Geophysical Prospecting最新文献

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A novel Fourier domain scheme for three-dimensional magnetotelluric modelling in anisotropic media
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-11-18 DOI: 10.1111/1365-2478.13643
Shikun Dai, Qingrui Chen, Kun Li, Jiaxuan Ling, Dongdong Zhao
{"title":"A novel Fourier domain scheme for three-dimensional magnetotelluric modelling in anisotropic media","authors":"Shikun Dai,&nbsp;Qingrui Chen,&nbsp;Kun Li,&nbsp;Jiaxuan Ling,&nbsp;Dongdong Zhao","doi":"10.1111/1365-2478.13643","DOIUrl":"https://doi.org/10.1111/1365-2478.13643","url":null,"abstract":"<div>\u0000 \u0000 <p>This study presents a novel algorithm that combines the Lorenz gauge equations with the Fourier domain technique to simulate magnetotelluric responses in three-dimensional conductivity structures with general anisotropy. The method initially converts the Helmholtz equations governing vector potentials into one-dimensional differential equations in the wave number domain via the horizontal two-dimensional Fourier transform. Subsequently, a one-dimensional finite element method employing quadratic interpolation is applied to obtain three five-diagonal linear equation systems. Upon solving these equations, the spatial domain fields are obtained via the inverse Fourier transform. This process guarantees the computational efficiency, memory efficiency and high parallelization of the algorithm. Moreover, an anisotropic medium iteration operator guarantees stable convergence of the method. The correctness, competence and applicability of the algorithm are verified using some synthetic models. The results demonstrate that the new method is efficient and performs well in anisotropic undulating terrain and complex structures. Compared to other Fourier domain methods and the latest edge-based finite element algorithm, the proposed method exhibits superior computing performance. Finally, the impact of the Euler angles on the magnetotelluric responses is analysed.</p>\u0000 </div>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"142-159"},"PeriodicalIF":1.8,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143116417","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
Variable gauge length: Processing theory and applications to distributed acoustic sensing
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-11-18 DOI: 10.1111/1365-2478.13640
Theo Cuny, Pierre Bettinelli, Joël Le Calvez
{"title":"Variable gauge length: Processing theory and applications to distributed acoustic sensing","authors":"Theo Cuny,&nbsp;Pierre Bettinelli,&nbsp;Joël Le Calvez","doi":"10.1111/1365-2478.13640","DOIUrl":"https://doi.org/10.1111/1365-2478.13640","url":null,"abstract":"<p>Most distributed acoustic sensing systems will only process acoustic data with a fixed gauge length for the entire well depth. However, it has been shown that the gauge length is a critical parameter to improve the signal-to-noise ratio when used as a function of certain geophysical parameters, such as the apparent velocity. It can also be responsible for significant distortions if tuned incorrectly. In this paper, we first aim to reintroduce the concept of gauge length and derive a robust method to optimize its value based on the geophysical parameters whilst ensuring no distortion to the original signal. We then present a novel method of processing the distributed acoustic sensing data using the concept of a variable gauge length. We finish by showing applications of these techniques on synthetic vertical seismic profiling data and some of the results obtained on actual field datasets.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"160-187"},"PeriodicalIF":1.8,"publicationDate":"2024-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143116418","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
Gravity data inversion for parameters assessment over geologically faulted structures—A hybrid particle swarm optimization and gravitational search algorithm technique
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-11-08 DOI: 10.1111/1365-2478.13638
Nitesh Kumar, Kuldeep Sarkar, Upendra K. Singh
