobelt of the onshore Niger Delta Basin, Nigeria, with the aim to identify possible hydrocarbon leads and prospects away from the drilled zone, utilizing seismic amplitude attributes. The method employed in this study involved systematic picking of faults and mapping of horizons/reservoir tops across seismic volume and extraction of seismic attributes. Structural analysis indicates the presence of down-to-basin footwall and hanging wall faults associated with rollover anticlines and horst-block (back-to-back fault). Generated time and depth structural maps from three reservoir intervals (D3100, D5000, and D9000) revealed the presence of fault dependent closure across the field. Analyses of relevant seismic attributes such as root-mean-square (RMS) amplitude, maximum amplitude, average energy amplitude, average magnitude amplitude, maximum magnitude attribute, and standard deviation amplitude, which were applied on reservoir tops, revealed sections with bright spot anomalies. These amplitude anomalies served as direct hydrocarbon indicators (DHIs), unravelling the presence and possible hydrocarbon prospective zones. In addition, structural top maps show that booming amplitude is seen within the vicinity of fault closures, an indication that these hydrocarbon prospects are structurally controlled. Results from this study have shown that, away from currently producing zone at the central part of the field, additional leads and prospects exist, which could be further evaluated for hydrocarbon production.
对尼日利亚尼日尔三角洲盆地陆上西部海岸沼泽地的Uzot油田进行了三维地震解释研究,目的是利用地震振幅属性,确定钻井区以外可能的油气远景。本研究中采用的方法包括系统地选取断层,绘制整个地震体的层位/储层顶部图,并提取地震属性。结构分析表明,存在与翻转背斜和地垒块体(背靠背断层)相关的下盆地下盘和上盘断层。从三个储层段(D3100、D5000和D9000)生成的时间和深度结构图揭示了整个油田存在断层相关闭合。对储层顶部的均方根(RMS)振幅、最大振幅、平均能量振幅、平均震级振幅、最大震级属性和标准差振幅等相关地震属性进行分析,揭示了亮点异常剖面。这些振幅异常作为直接的碳氢化合物指标,揭示了碳氢化合物的存在和可能的远景带。此外,构造顶部图显示,在断层闭合附近可以看到蓬勃发展的幅度,这表明这些油气前景在结构上受到控制。这项研究的结果表明,在油田中部目前的生产区之外,还存在额外的线索和前景,可以对其碳氢化合物生产进行进一步评估。
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引用次数: 12
Object Detection in Ground-Penetrating Radar Images Using a Deep Convolutional Neural Network and Image Set Preparation by Migration 基于深度卷积神经网络和图像集迁移制备的探地雷达图像目标检测
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-11-27 DOI: 10.1155/2018/9365184
K. Ishitsuka, S. Iso, K. Onishi, T. Matsuoka
Ground-penetrating radar allows the acquisition of many images for investigation of the pavement interior and shallow geological structures. Accordingly, an efficient methodology of detecting objects, such as pipes, reinforcing steel bars, and internal voids, in ground-penetrating radar images is an emerging technology. In this paper, we propose using a deep convolutional neural network to detect characteristic hyperbolic signatures from embedded objects. As a first step, we developed a migration-based method to collect many training data and created 53510 categorized images. We then examined the accuracy of the deep convolutional neural network in detecting the signatures. The accuracy of the classification was 0.945 (94.5%)–0.979 (97.9%) when using several thousands of training images and was much better than the accuracy of the conventional neural network approach. Our results demonstrate the effectiveness of the deep convolutional neural network in detecting characteristic events in ground-penetrating radar images.
