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188 Results Found

  • Article
  • Open Access

Interpolation of Geological Properties Based on Deep Seismic Attributes

  • Egor Illarionov,
  • Oleg Babakin,
  • Artem Mironchikov and
  • Vsevolod Avilkin

1 November 2026

Conventional geostatistical methods of spatial interpolation (e.g., inverse distance weighting or kriging) are based on spatial distance and become inaccurate in regions far from sample wells or in the case of geological discontinuities. It looks mor...

(This article belongs to the Section Geophysics)
  • Article
  • Open Access
10 Citations
2,890 Views
24 Pages

10 March 2025

High-precision three-dimensional geological modeling of mining faces is crucial for intelligent coal mining and disaster prevention. Accurate spatial interpolation is essential for building high-quality models. This study focuses on the 25214 workfac...

(This article belongs to the Section Earth Sciences)
  • Article
  • Open Access
2 Citations
1,330 Views
20 Pages

Traditional orebody modeling methods struggle to efficiently integrate new geological data. Therefore, we propose a novel framework for dynamically updating 3D geological models by directly interpolating geological logging data. The core innovation l...

  • Article
  • Open Access
13 Citations
10,073 Views
23 Pages

A Triangular Prism Spatial Interpolation Method for Mapping Geological Property Fields

  • Yang Cui,
  • Qingquan Li,
  • Qingyuan Li,
  • Jiasong Zhu and ,
  • Chisheng Wang,
  • Kai Ding,
  • Dan Wang and
  • Bisheng Yang
  • + 3 authors+ 0 author

Abstract: The spatial interpolation of property fields in 3D, such as the temperature, salinity, and organic content of ocean water, is an active area of research in the applied geosciences. Conventional interpolation methods have not adequately addr...

  • Article
  • Open Access
70 Citations
9,708 Views
18 Pages

The inverse-distance weighting interpolation is widely used in 3D geological modeling and directly affects the accuracy of models. With the development of “smart” or “intelligent” geology, classical inverse-distance weighting...

  • Article
  • Open Access
7 Citations
3,147 Views
17 Pages

Subsurface Geological Profile Interpolation Using a Fractional Kriging Method Enhanced by Random Forest Regression

  • Qile Ding,
  • Yiren Wang,
  • Yu Zheng,
  • Fengyang Wang and ,
  • Shudong Zhou,
  • Donghui Pan,
  • Yuchun Xiong and
  • Yi Zhang
  • + 3 authors+ 0 author

Analyzing geological profiles is of great importance for various applications such as natural resource management, environmental assessment, and mining engineering projects. This study presents a novel geostatistical approach for subsurface geologica...

(This article belongs to the Section Engineering)
  • Article
  • Open Access
3 Citations
1,987 Views
19 Pages

Three-Dimensional Stratigraphic Structure and Property Collaborative Modeling in Urban Engineering Construction

  • Baoyi Zhang,
  • Yanli Zhu,
  • Tongyun Zhang,
  • Xian Zhou and ,
  • Binhai Wang,
  • Or Aimon Brou Koffi Kablan and
  • Jixian Huang
  • + 2 authors+ 0 author

22 January 2025

In urban engineering construction, ensuring the stability and safety of subsurface geological structures is as crucial as surface planning and aesthetics. This study proposes a novel multivariate radial basis function (MRBF) interpolant for the three...

(This article belongs to the Special Issue Mathematical Modeling and Analysis in Mining Engineering)
  • Article
  • Open Access
4 Citations
3,134 Views
19 Pages

Orebody Modeling Method Based on the Coons Surface Interpolation

  • Zhaohao Wu,
  • Lin Bi,
  • Deyun Zhong,
  • Ju Zhang and ,
  • Qiwang Tang and
  • Mingtao Jia
  • + 1 author+ 0 author

6 August 2022

This paper presents a surface modeling method for interpolating orebody models based on a set of cross-contour polylines (geological polylines interpreted from the raw geological sampling data) using the bi-Coons surface interpolation method. The met...

(This article belongs to the Special Issue 3D/4D Geological Modeling for Mineral Exploration)
  • Article
  • Open Access
3 Citations
3,158 Views
24 Pages

GeoSAE: A 3D Stratigraphic Modeling Method Driven by Geological Constraint

  • Yongpeng Yang,
  • Jinbo Zhou,
  • Ming Ruan,
  • Haiqing Xiao and ,
  • Weihua Hua and
  • Wencheng Wei
  • + 1 author+ 0 author

24 January 2025

Deep learning outperforms traditional interpolation methods in 3D geological modeling due to its ability to model nonlinear relationships and its flexibility in incorporating diverse geological data. However, acquiring geological data for practical a...