{"title":"Gravity data inversion for parameters assessment over geologically faulted structures—A hybrid particle swarm optimization and gravitational search algorithm technique","authors":"Nitesh Kumar,&nbsp;Kuldeep Sarkar,&nbsp;Upendra K. Singh","doi":"10.1111/1365-2478.13638","DOIUrl":"https://doi.org/10.1111/1365-2478.13638","url":null,"abstract":"<p>Interpreting gravity anomalies caused by fault formations is associated with hydrocarbon systems, mineralized areas and hazardous zones and is the main goal of this research. To achieve an effective and robust model over the geologically faulted structures from gravity anomalies, we present a nature-inspired hybrid algorithm, which synergizes the physics of the particle swarm optimization and gravitational search algorithm with variable inertia weights. The basic principle of developed particle swarm optimization and gravitational search algorithm method is to synergistically use the exploratory strengths of gravitational search algorithm with the exploitation capacity of particle swarm optimization in order to optimize and enhance the effectiveness by both algorithms. The technique has been tested on synthetic gravity data with varying settings of noises over geologically faulted structure before being applied to field data taken from Ahiri-Cherla and Aswaraopet master fault present in Pranhita–Godavari valley, India. The optimization process is further refined through normalized Gaussian probability density functions, confidence intervals, histograms and correlation matrices to quantify uncertainty, stability, sensitivity and resolution. When dealing with field data, the true model is never known; in these circumstances, the quality of the outcome can only be inferred from the uncertainty in the mean model. The research utilizes a 68.27% confidence intervals to identify a location where the probability density function is more dominant. This region is then used to evaluate the mean model, which is expected to be more appropriate and closer to the genuine model. Correlation matrices further provide a clear demonstration of the strong connection between layer parameters. The results suggest that particle swarm optimization and gravitational search algorithm is less affected by model parameters and yields geologically more consistent outcomes with little uncertainty in the model, aligning well with the available results. The analysed results show that the method we came up with works well and is stable when it comes to solving the two-dimensional gravity inverse problem. Future research may involve extending the approach to three-dimensional inversion problems, with potential improvements in computational efficiency and search accuracy for global optimization methods.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"188-212"},"PeriodicalIF":1.8,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143113174","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
Nonlinear joint inversion of Rayleigh and Love wave dispersion curves based on Pearson correlation coefficient and thickness mean sharing
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-11-08 DOI: 10.1111/1365-2478.13639
Daiguang Fu, Liming Zhou, Shuangxi Zhang, Mengkui Li
{"title":"Nonlinear joint inversion of Rayleigh and Love wave dispersion curves based on Pearson correlation coefficient and thickness mean sharing","authors":"Daiguang Fu,&nbsp;Liming Zhou,&nbsp;Shuangxi Zhang,&nbsp;Mengkui Li","doi":"10.1111/1365-2478.13639","DOIUrl":"https://doi.org/10.1111/1365-2478.13639","url":null,"abstract":"<p>The joint inversion of Rayleigh and Love waves plays a crucial role in mitigating the non-uniqueness of surface wave inversion results and enhancing the stability of these inversions. Existing approaches to the joint inversion of Rayleigh and Love wave dispersion curves, which rely on conventional objective functions, often struggle with complex stratigraphic configurations and yield results of limited accuracy. This study introduces two novel nonlinear joint inversion techniques for Rayleigh and Love waves: Pearson correlation coefficient and thickness mean sharing. The Pearson correlation coefficient approach employs the Pearson correlation coefficient and alternating iterative objective functions to synchronize the shear wave velocity structures derived from Rayleigh and Love waves, thereby enhancing the accuracy of the joint inversion. Conversely, the thickness mean sharing method computes an average of the thickness values obtained in each iteration of the inversion, utilizing the traditional joint inversion objective function. Tests on three distinct stratigraphic structures—characterized by increasing velocity, high-speed hard interlayers and low-speed soft interlayers—as well as on measured data, demonstrate that the proposed methods significantly improve the stability and accuracy of nonlinear joint inversion.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"213-232"},"PeriodicalIF":1.8,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143113173","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
Study on the accurate detection method of full-polarimetric ground-penetrating radar faults in mines based on modified Yamaguchi decomposition
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-11-04 DOI: 10.1111/1365-2478.13636
Ran Wang, Fan Cui, Guoqi Dong, Qi Cheng, Guixin Zhang, Xuhao Wang, Xiaoxue Zhao
