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Changes in the magnetic properties of a tropical red soil following the conversion of forest into agricultural land 森林变成农田后热带红壤磁性的变化
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-27 DOI: 10.1016/j.jappgeo.2024.105471
Meichen Wang , Fengrui Li , Haixia Li , Xiaoling Zhang , Shiyu Li , Gangqiang Li , Yudong Chen , Yang Wang , Jingyuan Hu , Junmin Ye

Land uses have a large impact on the magnetic properties of soil. Understanding the changes in such properties caused by different land uses will help to correctly explain and apply magnetic parameters. In this study, the magnetic susceptibility, magnetic mineral types, and magnetic domain state of iron oxide particles in soil after the transformation of a forest into a tea garden and cornfield in a tropical area were compared. 1)The vertical distribution characteristics of soil magnetism under the three land uses in tropical red soil area were similar. The magnetic properties of soil in the 0–20 cm surface layer was significantly different, but there were no significant differences below 20 cm. The low-frequency mass magnetic susceptibility and anhysteretic susceptibility of topsoil were largest in the cornfield, followed by the forest and tea garden, and the magnetic susceptibility of the topsoil in the cornfield was significantly higher than in the tea garden and forest. 2)The magnetic minerals in tropical red soil area were mainly ferrimagnetic minerals (maghemite and magnetite). The content of ferrimagnetic minerals decreased with depth, while the content of antiferromagnetic minerals (hematite) increased. 3)The magnetic particles were mainly composed of superparamagnetic (SP), single domain (SD), and pseudo single domain (PSD) particles. The magnetic differences in the topsoil were mainly caused by changes in the ferrimagnetic mineral concentration of SD particles. Tea garden and cornfield are the two main agricultural land in the study area. Through the correct application of magnetic parameters, it is helpful to monitor the influence of land use change on soil properties, so as to provide the necessary reference for the rational use of soil.

土地利用对土壤的磁性有很大影响。了解不同土地利用方式导致的磁性变化有助于正确解释和应用磁性参数。本研究比较了热带地区森林变为茶园和玉米田后土壤中氧化铁颗粒的磁感应强度、磁性矿物类型和磁畴状态。1)热带红壤区三种土地利用方式下的土壤磁性垂直分布特征相似。0-20 cm 表层土壤的磁性有显著差异,但 20 cm 以下无显著差异。玉米田表土的低频质量磁感应强度和非稳态磁感应强度最大,森林和茶园次之,玉米田表土的磁感应强度明显高于茶园和森林。2)热带红壤区的磁性矿物主要是铁磁性矿物(方镁石和磁铁矿)。随着深度的增加,铁磁性矿物的含量减少,而反铁磁性矿物(赤铁矿)的含量增加。3)磁性颗粒主要由超顺磁性(SP)、单域(SD)和伪单域(PSD)颗粒组成。表层土壤的磁性差异主要是由 SD 颗粒中铁磁性矿物浓度的变化引起的。茶园和玉米田是研究区域的两大主要农田。通过正确应用磁参数,有助于监测土地利用变化对土壤性质的影响,从而为合理利用土壤提供必要的参考。
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引用次数: 0
Reconstruction method for a three-demensional discrete element numerical model of landslides using an integrated multi-electrode resistivity tomography method and an unmanned aerial vehicle survey 利用综合多电极电阻率层析成像方法和无人机勘测重建滑坡三维离散元数值模型的方法
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-27 DOI: 10.1016/j.jappgeo.2024.105469
Yujia Guo , Ganglie Yuan , Ailan Che , Zhijian Wu , Hanxu Zhou , Yuan Liu

To analyze the hazard-causing modes of landslides, this paper proposes a three-dimensional discrete element model reconstruction method that employs an unmanned aerial vehicle survey and multi-electrode resistivity tomography method. To convert the resistivity profile into a material profile, we adopt the peak of the probability density method for material classification and utilize the Haar wavelet transform for image denoising. Subsequently, inverse distance weighting interpolation and the curtain-point method are used to transform two-dimensional profiles into a 3D visualization model. Similarly, the triangular mesh boundary can be extracted from the 3D visualization model using the curtain-point method. A mapping function f including the macroscopic parameters, was defined to populate the particles within the boundaries. Using the iterative method and defining the loss function L for parameter calibration, the targeted 3D discrete element model was constructed after setting the velocity threshold. This method was applied to the Changhe landslide (September 14, 2019) in Gansu Province, China, which had a typical damaged soil layer due to earthquake and rainfall factors. The results indicate that the lower part first exhibits significant displacement, followed by the upper and middle parts, which is consistent with the on-site inspections and UAV findings.