探地雷达为路面内部和浅层地质构造的调查提供了大量的图像。因此,在探地雷达图像中检测管道、钢筋和内部空隙等物体的有效方法是一种新兴技术。在本文中,我们提出使用深度卷积神经网络来检测嵌入对象的特征双曲特征。作为第一步,我们开发了一种基于迁移的方法来收集许多训练数据,并创建了53510个分类图像。然后,我们检验了深度卷积神经网络在检测特征方面的准确性。在使用数千张训练图像时,分类准确率为0.945(94.5%)~ 0.979(97.9%),大大优于传统神经网络方法的准确率。研究结果证明了深度卷积神经网络在探测探地雷达图像特征事件方面的有效性。
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引用次数: 24
HVSR Analysis of Rockslide Seismic Signals to Assess the Subsoil Conditions and the Site Seismic Response 滑坡地震信号的HVSR分析评估地基条件和现场地震反应
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-11-01 DOI: 10.1155/2018/9383189
A. Lotti, V. Pazzi, G. Saccorotti, A. Fiaschi, L. Matassoni, G. Gigli
Many Italian rock slopes are characterized by unstable rock masses that cause constant rock falls and rockslides. To effectively mitigate their catastrophic consequence thorough studies are required. Four velocimeters have been placed in the Torgiovannetto quarry area for an extensive seismic noise investigation. The study area (with an approximate surface of 200×100 m) is located near the town of Assisi (Italy) and is threatened by a rockslide. In this work, we present the results of the preliminary horizontal to vertical spectral ratio analysis of the acquired passive seismic data aimed at understanding the pattern of the seismic noise variation in case of stress state and/or weathering conditions (fluid content and microfracturing). The Torgiovannetto unstable slope has been monitored since 2003 by Alta Scuola of Perugia and the Department of Earth Sciences of the University of Firenze, after the observation of a first movement by the State Forestry Corps. The available data allowed an extensive comparison between seismic signals, displacement, and meteorological information. The measured displacements are well correlated with the precipitation trend, but unfortunately no resemblance with the seismic data was observed. However, a significant correlation between temperature data and the horizontal to vertical spectral ratio trend of the seismic noise could be identified. This can be related to the indirect effect of temperature on rock mass conditions and further extensive studies (also in the time frequency domain) are required to better comprehend this dependency. Finally, the continuous on-line data reveal interesting applications to provide near-real time warning systems for emerging potentially disastrous rockslides.
许多意大利岩石边坡的特点是不稳定的岩体会导致不断的落石和岩石滑坡。为了有效减轻其灾难性后果,需要进行彻底的研究。在Torgiovannetto采石场区域放置了四台测速仪,用于广泛的地震噪声调查。研究区域(表面约为200×100m)位于意大利阿西西镇附近,受到岩石滑坡的威胁。在这项工作中,我们介绍了对所获取的被动地震数据进行的初步水平与垂直频谱比分析的结果,旨在了解在应力状态和/或风化条件(流体含量和微裂缝)的情况下地震噪声的变化模式。在国家林业局观察到第一次移动后,佩鲁贾的Alta Scuola和佛罗伦萨大学地球科学系自2003年以来一直对Torgiovannetto不稳定斜坡进行监测。现有的数据允许在地震信号、位移和气象信息之间进行广泛的比较。测得的位移与降水趋势有很好的相关性,但不幸的是,与地震数据没有相似之处。然而,可以确定温度数据和地震噪声的水平与垂直频谱比趋势之间的显著相关性。这可能与温度对岩体条件的间接影响有关,需要进一步的广泛研究(也在时频域)来更好地理解这种依赖性。最后,连续的在线数据揭示了为新出现的潜在灾难性岩滑提供近实时预警系统的有趣应用。
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引用次数: 10
Assessing Magnetic Susceptibility Profiles of Topsoils under Different Occupations 不同工种下表土磁化率曲线的评价
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-10-18 DOI: 10.1155/2018/9481405
N. Bouhsane, S. Bouhlassa
Magnetic susceptibility measurements at low and high frequencies (χlf, χhf) were carried out on topsoil samples from reforested, cultivated, and pasture lands from a catchment located at the north of Morocco. The aims of this study were to investigate the impact of land use or human activity on χlf of soil overlying the same substrate, to discriminate allochthonous material or pollution from autochthonous or inherited ones, and to assess the origin and contribution of superparamagnetic (SP) grains to the global magnetic susceptibility χlf. Measurements of χlf indicated significant enhancement, with values ranging from 12.4 to 252.82 × 10-8 m3 kg−1 with a mean value of 107.087 × 10-8 m3 kg−1 for the reforested lands. In the cultivated lands, χlf were from 8.4 to 88.65 × 10-8 m3 kg1 with a mean value of 42.69 × 10-8 m3 kg−1, while in the pasture lands, χlf was comprised between 14.34 × 10-8 m3 kg−1 and 133.35 × 10-8 m3 kg−1 with a mean value of 57.33 × 10-8 m3 kg−1. The magnetic enhancement indicates high concentration of ferrimagnetic minerals in the top soil. The magnetic susceptibility enhancement decreases as the human activity increases, while the underlying bedrock is almost the same: reforested land > pastures land > cultivated land. The analysis of the variations of χlf and frequency dependent susceptibilities (χfd and %χfd), along the profiles of soil, indicate a pedogenic origin of the topsoil magnetic susceptibility enhancement.