  • Article
  • Open Access
3,842 Views
23 Pages

Probabilistic Modelling of Geologically Complex Veins of the Barberton Greenstone Complex at Fairview Mine, South Africa

  • Tyson Mutobvu,
  • Hendrik Pretorius,
  • Charles Johannes Muller and
  • Mahlomola Isaac Mabala

26 March 2024

Achieving accurate estimations of recoverable tonnage relies on a robust geological modelling process. To ensure this accuracy, it is crucial to incorporate information from exploration, grade control, and sampling, considering well-identified minera...

(This article belongs to the Special Issue Geostatistics in the Life Cycle of Mines)
  • Article
  • Open Access
14 Citations
5,193 Views
16 Pages

29 December 2021

Uranium resource distribution and accurate reserve evaluation are important references for mineral investment and production. Eight kinds of interpolation methods in the Groundwater Modeling System (GMS), including ordinary kriging (OK), are used in...

  • Article
  • Open Access
58 Citations
10,570 Views
17 Pages

Interpolation of GPS and Geological Data Using InSAR Deformation Maps: Method and Application to Land Subsidence in the Alto Guadalentín Aquifer (SE Spain)

  • Marta Béjar-Pizarro,
  • Carolina Guardiola-Albert,
  • Ramón P. García-Cárdenas,
  • Gerardo Herrera and ,
  • Anna Barra,
  • Antonio López Molina,
  • Serena Tessitore,
  • Alejandra Staller,
  • José A. Ortega-Becerril and
  • Ramón P. García-García
  • + 5 authors+ 0 author

23 November 2016

Land subsidence resulting from groundwater extractions is a global phenomenon adversely affecting many regions worldwide. Understanding the governing processes and mitigating associated hazards require knowing the spatial distribution of the implicat...

(This article belongs to the Special Issue Multi-Sensor and Multi-Data Integration in Remote Sensing)
  • Article
  • Open Access
7 Citations
3,141 Views
19 Pages

14 March 2022

The Quaternary stratigraphic unit is an important underground space resource for sustainable urban development. It is of great significance to understand the spatial variation characteristics of the Quaternary stratigraphic structure and its internal...

  • Review
  • Open Access
28 Citations
6,578 Views
26 Pages

Research Status of and Trends in 3D Geological Property Modeling Methods: A Review

  • Yuyang Liu,
  • Xiaowei Zhang,
  • Wei Guo,
  • Lixia Kang and ,
  • Jinliang Gao,
  • Rongze Yu,
  • Yuping Sun and
  • Mao Pan
  • + 3 authors+ 0 author

2 June 2022

Three-dimensional (3D) geological property modeling is used to quantitatively characterize various geological attributes in 3D space based on geostatistics with the help of computer visualization technology, and the results are often stored in grid d...

(This article belongs to the Section Civil Engineering)
  • Article
  • Open Access
1 Citations
1,590 Views
23 Pages

Geological Modelling of Urban Environments Under Data Uncertainty

  • Charalampos Ntigkakis,
  • Stephen Birkinshaw and
  • Ross Stirling

5 November 2025

Geological models form the basis for scientific investigations of both the surface and subsurface of urban environments. Urban cover, however, usually prohibits the collection of new subsurface data. Therefore, models depend on existing subsurface da...

  • Article
  • Open Access
1 Citations
2,516 Views
14 Pages

Three-Dimensional Velocity Field Interpolation Based on Attention Mechanism

  • Xingmiao Yao,
  • Mengling Cui,
  • Lian Wang,
  • Yangsiwei Li and ,
  • Cheng Zhou,
  • Mingjun Su and
  • Guangmin Hu
  • + 2 authors+ 0 author

7 December 2023

The establishment of a three-dimensional velocity field is an essential step in seismic exploration, playing a crucial role in understanding complex underground geological structures. Accurate 3D velocity fields are significant for seismic imaging, o...

(This article belongs to the Special Issue Applications of Artificial Intelligence in Geotechnics and Engineering Geology)
  • Article
  • Open Access
1,516 Views
21 Pages

30 October 2025

The characterization of lithology within Quaternary aquifers holds significant geological importance for the protection, management, and utilization of groundwater resources, yet it continues to present considerable challenges. Indicator Kriging (IK)...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
662 Views
18 Pages

25 February 2026

Planned cutting is a core technique for intelligent coal mining, relying on high-precision geological models of fully mechanized mining faces to plan the cutting trajectory of mining equipment, with model accuracy as a prerequisite for intelligent mi...