为了分析山体滑坡的致灾模式,本文提出了一种三维离散元模型重建方法,该方法采用了无人机勘测和多电极电阻率层析成像法。为了将电阻率剖面转换为材料剖面,我们采用概率密度峰值法进行材料分类,并利用哈小波变换进行图像去噪。随后,利用反距离加权插值法和帘点法将二维剖面图转化为三维可视化模型。同样,也可以使用帘点法从三维可视化模型中提取三角形网格边界。定义了包括宏观参数在内的映射函数 f,以填充边界内的粒子。使用迭代法并定义用于参数校准的损失函数 L,在设置速度阈值后构建目标三维离散元模型。该方法被应用于中国甘肃省长河滑坡(2019 年 9 月 14 日),该滑坡由于地震和降雨因素造成了典型的破坏土层。结果表明,下部首先表现出明显的位移,其次是上部和中部,这与现场检测和无人机的发现一致。
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引用次数: 0
Damage evolution, acoustic emission and electromagnetic radiation of rock under uniaxial cyclic loading 单轴循环加载下岩石的损伤演变、声发射和电磁辐射
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-26 DOI: 10.1016/j.jappgeo.2024.105470
Junwen Zhang , Yulong Chen , Lin Mao

Uniaxial cyclic loading compression experiments are conducted with synchronous monitoring of acoustic emission (AE) and electromagnetic radiation (EMR). The AE and EMR characteristics of rocks during cyclic loading are analyzed. Subsequently, the Kaiser and Felicity effects of AE and EMR are disclosed. Moreover, the b-value and fractal dimension are calculated to explore the cracking mechanism of rock materials. These results show that the AE and EMR are active during the 1st and 2nd loading cycles, and sparse during the 3rd and 4th loading cycles where the AE and EMR are only generated when the stress exceeds the previous peak stress due to the Kaiser effect. In the 5th loading cycle, AE and EMR accelerate and peak at rock failure. The variation of EMR-based FR is consistent with that for AE under cyclic loading. Hence, the FR associated with EMR is also well correlated with stress memory. The AE and EMR-based FR is greater than 1 in the 2nd-4th loading cycles, and less than 1 in the 5th cycle, indicating that FR can be used to reflect the damage evolution of rocks. The b-value and fractal dimension increase in the 1st-4th loading cycles, and turn to decrease in the 5th loading cycle. This pattern serves as a precursor to identify the rock failure.

通过同步监测声发射(AE)和电磁辐射(EMR),进行了单轴循环加载压缩实验。分析了循环加载期间岩石的声发射和电磁辐射特征。随后,揭示了 AE 和 EMR 的 Kaiser 和 Felicity 效应。此外,还计算了 b 值和分形维度,以探索岩石材料的开裂机理。这些结果表明,在第 1 和第 2 个加载周期,AE 和 EMR 比较活跃,而在第 3 和第 4 个加载周期,由于凯撒效应,AE 和 EMR 只在应力超过之前的峰值应力时才产生。在第 5 个加载周期,AE 和 EMR 加速产生,并在岩石破坏时达到峰值。基于 EMR 的 FR 变化与循环加载下 AE 的变化一致。因此,与 EMR 相关的 FR 也与应力记忆密切相关。基于 AE 和 EMR 的 FR 在第 2 至第 4 个加载循环中大于 1,而在第 5 个循环中小于 1,这表明 FR 可用来反映岩石的损伤演化。b 值和分形维数在第 1 至第 4 个加载循环中增加,在第 5 个加载循环中转为减少。这种模式是识别岩石破坏的先兆。
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引用次数: 0
Fusion and integrated interpretation of multisource geoscience datasets for mineral exploration 矿物勘探多源地球科学数据集的融合与综合解释
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1016/j.jappgeo.2024.105445
Min Ma , Wenhui Zhou , Liancun Xiu , Xinqian Wang , Yongchun Li , Weixing Li , Junjie Yun , Zhen Lu