{"title":"Study on the accurate detection method of full-polarimetric ground-penetrating radar faults in mines based on modified Yamaguchi decomposition","authors":"Ran Wang,&nbsp;Fan Cui,&nbsp;Guoqi Dong,&nbsp;Qi Cheng,&nbsp;Guixin Zhang,&nbsp;Xuhao Wang,&nbsp;Xiaoxue Zhao","doi":"10.1111/1365-2478.13636","DOIUrl":"https://doi.org/10.1111/1365-2478.13636","url":null,"abstract":"<p>Obtaining information on tectonic tendencies is a prerequisite for intelligent and accurate mining in mines. In the special mine environment, the co-polarized ground-penetrating radar can only identify the spatial location of faults, and it is difficult to analyse the inclination information of fault structures. This paper proposes a mine full-polarimetric ground-penetrating radar fault tendency detection method based on this. First, based on the stacking characteristics of the coal depositional, this paper analyses the propagation law of the pulse electromagnetic wave in the coal seam and puts forward the assumption of the overlapping echo reflection of the fault structure. The reasonableness of the fault reflection assumption is verified through a numerical simulation study. Second, based on the cutting relationship of the fault to the coal seam, we divided the reflection structure of the fault structure into plane scattering and dihedral angle scattering. We realized the mingled echoes’ decomposition using the improved Yamaguchi decomposition technique. To analyse the applicability of the modified Yamaguchi and Freeman decomposition methods in the identification of fault inclination, we use the upright fault simulation data for the discussion, and we find that the improved Yamaguchi decomposition method is more advantageous in the identification of fault inclination in the mine. The decomposition results based on the simulation data of fault models with different dip angles found that when the dip angle of the fault is less than 90°, the scattering of the fault structure is dominated by planar scattering and dihedral angle scattering; when the dip angle of the fault is greater than or equal to 90°, the scattering of the fault structure is dominated by planar scattering, and the scattering power of the dihedral angle model is zero. By analysing the effect of fault strike on the decomposition results, it is found that the fault strike angle has little effect on the identification of fault tendency. Finally, the application potential of this paper's method is tested by constructing complex numerical models and probing experiments. Therefore, the method proposed in this paper can solve the fault tendency identification under a thick coal seam.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"233-250"},"PeriodicalIF":1.8,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143111944","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 Ramanujan subspace and dynamic time warping and adaptive singular value decomposition combined denoising method for low signal-to-noise ratio surface microseismic monitoring data in hydraulic fracturing
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-10-25 DOI: 10.1111/1365-2478.13634
Xu-Lin Wang, Jian-Zhong Zhang, Zhong-Lai Huang
{"title":"A Ramanujan subspace and dynamic time warping and adaptive singular value decomposition combined denoising method for low signal-to-noise ratio surface microseismic monitoring data in hydraulic fracturing","authors":"Xu-Lin Wang,&nbsp;Jian-Zhong Zhang,&nbsp;Zhong-Lai Huang","doi":"10.1111/1365-2478.13634","DOIUrl":"https://doi.org/10.1111/1365-2478.13634","url":null,"abstract":"<p>Surface microseismic monitoring is widely used in hydraulic fracturing. Real-time monitoring data collected during fracturing can be used to perform surface-microseismic localization, which aids in assessing the effects of fracturing and provides guidance for the process. The accuracy of localization critically depends on the quality of monitoring data. However, the signal-to-noise ratio of the data is often low due to strong coherent and random noise, making denoising essential for processing surface monitoring data. To suppress noise more effectively, this paper introduces a novel denoising method that integrates the Ramanujan subspace with dynamic time warping and adaptive singular value decomposition. The new method consists of two steps: First, a Ramanujan subspace is constructed to suppress periodic noise. Then, dynamic time warping and adaptive singular value decomposition are applied to eliminate remaining coherent and random noise. The method has been evaluated using both synthetic and field data, and its performance is compared with traditional microseismic denoising techniques, including bandpass filtering and empirical mode decomposition.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"251-265"},"PeriodicalIF":1.8,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119310","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 Controlled-source electromagnetic modelling in anisotropic media using secondary potentials and a cascadic multigrid solver
