首页 > 最新文献

Journal of Geophysics and Engineering最新文献

英文 中文
Three-dimensional seismic data reconstruction via partial sum of tensor nuclear norm minimisation 基于张量核范数最小化部分和的三维地震数据重建
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-03-01 DOI: 10.1093/jge/gxad012
Xingli Zhang, Yaping Zhang, ZuoGang Liu, Hongjuan Wang
Rank-reduction (RR) has become a hotspot in seismic data reconstruction research in recent years. Traditional RR methods generally use the nuclear norm as a convex proxy for rank, but these methods overly penalise large singular values, leading to reconstruction results that deviate from the optimal solution. In this paper, we propose a tensor robust principal component analysis (TRPCA) model with minimisation of the partial sum of tensor nuclear norm (PSTNN) for three-dimensional (3D) reconstruction of seismic data. PSTNN minimises only the partial singular values and can approximate the rank function more accurately. TRPCA can accurately recover the 3D tensor corrupted by sparse errors, improving the accuracy of seismic data reconstruction. The experimental results of the simulated data and real data show that the reconstruction effect of the proposed method on the 3D seismic data is better than the compared methods.
降秩(RR)是近年来地震资料重建研究的热点。传统的RR方法通常使用核范数作为秩的凸代理,但这些方法过度惩罚大的奇异值,导致重建结果偏离最优解。在本文中,我们提出了一种用于地震数据三维重建的张量鲁棒主成分分析(TRPCA)模型,该模型具有张量核范数部分和(PSTNN)的最小化。PSTNN仅最小化部分奇异值,并且可以更准确地近似秩函数。TRPCA可以准确地恢复被稀疏误差破坏的三维张量,提高地震数据重建的精度。模拟数据和实际数据的实验结果表明,该方法对三维地震数据的重建效果优于对比方法。
{"title":"Three-dimensional seismic data reconstruction via partial sum of tensor nuclear norm minimisation","authors":"Xingli Zhang, Yaping Zhang, ZuoGang Liu, Hongjuan Wang","doi":"10.1093/jge/gxad012","DOIUrl":"https://doi.org/10.1093/jge/gxad012","url":null,"abstract":"\u0000 Rank-reduction (RR) has become a hotspot in seismic data reconstruction research in recent years. Traditional RR methods generally use the nuclear norm as a convex proxy for rank, but these methods overly penalise large singular values, leading to reconstruction results that deviate from the optimal solution. In this paper, we propose a tensor robust principal component analysis (TRPCA) model with minimisation of the partial sum of tensor nuclear norm (PSTNN) for three-dimensional (3D) reconstruction of seismic data. PSTNN minimises only the partial singular values and can approximate the rank function more accurately. TRPCA can accurately recover the 3D tensor corrupted by sparse errors, improving the accuracy of seismic data reconstruction. The experimental results of the simulated data and real data show that the reconstruction effect of the proposed method on the 3D seismic data is better than the compared methods.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49447740","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
Characterization of potential Cu-Au mineralization using electrical resistivity and induced polarization methods: a case study in Eastern Labo, Bicol, Philippines 使用电阻率和感应极化方法表征潜在的铜-金矿化:以菲律宾比科尔东部拉博为例
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-28 DOI: 10.1093/jge/gxad018
M. A. A. Casulla, H. Mizunaga
Electrical resistivity and induced polarization (ER-IP) surveys were carried out in Eastern Labo, Bicol, Philippines, to assess the potential Cu-Au mineralization in pyroclastic-covered areas. An electrical resistivity tomography method with a dipole–dipole array was used, and the L1 norm (robust) inversion approach was employed to generate the 16 2D ER-IP models. The analysis of the resistivity and chargeability classified the underlying lithology into eight zones. Zones from C to F are the potential mineralized zones, while Zones A and B (Labo Volcanic Complex) and Zones G and H (Tumbaga Formation and Tamisan Diorite) are the non-mineralized zones. Zone C, represented by low chargeability (<15 mV V−1) and intermediate resistivity (15–100 Ω-m) values, is characterized by a high concentration of disseminated sulfide minerals (e.g. chalcopyrite). Zone D has a chargeability range comparable to Zone C but higher resistivity (>100 Ω-m), which might be due to silicification. Zone E corresponds to the oxide zone with concentrated sulfide minerals along clayey, weathered, fractured areas; it has moderate to high chargeability (>15 mV V−1) and low resistivity (<15 Ω-m) signatures. Zone F has a similar resistivity range to Zone E but has lower chargeability (<15 mV V−1) values. The interpreted underlying lithological units were confirmed using borehole data. Because of the extensive occurrence of high chargeability zones with moderate resistivity anomalies, potentially mineralized areas for further investigation (e.g. drilling) were identified in the north-eastern portion of the study area.