Integrated interpretation has been a cutting-edge approach in three-dimensional (3D) mineral potential mapping (MPM) in recent decades. This research presented a multisource geo-data fusion and integrated interpretation approach for 3D MPM. Thereinto, the favorable geological bodies and faults were scored according to their closeness of the relationship with mineralization. The soil geochemical data and Landsat 8 OLI imagery was processed by orthogonal factor analysis (FA) to explore the mineralization-related geochemical factors and to extract hydrothermal alterations, respectively. The aeromagnetic data was denoised by multifractal singular value decomposition (MSVD) and was extracted of the residual anomalies by bi-dimensional empirical mode decomposition (BEMD). In this way, these multisource geo-anomalies were fused by TOPSIS algorithm and the fusion result was segmented by concentration-area (C-A) multifractal model for targets mapping. Then a wavenumber-domain fast 3D-inversion approach of MagFInv3D was applied in inverting the residual magnetic anomalies. At last, the targets, occurrences and regional faults along the inverted underground residual anomalies were integrated together for interpretation. It proved that the proposed approach could show high performance in 3D MPM, which could provide a reference for 3D mineral exploration, especially in a tectonically-controlled and polymetallic metallogenic belt.

近几十年来,综合解释一直是三维(3D)矿产潜力测绘(MPM)的前沿方法。本研究提出了一种多源地质数据融合和三维矿产潜力测绘综合解释方法。其中,根据有利地质体和断层与成矿关系的密切程度对其进行了评分。土壤地球化学数据和 Landsat 8 OLI 图像经正交因子分析(FA)处理后,分别用于探索与成矿相关的地球化学因素和提取热液蚀变因素。通过多分形奇异值分解(MSVD)对气磁数据进行去噪处理,并通过双维经验模式分解(BEMD)提取残余异常。这样,这些多源地质异常就通过 TOPSIS 算法进行了融合,融合结果通过浓度-区域(C-A)多分形模型进行分割,以绘制目标图。然后采用 MagFInv3D 的波数域快速三维反演方法反演残余磁异常。最后,将反演的地下残余异常沿线的目标、矿点和区域断层整合在一起进行解释。结果表明,所提出的方法在三维多金属矿勘探中表现出较高的性能,可为三维矿产勘探提供参考,尤其是在受构造控制的多金属成矿带中。
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引用次数: 0
Fine interpretation of magnetic data for a concealed mineral deposit: A case study of the Fe-polymetallic deposit from Western China 隐蔽矿床磁数据的精细解读:中国西部铁多金属矿床案例研究
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-23 DOI: 10.1016/j.jappgeo.2024.105468
Henglei Zhang , Houpu Li , Xiangyun Hu

We interpret the magnetic anomalies for exploration and characterization of the Galinge iron polymetallic deposit, which is the largest iron polymetallic deposit in Western China. This undeveloped deposit is completely concealed by the thick Quaternary sediments, presenting an exploration challenge. A lot of drillholes have been implemented focusing on the strong magnetic anomaly centers, while the relationship between magnetite-bearing and non-magnetite-bearing drillholes is unclear, and the metallogenic regularity in the whole area needs to be further studied. The edge detection is applied on the downward continued field to resolve individual magnetite ore bodies and enhance possible concealed ore bodies. Three anomaly belts trending NE-SW with a total extension length of ∼11 km are first revealed. Combining the sharper images from the enhanced magnetic anomaly and the drillholes, we infer that the deposits would be related to the syncline structure. Forward modeling confirms the inferred three belts of the ore bodies and also shows possibly two layers deposits in which the deep layer would be located at a depth of ∼1000 m. Although the deeper deposit results in a very smooth and low amplitude magnetic anomaly, the forward modeling shows that the anomalies from both the shallow magnetite and the inferred deep one fit the observed anomaly better. One deep drillhole reveals the fact that the magnetite is existed at a depth of ∼1000 m which highlights the interpretation of the deep deposit. The results show the contribution of the fine processing techniques which would be used to distinguish zones of potentially concealed mineralization.