对摩洛哥北部一个集水区重新造林、耕地和牧场的表土样品进行了低频和高频磁化率测量(χ f, χhf)。本研究的目的是探讨土地利用或人类活动对同一基质上覆土壤的χ f的影响,区分外来物质或污染与本地或遗传物质或污染,并评估超顺磁性(SP)颗粒的来源和对全球磁化率χ f的贡献。经χ f测量,复林后土壤的土壤质量显著提高,其值为12.4 ~ 252.82 × 10-8 m3 kg - 1,均值为107.087 × 10-8 m3 kg - 1。在耕地中,χ f为8.4 ~ 88.65 × 10-8 m3 kg1,平均值为42.69 × 10-8 m3 kg - 1;在牧场中,χ f为14.34 ~ 133.35 × 10-8 m3 kg - 1,平均值为57.33 × 10-8 m3 kg - 1。磁场增强表明表层土壤中铁磁性矿物含量较高。磁化率增强随人类活动的增加而减小,而下垫基岩基本不变,即复植地bb0牧场bb1耕地。χf和频率相关磁化率(χfd和%χfd)沿土壤剖面的变化分析表明,表层土壤磁化率增强的成因是土壤成因。
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引用次数: 10
Analysis of the Magnetic Anomalies of Buried Archaeological Ovens of Aïn Kerouach (Morocco) 埃因凯鲁阿(摩洛哥)埋藏的考古烤炉的磁异常分析
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-10-11 DOI: 10.1155/2018/9741950
A. Ayad, S. Bakkali
Aïn Kerouach is one of the most important archaeological sites in the northern part of Morocco. The main buried archaeological ruins in this area were surveyed in 1977 using magnetic prospecting. This survey highlights the mean anomalies that are related to potteries ovens built to the Marinid dynasty that governed Morocco from the 13th to the 15th century. In order to find the maximum depth of the sources, we computed the enhanced downward continuation filter in order to highlight the magnetization contrasts in high detail, depending on the depth downward included in the computation. The main goal is providing a reliable mapping to observe the ovens in depth by shifting the data below the plane of measurement. The results showed an important depth variation of the main ovens given by the original magnetic map and revealed others. Indeed, the downward continuation process applied to analyze the magnetic data shows its efficiency to highlight the buried archaeological structures.
凯鲁亚克是摩洛哥北部最重要的考古遗址之一。1977年对该地区的主要埋藏考古遗址进行了磁勘探。这项调查强调了与13至15世纪统治摩洛哥的马里尼王朝建造的陶器烤炉有关的平均异常现象。为了找到源的最大深度,我们计算了增强的向下连续滤波器,以便根据计算中包括的向下深度,高度详细地突出磁化对比度。主要目标是通过将数据转移到测量平面以下,提供可靠的地图,以深入观察烤炉。结果显示了原始磁图给出的主烤炉的重要深度变化,并揭示了其他情况。事实上,用于分析磁性数据的向下延续过程显示了其突出埋藏考古结构的效率。
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引用次数: 5
Lead Time for Cities of Northern India by Using Multiparameter EEW Algorithm 基于多参数EEW算法的印度北部城市交付周期
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-09-26 DOI: 10.1155/2018/9086205
R. Bhardwaj, M. Sharma
Earthquake early warning (EEW) is considered one of the important real-time earthquake damage mitigation measures. The presence of seismogenic sources generating high seismicity in Himalayas and the cities of concern lying at appropriate distances makes Northern India a perfect case to be monitored using EEW systems. In the present study, an attempt has been made to estimate the lead times for Northern Indian cities for issuing early warning by using the EEW system deployed by IIT Roorkee in Central Himalayas. The instrumentation deployed at 100 locations between Uttarkashi and Chamoli has been used to estimate the lead time at six cities. The estimated lead time includes the time to reach S-wave after subtraction of the sum of P-wave arrival time at the station, time taken by EEW algorithm, transmission and processing delay. The study reveals that for Dehradun, Hardwar, Roorkee, Muzaffarnagar, Meerut, and Delhi the minimum calculated lead time is 5, 11, 20, 35, and 68 sec while the maximum lead time is 37, 36, 47, 59, and 90 sec, respectively. Such larger estimated lead times to these densely populated cities show that EEW can successfully work as one of the important real-time earthquake disaster reduction measures in Northern India.