在菲律宾比科尔的Eastern Labo进行了电阻率和感应极化(ER-IP)调查,以评估火山碎屑覆盖区的潜在Cu-Au矿化。使用偶极-偶极阵列的电阻率层析成像方法,并采用L1范数(稳健)反演方法生成16个二维ER-IP模型。电阻率和荷电性分析将下伏岩性划分为八个区。C至F区为潜在矿化带,而A区和B区(Labo火山杂岩)以及G区和H区(Tumbaga组和Tamisan闪长岩)为非矿化带。C区,以低充电能力(100Ω-m) ,这可能是由于硅化作用。E区对应于沿粘性、风化、断裂区域的硫化物矿物富集的氧化物区;它具有中等到高的充电能力(>15 mV V−1)和低电阻率(<15Ω-m) 签名。F区的电阻率范围与E区相似,但充电能力较低(<15 mV V−1)。使用钻孔数据确认了解释的下伏岩性单元。由于广泛存在具有中等电阻率异常的高荷电性带,在研究区域的东北部发现了需要进一步调查(如钻探)的潜在矿化区域。
{"title":"Characterization of potential Cu-Au mineralization using electrical resistivity and induced polarization methods: a case study in Eastern Labo, Bicol, Philippines","authors":"M. A. A. Casulla, H. Mizunaga","doi":"10.1093/jge/gxad018","DOIUrl":"https://doi.org/10.1093/jge/gxad018","url":null,"abstract":"\u0000 Electrical resistivity and induced polarization (ER-IP) surveys were carried out in Eastern Labo, Bicol, Philippines, to assess the potential Cu-Au mineralization in pyroclastic-covered areas. An electrical resistivity tomography method with a dipole–dipole array was used, and the L1 norm (robust) inversion approach was employed to generate the 16 2D ER-IP models. The analysis of the resistivity and chargeability classified the underlying lithology into eight zones. Zones from C to F are the potential mineralized zones, while Zones A and B (Labo Volcanic Complex) and Zones G and H (Tumbaga Formation and Tamisan Diorite) are the non-mineralized zones. Zone C, represented by low chargeability (<15 mV V−1) and intermediate resistivity (15–100 Ω-m) values, is characterized by a high concentration of disseminated sulfide minerals (e.g. chalcopyrite). Zone D has a chargeability range comparable to Zone C but higher resistivity (>100 Ω-m), which might be due to silicification. Zone E corresponds to the oxide zone with concentrated sulfide minerals along clayey, weathered, fractured areas; it has moderate to high chargeability (>15 mV V−1) and low resistivity (<15 Ω-m) signatures. Zone F has a similar resistivity range to Zone E but has lower chargeability (<15 mV V−1) values. The interpreted underlying lithological units were confirmed using borehole data. Because of the extensive occurrence of high chargeability zones with moderate resistivity anomalies, potentially mineralized areas for further investigation (e.g. drilling) were identified in the north-eastern portion of the study area.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43628341","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
Application of the transfer learning method in multisource geophysical data fusion 迁移学习方法在多源地球物理数据融合中的应用
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-28 DOI: 10.1093/jge/gxad011
Pengfei Lv, G. Xue, Weiying Chen, Wanting Song
Using multigeophysical exploration techniques is a common way for deep targets to be explored in complex survey areas. How to locate an unknown underground target using multiple datasets is a great challenge. The useful information in the multisource geophysical model can be extracted and fused with the help of data fusion, which also works well to correct the interpretation divergence brought on by expert experience, with image feature extraction being the key step in the fusion of the geophysical models. Traditionally, this method is often used for these kinds of geophysical images, but it significantly reduces the efficiency of feature extraction. As a result, we propose a novel method based on a transfer learning method to extract the features of multisource images. First, the ResNet50 network is used to extract the initial features of the images. Owing to the problems of feature redundancy and fuzzy features in initial features, Spearman and zero phase component analysis can be used to achieve feature reduction and enhancement, which can further improve the computational efficiency and fusion accuracy in fusion. Finally, the fusion image is obtained using fusion rules that we designed based on the current state. The algorithm's reliability is tested using field data from the Iliamna Volcano. The case study demonstrates the effectiveness of the proposed strategy, which also offers a novel way to locate subsurface targets.