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-10-25 DOI: 10.1111/1365-2478.13624
Kejia Pan, Jinxuan Wang, Xu Han, Zhengyong Ren, Weiwei Ling, Rongwen Guo
{"title":"3D Controlled-source electromagnetic modelling in anisotropic media using secondary potentials and a cascadic multigrid solver","authors":"Kejia Pan,&nbsp;Jinxuan Wang,&nbsp;Xu Han,&nbsp;Zhengyong Ren,&nbsp;Weiwei Ling,&nbsp;Rongwen Guo","doi":"10.1111/1365-2478.13624","DOIUrl":"https://doi.org/10.1111/1365-2478.13624","url":null,"abstract":"<p>Quantitative interpretation of the data from controlled-source electromagnetic methods, whether via forward modelling or inversion, requires solving a considerable number of forward problems, and multigrid methods are often employed to accelerate the solving process. In this study, a new extrapolation cascadic multigrid method is employed to solve the large sparse complex linear system arising from the finite element approximation of Maxwell's equations using secondary potentials. The equations using secondary potentials are discretized by the classic nodal finite element method on nonuniform rectilinear grids. The resulting linear systems are solved by the extrapolation cascadic multigrid method with a new prolongation operator and preconditioned Stabilized bi-conjugate gradient method smoother. High-order interpolation and global extrapolation formulas are utilized to construct the multigrid prolongation operator. The extrapolation cascadic multigrid method with the new prolongation operator is easier to implement and more flexible in application than the original one. Finally, several synthetic examples including layered models, models with anisotropic anomalous bodies or layers, are used to validate the accuracy and efficiency of the proposed method. Numerical results show that the extrapolation cascadic multigrid method improves the efficiency of 3D controlled-source electromagnetic forward modelling a lot, compared with traditional iterative solvers and some state-of-the-art methods or software (e.g., preconditioned flexible generalized minimal residual method, emg3d) in the considered models and grid settings. The efficiency benefit is more evident as the number of unknowns increases, and the proposed method is more efficient at low frequencies. The extrapolation cascadic multigrid method can also be used to solve systems of equations arising from related applications, such as induction logging, airborne electromagnetic, etc.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"284-302"},"PeriodicalIF":1.8,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119312","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
Three methods of visco-acoustic migration based on the De Wolf approximation and comparison of their migration images
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-10-25 DOI: 10.1111/1365-2478.13637
Huachao Sun, Jianguo Sun, Zhenghui Gao
{"title":"Three methods of visco-acoustic migration based on the De Wolf approximation and comparison of their migration images","authors":"Huachao Sun,&nbsp;Jianguo Sun,&nbsp;Zhenghui Gao","doi":"10.1111/1365-2478.13637","DOIUrl":"https://doi.org/10.1111/1365-2478.13637","url":null,"abstract":"<p>The viscosity of a medium affects the amplitude attenuation and velocity dispersion of seismic waves. Therefore, it is necessary to consider these factors during migration. First, to eliminate the viscous effect of a medium, we combine the Futterman model with the integral equation of the De Wolf approximation to construct a compensation operator of the De Wolf approximation for a visco-acoustic medium. Next, we use the visco-acoustic screen approximation method to realize the continuation operator then establish a prestack depth migration algorithm. Finally, an error analysis, impulse response test and model test are performed. The results show that three different generalized visco-acoustic screen methods (phase screen method, generalized screen method and extended local Born Fourier method) can satisfactorily compensate for the attenuation of deep interface amplitude. Among these methods, the visco-acoustic extended local Born Fourier method has the highest accuracy and the best compensation effect.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"266-283"},"PeriodicalIF":1.8,"publicationDate":"2024-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143119311","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
Full-tensor magnetic gradiometry: Comparison with scalar total magnetic intensity, processing and visualization guidelines