我们对磁异常进行了解释,以便对中国西部最大的铁多金属矿床--嘎林格铁多金属矿床进行勘探和定性。这个尚未开发的矿床完全被厚厚的第四纪沉积物所掩盖,给勘探工作带来了挑战。目前已围绕强磁异常中心实施了大量钻探,但含磁铁矿钻孔与不含磁铁矿钻孔之间的关系尚不清楚,整个区域的成矿规律性有待进一步研究。在向下持续场上应用边缘检测,以分辨单个磁铁矿体,并增强可能的隐蔽矿体。首先发现了三条东北-西南走向的异常带,总延伸长度为 11 千米。结合增强磁异常和钻孔的更清晰图像,我们推断这些矿床与切斜构造有关。正演模型证实了推断的三条矿体带,并显示可能有两层矿床,其中深层矿床位于 1000 米深处。虽然较深的矿床会产生非常平滑且振幅较低的磁异常,但正演模型显示,浅层磁铁矿和推断的深层矿床的异常更符合观测到的异常。一个深钻孔揭示了磁铁矿存在于 1000 米深处的事实,这突出了对深矿床的解释。这些结果表明了精细加工技术的作用,该技术可用于区分潜在的隐蔽矿化区。
{"title":"Fine interpretation of magnetic data for a concealed mineral deposit: A case study of the Fe-polymetallic deposit from Western China","authors":"Henglei Zhang ,&nbsp;Houpu Li ,&nbsp;Xiangyun Hu","doi":"10.1016/j.jappgeo.2024.105468","DOIUrl":"10.1016/j.jappgeo.2024.105468","url":null,"abstract":"<div><p>We interpret the magnetic anomalies for exploration and characterization of the Galinge iron polymetallic deposit, which is the largest iron polymetallic deposit in Western China. This undeveloped deposit is completely concealed by the thick Quaternary sediments, presenting an exploration challenge. A lot of drillholes have been implemented focusing on the strong magnetic anomaly centers, while the relationship between magnetite-bearing and non-magnetite-bearing drillholes is unclear, and the metallogenic regularity in the whole area needs to be further studied. The edge detection is applied on the downward continued field to resolve individual magnetite ore bodies and enhance possible concealed ore bodies. Three anomaly belts trending NE-SW with a total extension length of ∼11 km are first revealed. Combining the sharper images from the enhanced magnetic anomaly and the drillholes, we infer that the deposits would be related to the syncline structure. Forward modeling confirms the inferred three belts of the ore bodies and also shows possibly two layers deposits in which the deep layer would be located at a depth of ∼1000 m. Although the deeper deposit results in a very smooth and low amplitude magnetic anomaly, the forward modeling shows that the anomalies from both the shallow magnetite and the inferred deep one fit the observed anomaly better. One deep drillhole reveals the fact that the magnetite is existed at a depth of ∼1000 m which highlights the interpretation of the deep deposit. The results show the contribution of the fine processing techniques which would be used to distinguish zones of potentially concealed mineralization.</p></div>","PeriodicalId":54882,"journal":{"name":"Journal of Applied Geophysics","volume":"228 ","pages":"Article 105468"},"PeriodicalIF":2.2,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141850332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multichannel GPR and multi-depth electromagnetic surveys for the study of Villa Eucheria and Aquinum at Castrocielo (Frosinone, Central Italy) 多通道 GPR 和多深度电磁勘测,用于研究卡斯特罗谢洛的 Eucheria 和 Aquinum 别墅(意大利中部弗罗西诺内)
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1016/j.jappgeo.2024.105466
Dora Francesca Barbolla , Ivan Ferrari , Francesco Giuri , Ilaria Miccoli , Giuseppe Scardozzi , Veronica Ferrari , Giovanni Leucci

The municipality of Castrocielo (Frosinone, Italy) is a historically significant center which includes several centers of great archaeological importance, including part of the archaeological site of the ancient Roman city of Aquinum. In this work, we show the results of geophysical surveys performed in two different areas: the first area is close to the Monacato of Santa Maria al Palazzolo, built on the foundation slab of a Roman villa dating back to the 1st-2nd century BCE; the second area is close to the charging station Casilina Est, where several burials, dating back to different periods from 4th century BCE to 4th century CE, were found. The aims of geophysical investigations is to identify structures linked to the ancient Roman villa (Villa Eucheria) in Area 1, and to identify the tombs of the necropolis in Area 2. The two areas were investigated in two different days, on 27th and 28 th March 2023 respectively, through a multi-channel georadar system (GPR). In the second area, an electro-magnetometric survey was also performed. This choise is to address the heavy rain developed during the night before the acquisition. Infact the GPR survey performed during the second day of the geophysical campaign did not provide good results.Based on the geophysical results, the archaeological excavation in Area 1 confirmed the detected anomalies, documenting a section of wall and other structures and elements brought to light over a length of approximately 9 m. The results obtained in Area 2 confirmed the cropmarks visible in the aerial photo, highlighting the traces of buried structures.