利用多重地球物理勘探技术是在复杂勘探区勘探深部目标的常用方法。如何使用多个数据集定位未知的地下目标是一个巨大的挑战。多源地球物理模型中的有用信息可以在数据融合的帮助下提取和融合,这也很好地纠正了专家经验带来的解释分歧,图像特征提取是地球物理模型融合的关键步骤。传统上,这种方法通常用于这类地球物理图像,但它显著降低了特征提取的效率。因此,我们提出了一种基于迁移学习方法的多源图像特征提取新方法。首先,使用ResNet50网络来提取图像的初始特征。由于初始特征中存在特征冗余和模糊特征的问题,可以使用Spearman和零相位分量分析来实现特征的约简和增强,从而进一步提高融合中的计算效率和融合精度。最后,使用我们根据当前状态设计的融合规则来获得融合图像。该算法的可靠性是使用伊利亚姆纳火山的现场数据进行测试的。案例研究证明了该策略的有效性,为地下目标定位提供了一种新的方法。
{"title":"Application of the transfer learning method in multisource geophysical data fusion","authors":"Pengfei Lv, G. Xue, Weiying Chen, Wanting Song","doi":"10.1093/jge/gxad011","DOIUrl":"https://doi.org/10.1093/jge/gxad011","url":null,"abstract":"\u0000 Using multigeophysical exploration techniques is a common way for deep targets to be explored in complex survey areas. How to locate an unknown underground target using multiple datasets is a great challenge. The useful information in the multisource geophysical model can be extracted and fused with the help of data fusion, which also works well to correct the interpretation divergence brought on by expert experience, with image feature extraction being the key step in the fusion of the geophysical models. Traditionally, this method is often used for these kinds of geophysical images, but it significantly reduces the efficiency of feature extraction. As a result, we propose a novel method based on a transfer learning method to extract the features of multisource images. First, the ResNet50 network is used to extract the initial features of the images. Owing to the problems of feature redundancy and fuzzy features in initial features, Spearman and zero phase component analysis can be used to achieve feature reduction and enhancement, which can further improve the computational efficiency and fusion accuracy in fusion. Finally, the fusion image is obtained using fusion rules that we designed based on the current state. The algorithm's reliability is tested using field data from the Iliamna Volcano. The case study demonstrates the effectiveness of the proposed strategy, which also offers a novel way to locate subsurface targets.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49135882","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: 1
A Study of Ionospheric Impacts in WEM Exploration with QWE Method QWE法勘探电离层影响的研究
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-28 DOI: 10.1093/jge/gxad015
Yilang Zhang, Ya Gao, C. Fu
Wireless Electromagnetic Method (WEM) is an emerging new method for deep resource exploration. This method based on Magnetotellurics and Controlled Source Electromagnetic Method features advantages such as high signal strength and signal-to-noise ratio, large penetration depth, and easy survey geometry setups, which gives WEM potential for deployment in mineral exploration of large depth. As for now, there is little research on the controlling factors of the ionosphere in WEM exploration and whether the ionosphere is related to the modeling result remains unclear. In this work, we first developed a modified Quadrature with Extrapolation method to settle the oscillation in the calculation of WEM response. Then we compared its performance and accuracy with other methods and found that our method has better numerical stability even with highly oscillated integral kernels, which is ideal for WEM emulation. With the emulation tools, we can further investigate how the ionosphere’s height and resistivity affect the ground-received signal. We compared signals obtained with different ionospheric properties under various earth resistivity models. The conclusion we got is that these ionospheric properties only impact the received signal’s strength and have no influence on the Cagniard resistivity and phase of impedance.
无线电磁法是一种新兴的深部资源勘探方法。该方法基于大地电磁法和可控源电磁法,具有信号强度高、信噪比高、穿透深度大、测量几何设置简单等优点,具有在大深度矿产勘探中部署的潜力。目前,对WEM探测中电离层的控制因素研究较少,电离层是否与建模结果有关尚不清楚。在这项工作中,我们首先开发了一种改进的外推法求积法,以解决WEM响应计算中的振荡问题。然后,我们将其性能和精度与其他方法进行了比较,发现即使在积分核高度振荡的情况下,我们的方法也具有更好的数值稳定性,这是WEM仿真的理想方法。利用仿真工具,我们可以进一步研究电离层的高度和电阻率如何影响地面接收信号。我们比较了在各种地球电阻率模型下,不同电离层特性获得的信号。我们得到的结论是,这些电离层特性只影响接收信号的强度,对Cagniard电阻率和阻抗相位没有影响。
{"title":"A Study of Ionospheric Impacts in WEM Exploration with QWE Method","authors":"Yilang Zhang, Ya Gao, C. Fu","doi":"10.1093/jge/gxad015","DOIUrl":"https://doi.org/10.1093/jge/gxad015","url":null,"abstract":"\u0000 Wireless Electromagnetic Method (WEM) is an emerging new method for deep resource exploration. This method based on Magnetotellurics and Controlled Source Electromagnetic Method features advantages such as high signal strength and signal-to-noise ratio, large penetration depth, and easy survey geometry setups, which gives WEM potential for deployment in mineral exploration of large depth. As for now, there is little research on the controlling factors of the ionosphere in WEM exploration and whether the ionosphere is related to the modeling result remains unclear. In this work, we first developed a modified Quadrature with Extrapolation method to settle the oscillation in the calculation of WEM response. Then we compared its performance and accuracy with other methods and found that our method has better numerical stability even with highly oscillated integral kernels, which is ideal for WEM emulation. With the emulation tools, we can further investigate how the ionosphere’s height and resistivity affect the ground-received signal. We compared signals obtained with different ionospheric properties under various earth resistivity models. The conclusion we got is that these ionospheric properties only impact the received signal’s strength and have no influence on the Cagniard resistivity and phase of impedance.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49201589","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
Electromagnetic compatibility analysis and interference shielding method for AcoustoElectric Logging Tool 2.0 声电测井工具2.0的电磁兼容性分析及干扰屏蔽方法
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-22 DOI: 10.1093/jge/gxad013
Hongzhi Chen, Jun-qiang Lu, X. Ju, Bai-yong Men, W. Qiao
Acoustoelectric logging is an important reservoir permeability evaluation method in the field of oil and gas exploration. Its complex composition, weak acoustoelectric signals, vulnerability to Electro Magnetic Interference, and other characteristics require high Electro Magnetic Compatibility. In this study, after systematically analysing the interference characteristics of the detector, the electromagnetic protection measures are found to be largely inadequate. A complete shielding of the transmitting acoustic system was proposed. The shielding effectiveness was calculated and tested. In the test, the shielding suppression was ineffective, and the interference was enhanced by 60 dB instead. The explanation of conducted interference was given, and the conducted interference simulation prediction model was established. The simulation result explains the experimental result well. According to the suppression measurements provided by the model, the conducted interference was effectively suppressed, making the shielding effect of the transmitting acoustic system meet the design requirements.