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-10-22 DOI: 10.1111/1365-2478.13629
Hernan Ugalde, Bill Morris, Akshay Kamath, Brian Parsons
{"title":"Full-tensor magnetic gradiometry: Comparison with scalar total magnetic intensity, processing and visualization guidelines","authors":"Hernan Ugalde,&nbsp;Bill Morris,&nbsp;Akshay Kamath,&nbsp;Brian Parsons","doi":"10.1111/1365-2478.13629","DOIUrl":"https://doi.org/10.1111/1365-2478.13629","url":null,"abstract":"<p>Full-tensor magnetic gradiometry data have been collected commercially for the last few years. However, to date, there is still no clarity on how to compare these data to scalar total field surveys. Some users display the vertical gradient of the vertical component (<i>B</i><sub>zz</sub>) and compare that to a first vertical derivative of total field with the caveat that ‘they are similar’. Others compute the length of the measured vector and call that total field. We establish the basic formulas to calculate total field from the tensor components and demonstrate this with a real data example from Thompson, Manitoba, Canada. Another key question is whether full-tensor interpolation is required to obtain total field from tensor data. We compare the results from using a commercial full-tensor interpolation algorithm with standard minimum curvature of the tensor components individually and with another open-source code that uses a radial basis function interpolator on the individual tensor components. All three applications produced a total field grid of superior quality to that calculated from a scalar total field survey available for the area of study.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"303-314"},"PeriodicalIF":1.8,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143118404","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
Inversion of downhole resistivity properties through infrared spectroscopy and whole-rock geochemistry using machine-learning
IF 1.8 3区 地球科学
Geophysical Prospecting Pub Date : 2024-10-18 DOI: 10.1111/1365-2478.13627
Mehdi Serdoun, Frédéric Sur, Gaétan Milesi, Elodie Williard, Pierre Martz, Julien Mercadier
{"title":"Inversion of downhole resistivity properties through infrared spectroscopy and whole-rock geochemistry using machine-learning","authors":"Mehdi Serdoun,&nbsp;Frédéric Sur,&nbsp;Gaétan Milesi,&nbsp;Elodie Williard,&nbsp;Pierre Martz,&nbsp;Julien Mercadier","doi":"10.1111/1365-2478.13627","DOIUrl":"https://doi.org/10.1111/1365-2478.13627","url":null,"abstract":"<p>The electrical properties of rocks are widely used in the geophysical exploration of natural resources, such as minerals, hydrocarbons and groundwater. In mining exploration, the primary goal is to map electrically anomalous geological features associated with different mineralization styles, such as clay alteration haloes, metal oxides and sulphides, weathered crystalline rocks or fractured zones. As such, the reconciliation of geophysical data with geological information (geochemistry, mineralogy, texture and lithology) is a critical step and can be performed based on petrophysical properties collected either on core samples or as downhole measurements. Based on data from 189 diamond drill cores collected for uranium exploration in the Athabasca Basin (Saskatchewan, Canada), this paper presents a case study of reconciliation of downhole resistivity probing with core sample geochemistry and short-wave infrared spectroscopy (350–2500 nm) through three successive steps: (i) multivariate analysis of resistivity and other petrophysical properties (porosity, density) against geochemical and infrared spectroscopy information to characterize electrical properties of rocks with respect to other physical parameters, (ii) a machine-learning workflow integrating geochemistry and spectral signatures in order to infer synthetic resistivity logs along with uncertainties. The best model in the basin was Light Gradient-Boosting Machine with pairwise log-ratio, which yielded a coefficient of determination <i>R</i><sup>2</sup> = 0.80 (root mean square error = 0.16), and in the basement, support vector regression with data fusion of infrared spectroscopy and pairwise log-ratios on geochemistry yielded <i>R</i><sup>2</sup> = 0.82 (root mean square error = 0.35); (iii) the best model was then fitted on an area that was excluded from the original dataset (Getty Russell property) in order to infer synthetic resistivity logs for that zone. Software code is publicly available. This workflow can be re-used for the valorization of legacy datasets.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 1","pages":"355-379"},"PeriodicalIF":1.8,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143116436","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
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