  • Article
  • Open Access
5 Citations
5,547 Views
32 Pages

Three-Dimensional Engineering Geological Model and Its Applications for a Landslide Site: Combination of Grid- and Vector-Based Methods

  • Thanh-Tùng Nguyễn,
  • Jia-Jyun Dong,
  • Chia-Han Tseng,
  • Ivo Baroň and ,
  • Chao-Wei Chen and
  • Chao-Chin Pai
  • + 1 author+ 0 author

20 September 2022

A three-dimensional engineering geological model (EGM), which provides an approximation of the geological conditions, is a key element in any engineering project. The slope at Huafan University, Mt. Dalun, in the Western Foothills of northern Taiwan,...

(This article belongs to the Special Issue Natural Disasters Occurrence, Reduction, and Restoration in Mountain Regions)
  • Article
  • Open Access
362 Views
40 Pages

9 September 2026

The progressive development of 3D subsurface geotechnical maps requires integrating site-based voxel models produced from neighboring engineering-geological investigations, but directly joining separately interpolated classified voxel models can prod...

(This article belongs to the Section Building Structures)
  • Article
  • Open Access
24 Citations
3,355 Views
14 Pages

6 February 2023

Geothermal heat flow is an essential parameter for the exploration of geothermal energy. The cost is often prohibitive if dense heat flow measurements are arranged in the study area. Regardless, an increase in the limited and sparse heat flow observa...

(This article belongs to the Topic Artificial Intelligence and Computational Methods: Modeling, Simulations and Optimization of Complex Systems)
  • Article
  • Open Access
5 Citations
20,495 Views
21 Pages

Resource and Reserve Calculation in Seam-Shaped Mineral Deposits; A New Approach: “The Pentahedral Method”

  • César Castañón,
  • Daniel Arias,
  • Isidro Diego,
  • Agustin Martin-Izard and
  • Yhonny Ruiz

10 May 2017

In recent years, the introduction of specific software for the evaluation of geological resources and mineral reserves has increased significantly thanks to the use of block models capable of working with large databases and applicable to virtually a...

  • Article
  • Open Access
44 Citations
8,248 Views
17 Pages

Three-dimensional (3D) geological models are important representations of the results of regional geological surveys. However, the process of constructing 3D geological models from two-dimensional (2D) geological elements remains difficult and is not...

(This article belongs to the Special Issue Multi-Dimensional Spatial Data Modeling)
  • Article
  • Open Access
23 Citations
4,812 Views
16 Pages

Informed Local Smoothing in 3D Implicit Geological Modeling

  • Jan von Harten,
  • Miguel de la Varga,
  • Michael Hillier and
  • Florian Wellmann

18 November 2021

Geological models are commonly used to represent geological structures in 3D space. A wide range of methods exists to create these models, with much scientific work focusing recently on implicit representation methods, which perform an interpolation...

(This article belongs to the Special Issue 3D-Modelling of Crustal Structures and Mineral Deposit Systems)
  • Article
  • Open Access
5 Citations
6,654 Views
7 Pages

13 September 2016

Methods based on two-point geostatistics have been routinely used to interpolate random variables such as groundwater level and concentration and to estimate their values at un-sampled locations. These methods use the observed data to analyze spatial...

  • Article
  • Open Access
15 Citations
4,907 Views
24 Pages

23 October 2020

Soil and rock characteristics are primarily affected by geological, geotechnical, and terrain variation with spatial uncertainty. Earthquake-induced hazards are also strongly influenced by site-specific seismic site effects associated with subsurface...

(This article belongs to the Special Issue Advances in Remote Sensing and GIS for Natural Hazards Assessment)
  • Article
  • Open Access
24 Citations
6,948 Views
16 Pages

23 March 2020

Interpolation is a procedure that depends on the spatial and/or statistical properties of the analysed variable(s). It is a particularly challenging task for small datasets, such as in those with less than 20 points of data. This problem is common in...

  • Article
  • Open Access
1,379 Views
18 Pages

Shallow Subsurface Wavefield Data Interpolation Method Based on Transfer Learning

  • Danfeng Zang,
  • Jian Li,
  • Chuankun Li,
  • Hengran Zhang and ,
  • Zhipeng Pei and
  • Yixiang Ma
  • + 1 author+ 0 author

13 February 2025

The deployment density of surface sensors can significantly impact the accuracy of subsurface shallow seismic field energy inversion. With finite budget constraints, it is often not feasible to deploy a large number of sensors, resulting in limited s...