声波测井是油气勘探领域一种重要的储层渗透率评价方法。其成分复杂、声电信号微弱、易受电磁干扰等特点要求具有较高的电磁兼容性。本研究在系统分析了探测器的干扰特性后,发现电磁防护措施存在很大不足。提出了一种完全屏蔽发射声系统的方法。对其屏蔽效能进行了计算和测试。在测试中,屏蔽抑制效果不明显,反而使干扰增强了60 dB。对传导干扰进行了解释,建立了传导干扰仿真预测模型。仿真结果很好地解释了实验结果。根据模型提供的抑制测量,传导干扰被有效抑制,使发射声系统的屏蔽效果满足设计要求。
{"title":"Electromagnetic compatibility analysis and interference shielding method for AcoustoElectric Logging Tool 2.0","authors":"Hongzhi Chen, Jun-qiang Lu, X. Ju, Bai-yong Men, W. Qiao","doi":"10.1093/jge/gxad013","DOIUrl":"https://doi.org/10.1093/jge/gxad013","url":null,"abstract":"\u0000 Acoustoelectric logging is an important reservoir permeability evaluation method in the field of oil and gas exploration. Its complex composition, weak acoustoelectric signals, vulnerability to Electro Magnetic Interference, and other characteristics require high Electro Magnetic Compatibility. In this study, after systematically analysing the interference characteristics of the detector, the electromagnetic protection measures are found to be largely inadequate. A complete shielding of the transmitting acoustic system was proposed. The shielding effectiveness was calculated and tested. In the test, the shielding suppression was ineffective, and the interference was enhanced by 60 dB instead. The explanation of conducted interference was given, and the conducted interference simulation prediction model was established. The simulation result explains the experimental result well. According to the suppression measurements provided by the model, the conducted interference was effectively suppressed, making the shielding effect of the transmitting acoustic system meet the design requirements.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42371986","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
3D acoustoelastic FD modeling of elastic wave propagation in prestressed solid media 弹性波在预应力固体介质中传播的三维声弹性FD模型
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-14 DOI: 10.1093/jge/gxad010
Haidi Yang, L. Fu, Hongyang Li, Q. Du, Haochen Zheng
Seismic exploration of deep oil/gas reservoirs involves the propagation of seismic waves in high-pressure media. Traditional elastic wave equations are not suitable for describing such media. The theory of acoustoelasticity establishes the dynamic equation of wave propagating in prestressed media through constitutive relation using third-order elastic constants. Many studies have been carried out on numerical simulations for acoustoelastic waves, but mainly are limited to 2D cases. A standard staggered-grid (SSG) finite difference (FD) approach and the perfectly matched layer (PML) absorbing boundary are combined to solve 3D first-order velocity-stress equations of acoustoelasticity to simulate wave propagating in 3D prestressed solid medium. Our numerical results are partially validated by plane wave analytical solution through the comparison of calculated and theoretical P-/S-wave velocities as a function of confining prestress. We perform numerical simulations of acoustoelastic waves under confining, uniaxial, and pure shear prestressed conditions. The results show the stress-induced velocity anisotropy in acoustoelastic media, which is closely related to the direction of prestresses. Comparisons to seismic simulations based on the theory of elasticity illustrate the limitation of conventional elastic simulations for prestressed media. Numerical simulations prove the significant effect of prestressed conditions on seismic responses.