地震预警被认为是一种重要的实时地震减灾措施。喜马拉雅山脉和适当距离的关注城市中产生高地震活动的发震源的存在,使印度北部成为使用EEW系统监测的完美案例。在本研究中,试图通过使用IIT Roorkee在喜马拉雅山脉中部部署的EEW系统来估计印度北部城市发布预警的准备时间。部署在Uttarkashi和Chamoli之间100个地点的仪器已用于估计六个城市的交付周期。估计的提前时间包括在减去到达站点的P波到达时间、EEW算法所花费的时间、传输和处理延迟之和之后到达S波的时间。研究表明,对于Dehradun、Hardwar、Roorkee、Muzaffarnagar、Meerut和Delhi,计算的最小提前期分别为5、11、20、35和68秒,而最大提前期则分别为37、36、47、59和90秒。这些人口稠密城市的预计交付周期如此之大,表明EEW可以成功地作为印度北部重要的实时地震减灾措施之一。
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引用次数: 3
Localized Increment and Decrement in the Total Electron Content of the Ionosphere as a Response to the April 20, 2018, Geomagnetic Storm 电离层总电子含量的局部增减对2018年4月20日地磁风暴的响应
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-09-18 DOI: 10.1155/2018/1986306
C. Sotomayor-Beltran
A moderate geomagnetic storm occurred on April 20, 2018. Using vertical total electron content (VTEC) maps provided by the Center for Orbit Determination in Europe, ionospheric responses to the geomagnetic storm could be identified in generated two-dimensional differential VTEC maps. During the day of the storm the enhancement of the equatorial ionization anomaly (EIA), product of the super-fountain effect was identified. A localized TEC enhancement (LTE) was also observed to the south of the EIA on April 20, 2018. It was also possible to visualize this LTE in a longitudinal section of the EIA as a third crest. The maximum increment of VTEC for the LTE was 204%. This LTE is quite unique because it happened during the expected solar cycle 24 and 25 minimum, and according to a previous study no LTE observation could be done for the last solar two-cycle minimum. The origin of the observed LTE is suggested to be partly product of the super-fountain effect. Finally, a localized TEC decrement (LTD) was observed towards the end of the day, April 20, 2018. Because this LTD consisted in the disappearance of the northern and southern crests of the EIA and this occurred during the recovery phase of the geomagnetic storm, it can be suggested that the LTD origin is due to the westward disturbance electric field. This mechanism was put forward by a past study that also analyzed the responses to a geomagnetic storm (the 2015 St. Patrick’s day storm), being one of the responses the inhibition of both crests of the EIA.