卡斯特罗切洛市(意大利弗罗西诺内)是一个具有重要历史意义的中心,其中包括几个具有重要考古价值的中心,包括古罗马城市阿奎努姆考古遗址的一部分。在这项工作中,我们展示了在两个不同区域进行地球物理勘测的结果:第一个区域靠近圣玛丽亚帕拉佐罗修道院,该修道院建在公元前 1-2 世纪罗马别墅的基石上;第二个区域靠近 Casilina Est 充电站,在该充电站发现了几座墓葬,其年代可追溯到公元前 4 世纪至公元前 4 世纪的不同时期。地球物理勘测的目的是在第一区域确定与古罗马别墅(Villa Eucheria)相关的结构,并在第二区域确定墓地的墓葬。分别于 2023 年 3 月 27 日和 28 日在两个不同的日子里通过多通道地质雷达系统(GPR)对这两个区域进行了调查。在第二个区域,还进行了电磁测量。这一选择是为了应对采集前一晚的大雨。根据地球物理勘测结果,在第一区域进行的考古发掘证实了探测到的异常点,记录了一段墙壁和其他结构和元素,发现的长度约为 9 米。
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引用次数: 0
A pixel-based finite element implementation to estimate effective wave velocity in heterogeneous media 估算异质介质中有效波速的基于像素的有限元方法
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1016/j.jappgeo.2024.105447
Victor Abi-Ramia Antonio Rachide, Pedro Cortez Fetter Lopes, Ricardo Leiderman, André Maués Brabo Pereira

In the present work, we present a 2D pixel-based Finite Element strategy to simulate the elastic wave propagation in heterogeneous media. An assembly-free approach is employed for the stiffness matrix, leveraging a pixel-based structured mesh to reduce the memory required to store computations. Additionally, a diagonal Lumped-Mass matrix technique is utilized to address challenges associated with the inversion and storage of the mass matrix. The Leap-frog integration method, known for its amalgamation of stability, precision, and efficiency, is adopted. The combination of these features is aimed at facilitating massive parallel computations for very large systems with 108 to 109 degrees of freedom. In that sense, the present work can be understood as a first step toward a very efficient massive parallel GPU-based voxel-based Finite Element implementation to treat very large digital images with personal computers. The implementation presented here has been validated against theoretical predictions and analytical results derived from classical wave propagation theory. Finally, the transmission test is simulated in two digital models, one representing a layered medium and another representing a medium with complex microstructue obtained via micro-tomography. For the first model, the results are compared with the so called Bakus average, while, for the second model, the results are compared with the corresponding outcomes acquired through an in-house developed static finite element homogenization implementation.

在本研究中,我们提出了一种基于像素的二维有限元策略,用于模拟弹性波在异质介质中的传播。刚度矩阵采用无装配方法,利用基于像素的结构网格来减少存储计算所需的内存。此外,还采用了对角集块质量矩阵技术,以解决与质量矩阵的反演和存储相关的难题。跃迁积分法因其兼具稳定性、精确性和高效性而闻名。这些特点的结合旨在促进具有 108 至 109 个自由度的超大系统的大规模并行计算。从这个意义上说,本研究工作可以被理解为迈向基于 GPU 的高效大规模并行体素有限元实现的第一步,以便使用个人电脑处理超大型数字图像。本文介绍的实现方法已与理论预测和经典波传播理论得出的分析结果进行了验证。最后,在两个数字模型中模拟了传输测试,一个代表层状介质,另一个代表通过微断层扫描获得的具有复杂微结构的介质。对于第一个模型,模拟结果与所谓的 Bakus 平均值进行了比较,而对于第二个模型,模拟结果则与通过内部开发的静态有限元均质化实施获得的相应结果进行了比较。
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引用次数: 0
Application of opposing coils transient electromagnetic method in urban area with metal interference 在有金属干扰的城市地区应用对置线圈瞬态电磁法
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1016/j.jappgeo.2024.105467
Juan Fan , Enke Hou , Dewu Jin , Zhenzhu Xi , Xia Long , Sheng Zhou , Shenghui Nan , Yingfeng Liu , Kang Guo , Dianyan Ning