深层油气藏的地震勘探涉及地震波在高压介质中的传播。传统的弹性波动方程不适合描述这种介质。声弹性理论利用三阶弹性常数通过本构关系建立了波在预应力介质中传播的动力学方程。对声弹性波的数值模拟进行了许多研究,但主要局限于二维情况。将标准交错网格(SSG)有限差分(FD)方法和完全匹配层(PML)吸收边界相结合,求解声弹性的三维一阶速度应力方程,模拟波浪在三维预应力固体介质中的传播。通过比较作为围压预应力函数的计算和理论P-/S波速,平面波解析解部分验证了我们的数值结果。我们对有限、单轴和纯剪切预应力条件下的声弹性波进行了数值模拟。结果表明,声弹性介质中的应力诱导速度各向异性与预应力的方向密切相关。与基于弹性理论的地震模拟的比较表明了预应力介质传统弹性模拟的局限性。数值模拟证明了预应力条件对地震反应的显著影响。
{"title":"3D acoustoelastic FD modeling of elastic wave propagation in prestressed solid media","authors":"Haidi Yang, L. Fu, Hongyang Li, Q. Du, Haochen Zheng","doi":"10.1093/jge/gxad010","DOIUrl":"https://doi.org/10.1093/jge/gxad010","url":null,"abstract":"\u0000 Seismic exploration of deep oil/gas reservoirs involves the propagation of seismic waves in high-pressure media. Traditional elastic wave equations are not suitable for describing such media. The theory of acoustoelasticity establishes the dynamic equation of wave propagating in prestressed media through constitutive relation using third-order elastic constants. Many studies have been carried out on numerical simulations for acoustoelastic waves, but mainly are limited to 2D cases. A standard staggered-grid (SSG) finite difference (FD) approach and the perfectly matched layer (PML) absorbing boundary are combined to solve 3D first-order velocity-stress equations of acoustoelasticity to simulate wave propagating in 3D prestressed solid medium. Our numerical results are partially validated by plane wave analytical solution through the comparison of calculated and theoretical P-/S-wave velocities as a function of confining prestress. We perform numerical simulations of acoustoelastic waves under confining, uniaxial, and pure shear prestressed conditions. The results show the stress-induced velocity anisotropy in acoustoelastic media, which is closely related to the direction of prestresses. Comparisons to seismic simulations based on the theory of elasticity illustrate the limitation of conventional elastic simulations for prestressed media. Numerical simulations prove the significant effect of prestressed conditions on seismic responses.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46104573","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
Seismic profile denoising based on common-reflection-point gathers using convolution neural networks 基于卷积神经网络的共反射点地震剖面去噪
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-10 DOI: 10.1093/jge/gxad008
Shuaishuai Li, Jiangjie Zhang, Q. Cheng, Feng Zhu, Linong Liu
With the development of seismic surveys and the decline of shallow petroleum resources, high resolution and high signal-to-noise ratio have become more important in seismic processing. To improve the quality of seismic data, stationary phase migration based on dip-angle gathers can be used to separate the reflected waves and noise. However, this method is very computationally intensive and heavily dependent on expert experience. Neural networks currently have powerful adaptive capabilities and great potential to replace artificial processing. Certain applications of convolution neural networks (CNNs) on stack profiles lead to a loss of amplitude information. Therefore, we have developed CNNs for noise reduction based on Common-Reflection-Point (CRP) gathers. We used CRP gathers of stationary phase migration as labels and CRP gathers of conventional prestack time migration as inputs. In addition, we analyzed the seismic amplitude properties and demonstrated the neural network optimization process and results. The results showed that our methods can achieve fast and reliable denoising and produce high-quality stack profiles that contain true amplitude information. Furthermore, the predicted high-quality CRP gathers can be used for further processing steps, such as normal moveout correction and amplitude variation with offset.
随着地震勘探的发展和浅层石油资源的减少,高分辨率和高信噪比在地震处理中变得越来越重要。为了提高地震数据的质量,可以使用基于倾角道集的平稳相位偏移来分离反射波和噪声。然而,这种方法计算量很大,严重依赖于专家经验。神经网络目前具有强大的自适应能力,有很大的潜力取代人工处理。卷积神经网络在叠加剖面上的某些应用会导致振幅信息的丢失。因此,我们开发了基于共反射点(CRP)集合的降噪细胞神经网络。我们使用固定相位偏移的CRP道集作为标签,使用常规叠前时间偏移的CRP道集作为输入。此外,我们还分析了地震振幅特性,并展示了神经网络的优化过程和结果。结果表明,我们的方法可以实现快速可靠的去噪,并生成包含真实振幅信息的高质量堆栈轮廓。此外,预测的高质量CRP道集可以用于进一步的处理步骤,例如正常时差校正和随偏移的振幅变化。