2018年4月20日,一场中度地磁风暴发生。利用欧洲轨道确定中心提供的垂直总电子含量(VTEC)图,可以在生成的二维差分VTEC图中识别电离层对地磁暴的响应。在风暴期间,发现了赤道电离异常的增强,这是超级喷泉效应的产物。2018年4月20日,在EIA以南也观察到了局部TEC增强(LTE)。还可以在EIA的纵向截面中将该LTE可视化为第三波峰。LTE的VTEC的最大增量为204%。这种LTE是非常独特的,因为它发生在预期的最小太阳周期24和25期间,并且根据之前的研究,无法对最后一个最小太阳周期进行LTE观测。观测到的LTE的起源被认为是超级喷泉效应的部分产物。最后,在2018年4月20日当天结束时,观察到局部TEC减少(LTD)。由于这种LTD由EIA的南北波峰消失组成,并且发生在地磁暴的恢复阶段,因此可以认为LTD的起源是由于向西扰动电场。这一机制是由过去的一项研究提出的,该研究还分析了对地磁风暴(2015年圣帕特里克节风暴)的反应,这是抑制EIA两个波峰的反应之一。
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引用次数: 3
Integrated Geophysical-Geological 3D Model of the Right-Bank Slope Downstream from the Rogun Dam Construction Site, Tajikistan 塔吉克斯坦罗贡大坝施工现场右岸下游边坡综合地球物理地质三维模型
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-08-27 DOI: 10.1155/2018/1641789
H. Havenith, I. Torgoev, A. Ischuk
In summer of 2015 we had completed a geophysical survey complemented by borehole drilling near the right-bank slope of the Rogun Dam construction site, Tajikistan. These data were first processed and then compiled within a 3D geomodel. The present paper describes the geophysical results and the 3D geomodel generated for an ancient mass movement located immediately downstream from the construction site. The geophysical survey included electrical and seismic profiles and ambient vibration measurements as well as earthquake recordings. The electrical and seismic data were processed as tomographic sections, the ambient vibrations as horizontal-to-vertical spectral H/V ratios, and the earthquake data mainly in terms of standard spectral ratios. By estimating the average shear wave velocities of the subsurface, we computed the local soft layer thickness from the resonance frequencies revealed by the H/V ratios. Three seismic stations had been installed for ten days along a profile crossing the intermediate plateau. Standard spectral ratios inferred from ten processed earthquake measurements confirmed the presence of a thick soft material layer on the plateau made of weathered rocks, colluvium, and terrace deposits, which produce a medium-level amplification at about 2 Hz. The 3D geomodel was first built on the basis of new topographic data, satellite imagery, and a geological map with two sections. Then, the various electrical resistivity and seismic refraction tomographies were inserted in the geomodel. The soft layer thickness information and borehole data were represented in terms of logs in the model. The site is crossed by the Ionakhsh Fault that could be modeled on the basis of the geological inputs and of a lateral resistivity gradient found on one electrical profile along the steep lower slope. The integrated interpretation of all results reveals that probably only a relatively small part of the ancient giant mass movement is really exposed to slope instability phenomena.
2015年夏天,我们在塔吉克斯坦Rogun大坝建设工地右岸斜坡附近完成了地球物理调查,并进行了钻孔钻探。这些数据首先被处理,然后被编译成一个三维的地理模型。本文描述了位于建筑工地下游的古代地块运动的地球物理结果和三维地质模型。地球物理调查包括电气和地震剖面、环境振动测量以及地震记录。电、地震数据采用层析剖面处理,环境振动数据采用水平-垂直频谱H/V比处理,地震数据主要采用标准频谱比处理。通过估计地下平均横波速度,根据H/V比显示的共振频率计算出局部软层厚度。在穿过中间高原的剖面上安装了三个地震台站,历时10天。从10次处理过的地震测量中推断出的标准光谱比证实,在高原上存在一层由风化岩石、塌积层和阶地沉积物组成的厚软物质层,它产生约2赫兹的中等水平放大。三维地质模型首先建立在新的地形数据、卫星图像和地质地图的基础上,其中包括两个部分。然后,将各种电阻率和地震折射层析成像插入到地质模型中。软层厚度信息和钻孔数据在模型中以测井曲线表示。该地点被Ionakhsh断层穿过,该断层可以根据地质输入和沿陡峭的较低斜坡在一条电剖面上发现的横向电阻率梯度进行建模。综合所有结果的解释表明,可能只有相对较小的一部分古代巨型岩体运动真正暴露于边坡失稳现象。
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引用次数: 10
Hydrogeophysical Investigation for Groundwater Resources from Electrical Resistivity Tomography and Self-Potential Data in the Méiganga Area, Adamawa, Cameroon 喀麦隆阿达马瓦Méiganga地区地下水资源的电阻率层析成像和自电位数据水文地质调查
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-07-25 DOI: 10.1155/2018/2697585
Meying Arsène, Bidichael Wahile Wassouo Elvis, G. Daniel, N. Theophile, Kuiate Kelian, Ngoh Jean Daniel
Exploration and production of groundwater, a vital and precious resource, is a challenging task in hard rock, which exhibits inherent heterogeneity. A geophysical survey was conducted in Méiganga, Mbéré department, in the Adamawa region, Cameroon. High-resolution electrical resistivity tomography (ERT) and self-potential (SP) dataset were collected in a gneissic terrain to solve the groundwater problem as people are facing acute shortage of drinking water in the study area. The analysis and interpretations based on resistivity models revealed substantial resistivity contrast between the altered gneiss that might contain water and massive gneiss and delineated five deeper groundwater prospects zones located at Yelwa, Ngoa-Ekélé, Sabongari, Ngassiri, and Gbakoungué, respectively. Nevertheless shallow groundwater zones (<13 m) are located in the northern part of the study area at high elevation while best prospect and productive groundwater zones lying between 20 and 25 m depth are at low elevation in the southern part. On the other hand, analysis of SP negative peaks along with groundwater head and groundwater vector maps revealed areas of recharge and discharge across the study area. The discharge areas serve as groundwater collection center and are good groundwater potential zones. In addition these maps revealed that groundwater flow pattern shows inward flow from the flanks to center and south central parts of the study area.