Opposing coils transient electromagnetic method (OCTEM) adopts small and weak-coupling transmitting-receiving coils configuration, which helps to reduce side effect and improve the detection resolution. With such advantages, it has been widely used for shallow sub-surface target detection. However, when the method is used in urban area, measured data may be distorted by electromagnetic (EM) interference from nearby metal objects. In practical application, it is necessary to perform modelling to provide guidance for measuring data analysis. Two OCTEM application cases in detecting shallow sub-surface karst caves in urban area with metal objects nearby are presented in this paper. Corresponding modelling are carried out to study the interference effect of the nearby metal objects. The first application case is about the EM interference of a vertical steel tower, of which the influence distance reaches up to 9 m by modelling. The second application case is about the EM interference of a thin aluminum fence, of which the influence distance reaches up to 6 m by modelling. Only when the observation is outside the influence zone, the metal influence can be ignored. When the measurement is inside the influence zone, the metal influence cannot be ignored. However, as the nearby metal objects mainly affects the early data, the subsurface target may also be detected in condition that the target response is stronger than the metal interference, or the target response time window is wider than that of the metal interference.

对置线圈瞬变电磁法(OCTEM)采用小型弱耦合发射-接收线圈配置,有助于减少副作用和提高探测分辨率。凭借这些优势,该方法已被广泛应用于浅层地下目标探测。然而,在城市地区使用该方法时,测量数据可能会因附近金属物体的电磁干扰而失真。在实际应用中,有必要进行建模,为测量数据分析提供指导。本文介绍了两个 OCTEM 应用案例,用于探测附近有金属物体的城市地区浅层地下岩溶洞穴。为研究附近金属物体的干扰效应,进行了相应的建模。第一个应用案例是垂直钢塔的电磁干扰,通过建模,其影响距离可达 9 米。第二个应用案例是薄铝栅栏的电磁干扰,通过建模,其影响距离可达 6 米。只有当观测点位于影响区之外时,才能忽略金属的影响。而在影响区内进行测量时,则不能忽略金属影响。然而,由于附近的金属物体主要影响早期数据,因此在目标响应强于金属干扰或目标响应时间窗口宽于金属干扰的条件下,也可能检测到地下目标。
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引用次数: 0
Compact source inversion of self-potential data generated by geomicrobes 对地动仪生成的自电位数据进行紧凑源反演
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-22 DOI: 10.1016/j.jappgeo.2024.105463
Yijian Luo , Yi-an Cui , Youjun Guo , Jing Xie , Jianxin Liu

The self-potential (SP) method is a classical geophysical exploration method which has a wide application prospect in underground pollutant monitoring and other fields. However, due to the complexity of the formation mechanism and the lack of prior information, there are still quite a few difficulties in the precise quantitative inversion of the SP sources, and qualitative interpretation is frequently adopted in practical applications. In this work, we carry out inversion research on the SP data of geomicrobes to accurately invert and locate the spatial distribution of the SP sources which is closely relevant to microbial activities. The resistivity-based depth weighting matrix is added to the inversion algorithm to promote the migration of the SP sources from the earth surface to their original depth. And to conform to the actual distribution of the SP sources, the minimum support stabilizing function is introduced to impose additional compact constraint. Two synthetic models are firstly designed to verify the effectiveness and accuracy of the proposed algorithm. On this basis, the sandbox experiment that continuously observes and records the SP signals generated by the typical organism: Shiwanella Oneida MR-1 breaking down the organic matter is carried out. Then the observed data is inverted to locate the SP sources. The inversion results demonstrate that with the addition of Shiwanella Oneida MR-1 into the humus, the negative SP source immediately appear on the top of the humus, which increase sharply, then remain stable and then slowly decay over time. The negative SP sources are concentrated on the top of the humus, which is consistent with the theoretical analysis of the biogeobattery model.