{"title":"Seismic profile denoising based on common-reflection-point gathers using convolution neural networks","authors":"Shuaishuai Li, Jiangjie Zhang, Q. Cheng, Feng Zhu, Linong Liu","doi":"10.1093/jge/gxad008","DOIUrl":"https://doi.org/10.1093/jge/gxad008","url":null,"abstract":"With the development of seismic surveys and the decline of shallow petroleum resources, high resolution and high signal-to-noise ratio have become more important in seismic processing. To improve the quality of seismic data, stationary phase migration based on dip-angle gathers can be used to separate the reflected waves and noise. However, this method is very computationally intensive and heavily dependent on expert experience. Neural networks currently have powerful adaptive capabilities and great potential to replace artificial processing. Certain applications of convolution neural networks (CNNs) on stack profiles lead to a loss of amplitude information. Therefore, we have developed CNNs for noise reduction based on Common-Reflection-Point (CRP) gathers. We used CRP gathers of stationary phase migration as labels and CRP gathers of conventional prestack time migration as inputs. In addition, we analyzed the seismic amplitude properties and demonstrated the neural network optimization process and results. The results showed that our methods can achieve fast and reliable denoising and produce high-quality stack profiles that contain true amplitude information. Furthermore, the predicted high-quality CRP gathers can be used for further processing steps, such as normal moveout correction and amplitude variation with offset.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41567527","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
Sequence architecture, depositional system evolution and controlling factors in a lacustrine basin: A case study from Changdi Area, Bohai Bay Basin, Eastern China 湖盆层序构型、沉积体系演化及控制因素——以渤海湾盆地昌地地区为例
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-09 DOI: 10.1093/jge/gxad007
Yuhan Cheng, Zhiwei Wang, Jingyan Liu, Q. Wu, Shina Yu, Xiao Ma, Dingliang Peng, Yiyao Zhang
The Paleogene Shahejie and Dongying formations of the eastern Bohai Bay Basin contain over 500m fluvial-deltaic deposits and over 600 m deltaic-lacustrine deposits, both of which are important for oil and gas exploration. This study aims to figure out the deposition system distribution within the sequence stratigraphy and predict the exploration target. Sequence boundaries are recognized by unconformities in the seismic profiles and abrupt changes in the well-logging curves (AC, SP, GR, Rt), and two 2nd order sequences and five 3rd order sequences (SQs1, SQs3 in Shahejie Formation and SQd1-SQd3 in Dongying Formation) are identified. Four types of depositional system and its distribution is determined by well-logging profiles, cores, relative sand content, and root-mean-square seismic attributes. The SQs3 sequence is dominantly by fan deltas and lacustrine deposits, the SQs1 sequence is dominantly by shallow lacustrine deposits, the SQd3 sequence is dominantly by braided-river delta, semi-deep lacustrine, and turbidite fan, the SQd2 sequence is dominantly by braided-river delta deposits, whereas the SQd1 sequence is dominantly by braided-river deposits. The controlling factors are determined by basin subsidence simulation and fossil data of biological palynology, indicating that tectonic activity is the main controlling factor in SQs3 and SQd3 while climate is the main controlling factor in the SQs1, SQd2 and SQd1 sequences. Combined with the physical properties of sandstone, it is concluded that the beach bar in the SQs1 sequence, turbidite fan in the SQs3 and SQd3 sequences, and thick sandstone in the SQd2 sequence are the important exploration targets.
渤海湾盆地东部古近系沙河街组和东营组含有500米以上的河流三角洲沉积和600米以上的三角洲湖泊沉积,对油气勘探具有重要意义。本研究旨在查明层序地层学中沉积体系的分布,并预测勘探目标。通过地震剖面中的不整合面和测井曲线(AC、SP、GR、Rt)的突变来识别层序边界,并识别出两个二阶层序和五个三阶层序(沙街组的SQs1、SQs3和东营组的SQd1-SQd3)。测井剖面、岩心、相对含砂量和均方根地震属性决定了四种类型的沉积体系及其分布。SQs3序列以扇三角洲和湖相沉积为主,SQs1序列以浅湖相沉积为辅,SQd3序列以辫状河三角洲、半深湖相和浊积扇为主,SQd2序列以辫形河三角洲沉积为主,而SQd1序列以辫河沉积为主。通过盆地沉降模拟和生物孢粉化石数据确定了控制因素,表明构造活动是SQs3和SQd3序列的主要控制因素,而气候是SQs1、SQd2和SQd1序列的主要影响因素。结合砂岩的物性,认为SQs1序列中的滩坝、SQs3和SQd3序列中的浊积扇、SQd2序列中的厚砂岩是重要的勘探目标。
{"title":"Sequence architecture, depositional system evolution and controlling factors in a lacustrine basin: A case study from Changdi Area, Bohai Bay Basin, Eastern China","authors":"Yuhan Cheng, Zhiwei Wang, Jingyan Liu, Q. Wu, Shina Yu, Xiao Ma, Dingliang Peng, Yiyao Zhang","doi":"10.1093/jge/gxad007","DOIUrl":"https://doi.org/10.1093/jge/gxad007","url":null,"abstract":"\u0000 The Paleogene Shahejie and Dongying formations of the eastern Bohai Bay Basin contain over 500m fluvial-deltaic deposits and over 600 m deltaic-lacustrine deposits, both of which are important for oil and gas exploration. This study aims to figure out the deposition system distribution within the sequence stratigraphy and predict the exploration target. Sequence boundaries are recognized by unconformities in the seismic profiles and abrupt changes in the well-logging curves (AC, SP, GR, Rt), and two 2nd order sequences and five 3rd order sequences (SQs1, SQs3 in Shahejie Formation and SQd1-SQd3 in Dongying Formation) are identified. Four types of depositional system and its distribution is determined by well-logging profiles, cores, relative sand content, and root-mean-square