地下水是一种重要而珍贵的资源,在具有内在非均质性的坚硬岩石中,地下水的勘探和开采是一项具有挑战性的任务。在喀麦隆阿达马瓦地区姆贝雷省的梅甘加进行了地球物理调查。高分辨率电阻率层析成像(ERT)和自电位(SP)数据集是在片麻岩地形中收集的,以解决研究区域内人们面临饮用水严重短缺的地下水问题。基于电阻率模型的分析和解释揭示了可能含有水的蚀变片麻岩和块状片麻岩之间的电阻率对比,并分别位于Yelwa、Ngoa Ekélé、Sabongari、Ngassiri和Gbakoungué的五个更深的地下水勘探区。然而,浅层地下水带(<13m)位于研究区北部的高海拔地区,而20至25m深度的最佳勘探和生产地下水带位于南部的低海拔地区。另一方面,对SP负峰以及地下水水头和地下水矢量图的分析揭示了整个研究区域的补给和排泄区域。排放区是地下水收集中心,是良好的地下水潜力区。此外,这些地图显示,地下水流动模式显示从研究区域的侧翼向中心和中南部向内流动。
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引用次数: 21
Depth and Lineament Maps Derived from North Cameroon Gravity Data Computed by Artificial Neural Network 用人工神经网络计算喀麦隆北部重力数据的深度和线形图
IF 1.1 Q2 Earth and Planetary Sciences Pub Date : 2018-07-05 DOI: 10.1155/2018/1298087
Marcelin Mouzong Pemi, J. Kamguia, S. Nguiya, E. Manguelle-Dicoum
Accurate interpretation of geological structures inverted from gravity data is highly dependent on the coverage of the recorded gravity data. In this work, Artificial Neural Networks (ANNs) are implemented using Levenberg-Marquardt algorithm (LMA) to construct a background density model for predicting gravity data across Northern Cameroon and its surroundings. This approach yields statistical predictions of gravity values (low values of errors) with 97.48%, 0.10, and 0.89, respectively, for correlation, Mean Bias Error, and Root Mean Square Error for two inputs (latitude, longitude) and 97.08%, 0.13, and 1.14 for three inputs (latitude, longitude, and elevation) for a set of anomalies as output. The model validation is obtained by comparing the results to other classical approaches and to the computed Bouguer, lineaments, and Euler maps obtained from measured gravity data. The depth of most of the deep faults and their orientation are in agreement with those obtained from other studies. The results achieved in this study establish the possibility of enhancing the quality of the analysis, interpretation, and modeling of gravity data collected on sparse grid of recording stations.
根据重力数据反演的地质结构的准确解释在很大程度上取决于记录的重力数据的覆盖范围。在这项工作中,使用Levenberg-Marquardt算法(LMA)实现了人工神经网络(Ann),以构建一个背景密度模型,用于预测喀麦隆北部及其周边地区的重力数据。该方法产生重力值(低误差值)的统计预测,两个输入(纬度、经度)的相关性、平均偏差误差和均方根误差分别为97.48%、0.10和0.89,三个输入(经度、纬度和高程)的相关性为97.08%、0.13和1.14,作为一组异常的输出。模型验证是通过将结果与其他经典方法以及从测量的重力数据中获得的计算布格图、线理图和欧拉图进行比较来获得的。大多数深断层的深度及其走向与其他研究结果一致。本研究的结果为提高在稀疏网格记录站上收集的重力数据的分析、解释和建模质量奠定了基础。
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引用次数: 7
期刊
International Journal of Geophysics
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