自电位(SP)法是一种经典的地球物理勘探方法,在地下污染物监测等领域有着广泛的应用前景。然而,由于形成机理的复杂性和先验信息的缺乏,自电势源的精确定量反演还存在不少困难,实际应用中多采用定性解释。在这项工作中,我们对地层微生物的 SP 数据进行了反演研究,以精确反演和定位与微生物活动密切相关的 SP 源的空间分布。反演算法中加入了基于电阻率的深度加权矩阵,以促进 SP 源从地表向其原始深度迁移。为了符合 SP 源的实际分布情况,还引入了最小支持稳定函数来施加额外的紧凑约束。首先设计了两个合成模型来验证所提算法的有效性和准确性。在此基础上,通过沙盒实验持续观测和记录典型生物产生的 SP 信号:在此基础上,我们进行了沙盘实验,连续观察和记录典型生物:Shiwanella Oneida MR-1 分解有机物时产生的 SP 信号。然后对观察到的数据进行反演,找出 SP 源。反演结果表明,在腐殖质中加入石湾菌一MR-1后,腐殖质顶部立即出现负SP源,负SP源急剧增加,然后保持稳定,并随着时间的推移缓慢衰减。负 SP 源集中在腐殖质顶部,这与生物地理电池模型的理论分析相一致。
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引用次数: 0
Porosity prediction using a deep learning method based on bidirectional spatio-temporal neural network 利用基于双向时空神经网络的深度学习方法预测孔隙度
IF 2.2 3区 地球科学 Q2 GEOSCIENCES, MULTIDISCIPLINARY Pub Date : 2024-07-20 DOI: 10.1016/j.jappgeo.2024.105465
Jun Wang , Junxing Cao , Shan Yuan , Hanqing Xu , Peng Zhou

Deep learning is one of the best machine learning algorithms for modeling complex mapping relationships between independent and dependent variables, and thus it can be viewed as an ideal approach to predict porosity. In this study, to overcome the deficiencies in current porosity prediction based on deep learning and improve the prediction accuracy, we proposed a deep learning model based on bidirectional temporal convolutional network (BTCN) and bidirectional long short-term memory (BLSTM) network, called bidirectional spatio-temporal neural network (BSTNN), to establish a porosity prediction model. First, the maximum information coefficient is used to analyze the correlation between well logs and porosity, which provides a basis for determining the inputs of the prediction model. Then, a hybrid network structure is constructed by using BTCN and BLSTM, in which BTCN goes to learn the bidirectional long sequence features and BLSTM goes to learn the variation trend and context information with depth, so the hybrid network structure can learn richer logging signal features. Finally, the extracted features are passed through the fully connected layer to output the porosity prediction results. Porosity prediction experiment are conducted by using the actual field data set. The results show that the proposed method has the lower prediction errors for the porosity modeling (RMSE = 0.368 and MAE = 0.260) compared to the benchmark models convolutional neural network (RMSE = 0.404 and MAE = 0.292) and long short-term memory network (RMSE = 0.418 and MAE = 0.298), which verifies the effectiveness of this prediction method.

深度学习是自变量和因变量之间复杂映射关系建模的最佳机器学习算法之一,因此可被视为预测孔隙度的理想方法。在本研究中,为了克服目前基于深度学习的孔隙度预测存在的不足,提高预测精度,我们提出了一种基于双向时空卷积网络(BTCN)和双向长短时记忆网络(BLSTM)的深度学习模型,称为双向时空神经网络(BSTNN),建立孔隙度预测模型。首先,利用最大信息系数分析测井曲线与孔隙度之间的相关性,为确定预测模型的输入提供依据。然后,利用 BTCN 和 BLSTM 构建混合网络结构,其中 BTCN 学习双向长序列特征,BLSTM 学习随深度变化的变化趋势和上下文信息,因此混合网络结构可以学习更丰富的测井信号特征。最后,提取的特征通过全连接层输出孔隙度预测结果。利用实际的现场数据集进行了孔隙度预测实验。结果表明,与基准模型卷积神经网络(RMSE = 0.404,MAE = 0.292)和长短期记忆网络(RMSE = 0.418,MAE = 0.298)相比,所提方法的孔隙度建模预测误差较小(RMSE = 0.368,MAE = 0.260),验证了该预测方法的有效性。
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Journal of Applied Geophysics
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