seismic attributes. The SQs3 sequence is dominantly by fan deltas and lacustrine deposits, the SQs1 sequence is dominantly by shallow lacustrine deposits, the SQd3 sequence is dominantly by braided-river delta, semi-deep lacustrine, and turbidite fan, the SQd2 sequence is dominantly by braided-river delta deposits, whereas the SQd1 sequence is dominantly by braided-river deposits. The controlling factors are determined by basin subsidence simulation and fossil data of biological palynology, indicating that tectonic activity is the main controlling factor in SQs3 and SQd3 while climate is the main controlling factor in the SQs1, SQd2 and SQd1 sequences. Combined with the physical properties of sandstone, it is concluded that the beach bar in the SQs1 sequence, turbidite fan in the SQs3 and SQd3 sequences, and thick sandstone in the SQd2 sequence are the important exploration targets.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46471929","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
Seismic pre-stack inversion for physical and anisotropic parameters in fractured shale reservoirs 裂缝性页岩储层物理和各向异性参数的地震叠前反演
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-09 DOI: 10.1093/jge/gxad009
Si-Yi Wu, Z. Zong
The estimation of physical and anisotropic parameters is of great importance for the characterisation of characterizing fractured reservoirs. Vertical fractures developing in a laterally isotropic (VTI) setting are equivalent to orthotropic anisotropic (OA) media common in stratified fractured shale reservoirs. To obtain independent anisotropic and physical information, a novel reflection coefficient approximation containing physical and anisotropic parameters is derived to improve the stability of the inversion for orthotropic media. To simplify the equation for the reflection coefficient, an approximate rock physics model is constructed using the approximate theory of rock modulus. The estimated parameters are reduced from nine to six. The accuracy analysis reveals that the new reflection coefficient is appropriate and suitable for inversion. In addition, a stepwise Bayesian AVAZ inversion method with smooth background constraints is developed to estimate the anisotropic and physical parameters from the azimuthal seismic data. The smooth background constraint improves the robustness of the inversion. And the stepwise inversion strategy solves the problem that the contribution of the fracture parameter to the reflection coefficient is smaller than the other parameters. Synthetic cases show that the proposed stepwise Bayesian AVAZ inversion method is feasible in estimating the anisotropic parameters for OA media even when the signal-to-noise ratio is 2. The field cases show that the proposed inversion method has good stability and robustness in predicting shale reservoirs with vertical or near-vertical fractures.
物理参数和各向异性参数的估计对于表征裂缝性储层具有重要意义。在横向各向同性(VTI)环境中发育的垂直裂缝相当于层状裂缝页岩储层中常见的正交各向异性(OA)介质。为了获得独立的各向异性和物理信息,推导了一种新的包含物理和各向异性参数的反射系数近似,以提高正交各向异性介质反演的稳定性。为了简化反射系数方程,利用岩石模量近似理论建立了近似岩石物理模型。估计参数从9个减少到6个。精度分析表明,新的反射系数适用于反演。此外,还提出了一种具有光滑背景约束的逐步贝叶斯AVAZ反演方法,用于从方位角地震数据中估计各向异性和物理参数。平滑背景约束提高了反演的鲁棒性。逐步反演策略解决了裂缝参数对反射系数的贡献小于其他参数的问题。综合实例表明,即使信噪比为2,所提出的逐步贝叶斯AVAZ反演方法在估计OA介质的各向异性参数方面也是可行的。现场实例表明,该反演方法在预测垂直或近垂直裂缝的页岩油气藏方面具有良好的稳定性和稳健性。
{"title":"Seismic pre-stack inversion for physical and anisotropic parameters in fractured shale reservoirs","authors":"Si-Yi Wu, Z. Zong","doi":"10.1093/jge/gxad009","DOIUrl":"https://doi.org/10.1093/jge/gxad009","url":null,"abstract":"\u0000 The estimation of physical and anisotropic parameters is of great importance for the characterisation of characterizing fractured reservoirs. Vertical fractures developing in a laterally isotropic (VTI) setting are equivalent to orthotropic anisotropic (OA) media common in stratified fractured shale reservoirs. To obtain independent anisotropic and physical information, a novel reflection coefficient approximation containing physical and anisotropic parameters is derived to improve the stability of the inversion for orthotropic media. To simplify the equation for the reflection coefficient, an approximate rock physics model is constructed using the approximate theory of rock modulus. The estimated parameters are reduced from nine to six. The accuracy analysis reveals that the new reflection coefficient is appropriate and suitable for inversion. In addition, a stepwise Bayesian AVAZ inversion method with smooth background constraints is developed to estimate the anisotropic and physical parameters from the azimuthal seismic data. The smooth background constraint improves the robustness of the inversion. And the stepwise inversion strategy solves the problem that the contribution of the fracture parameter to the reflection coefficient is smaller than the other parameters. Synthetic cases show that the proposed stepwise Bayesian AVAZ inversion method is feasible in estimating the anisotropic parameters for OA media even when the signal-to-noise ratio is 2. The field cases show that the proposed inversion method has good stability and robustness in predicting shale reservoirs with vertical or near-vertical fractures.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49644694","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
A Novel Method to Retain a Waterproof Coal Pillar Near Water-conducting Fault 一种在导水断层附近保留防水煤柱的新方法
IF 1.4 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2023-02-08 DOI: 10.1093/jge/gxad006
Shiqi Liu, Y. Fei, Juan Wang, Di Wu, Dongyu Guo, Yanlin Dong, Xingjie Liu, Yiwei Shangguan
Reducing the width of safe coal pillar near geological structures, such as a water-conducting fault, to improve the extraction ratio of coal seam is a major concern that needs to be addressed urgently for mining shallow coal resources in China. To tackle the contradiction between improving the extraction ratio of resources and the disaster caused by reducing the width of the waterproof coal pillar, this study focuses on retaining the coal (rock) pillar near the water-conducting fault and proposes a novel method for calculating the waterproofing of the coal pillar precisely. We consider the different location relationships between the water-conducting fault, confined aquifer and coal seam, and suggest the principle of retaining the waterproofing of the coal pillar. First, we develop a mechanical model describing a waterproof coal pillar near the water-conducting fault by using elastic–plastic mechanics theory and subsequently calculate the length of plastic zone of the coal pillar under water pressure of the fault by using the limit equilibrium method. Furthermore, we use FLAC3D software to simulate the stress distribution of the coal seam roof and floor under fault water pressure. Subsequently, based on the Mohr–Coulomb strength criterion, we propose a method to calculate the width of waterproof coal pillars by combining the plastic zone with the maximum principal stress propagation line. Ultimately, we assess and discuss the accuracy and simplicity of this method by combining it with engineering methods.
缩小导水断层等地质构造附近的安全煤柱宽度,提高煤层的回采率,是我国浅层煤炭资源开采急需解决的一个重大问题。为了解决提高资源开采率与减小防水煤柱宽度造成灾害之间的矛盾,本研究将重点放在导水断层附近的煤(岩)柱上,提出了一种精确计算煤柱防水性的新方法。考虑导水断层、承压含水层和煤层之间的不同位置关系,提出了煤柱防水挡水的原则。首先,我们利用弹塑性力学理论建立了一个描述导水断层附近防水煤柱的力学模型,然后利用极限平衡法计算了断层水压下煤柱塑性区的长度。此外,利用FLAC3D软件模拟了断层水压作用下煤层顶底板的应力分布。随后,基于莫尔-库仑强度准则,我们提出了一种将塑性区与最大主应力传播线相结合来计算防水煤柱宽度的方法。最后,我们通过将该方法与工程方法相结合来评估和讨论该方法的准确性和简单性。
{"title":"A Novel Method to Retain a Waterproof Coal Pillar Near Water-conducting Fault","authors":"Shiqi Liu, Y. Fei, Juan Wang, Di Wu, Dongyu Guo, Yanlin Dong, Xingjie Liu, Yiwei Shangguan","doi":"10.1093/jge/gxad006","DOIUrl":"https://doi.org/10.1093/jge/gxad006","url":null,"abstract":"\u0000 Reducing the width of safe coal pillar near geological structures, such as a water-conducting fault, to improve the extraction ratio of coal seam is a major concern that needs to be addressed urgently for mining shallow coal resources in China. To tackle the contradiction between improving the extraction ratio of resources and the disaster caused by reducing the width of the waterproof coal pillar, this study focuses on retaining the coal (rock) pillar near the water-conducting fault and proposes a novel method for calculating the waterproofing of the coal pillar precisely. We consider the different location relationships between the water-conducting fault, confined aquifer and coal seam, and suggest the principle of retaining the waterproofing of the coal pillar. First, we develop a mechanical model describing a waterproof coal pillar near the water-conducting fault by using elastic–plastic mechanics theory and subsequently calculate the length of plastic zone of the coal pillar under water pressure of the fault by using the limit equilibrium method. Furthermore, we use FLAC3D software to simulate the stress distribution of the coal seam roof and floor under fault water pressure. Subsequently, based on the Mohr–Coulomb strength criterion, we propose a method to calculate the width of waterproof coal pillars by combining the plastic zone with the maximum principal stress propagation line. Ultimately, we assess and discuss the accuracy and simplicity of this method by combining it with engineering methods.","PeriodicalId":54820,"journal":{"name":"Journal of Geophysics and Engineering","volume":" ","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45604958","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: 1
期刊
Journal of Geophysics and Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1