(This article belongs to the Topic Visual Computing and Understanding: New Developments and Trends)
  • Article
  • Open Access
2 Citations
1,631 Views
17 Pages

Research on 3D Modeling Method of Tunnel Surrounding Rock Structural Planes Based on B-Spline Interpolation

  • Houxiang Liu,
  • Yunxiang Liu,
  • Ming Zhou,
  • Longgang Liu and ,
  • Jiang Liu,
  • Zhiyong Liu,
  • Hao Li and
  • Pingtao Li
  • + 3 authors+ 0 author

22 July 2025

To address the limitations of traditional tunnel structural plane modeling—such as low automation, insufficient smoothness, and poor adaptability to real construction environments—this study proposes a novel three-dimensional (3D) modelin...

(This article belongs to the Section Civil Engineering)
  • Article
  • Open Access
20 Citations
4,174 Views
14 Pages

18 December 2020

Three-dimensional (3D) reservoir geological modeling is an advanced reservoir characterization method, which runs through the exploration and the development process of oil and gas fields. Reservoir geological modeling is playing an increasingly sign...

(This article belongs to the Section H: Geo-Energy)
  • Article
  • Open Access
1 Citations
2,909 Views
23 Pages

Mesh Processing for Snapping Feature Points and Polylines in Orebody Modeling

  • Zhaopeng Li,
  • Deyun Zhong,
  • Liguan Wang,
  • Qiwang Tang and
  • Zhaohao Wu

25 July 2022

The 3D refinement modeling of the orebody provides an important guarantee for the estimation of the resources and reserves of an ore deposit. Implicit modeling techniques can effectively improve the efficiency of orebody modeling and facilitate the d...

(This article belongs to the Section E2: Control Theory and Mechanics)
  • Article
  • Open Access
20 Citations
6,735 Views
24 Pages

The semivariogram and the ordinary kriging analyses of porosity data from the Sava Depression (Northern Croatia), are presented relative to the Croatian part of the Pannonian Basin system. The data are taken from hydrocarbon reservoirs of the Lower P...

(This article belongs to the Special Issue Geostatistical Applications in Petroleum Geology)
  • Article
  • Open Access
1 Citations
626 Views
34 Pages

Integrated Borehole Interpretation and BIM-Based Three-Dimensional Geological Modeling for Gas Control in Underground Coal Mining

  • Yuantian Sun,
  • Md Habibullah,
  • Arifuggaman Arif,
  • Shang Wang and ,
  • Md. Sadickuzzaman and
  • Feiyu Zhang
  • + 1 author+ 0 author

17 June 2026

Accurate characterization of underground geological conditions is essential for gas control, geological hazard assessment, and safe coal mining operations. However, conventional geological interpretation methods often suffer from limited spatial accu...

  • Article
  • Open Access
6 Citations
5,883 Views
17 Pages

19 December 2018

Geological 3D modeling delivers essential information on the distribution of enrichment zones and structures in (complex) mineral deposits and fosters a better guidance to subsequent exploration stages. The Paleoproterozoic Epembe carbonatite complex...

(This article belongs to the Special Issue Toward Mineral Systems for HFSE Rare Metals)
  • Article
  • Open Access
3 Citations
3,867 Views
11 Pages

2 January 2022

Accurately depicting the spatial structure characteristics of Quaternary loose sedimentary strata is not only of great significance for the research of Quaternary geological evolution, but also for the analysis of spatial variation characteristics of...

(This article belongs to the Section Hydrogeology)
  • Article
  • Open Access
6 Citations
4,911 Views
22 Pages

Parametric Modeling Method for 3D Symbols of Fold Structures

  • An-Bo Li,
  • Hao Chen,
  • Xiao-Feng Du,
  • Guo-Kai Sun and
  • Xian-Yu Liu

Most fabrication methods for three-dimensional (3D) geological symbols are limited to two types: directly increasing the dimensionality of a 2D geological symbol or performing appropriate modeling for an actual 3D geological situation. The former can...

(This article belongs to the Special Issue Cartography and Geomedia)
  • Article
  • Open Access
6 Citations
5,209 Views
15 Pages

18 March 2019

Coal seam thickness prediction is crucial in coal mine design and coal mining. In order to improve the prediction accuracy, an improved Kriging interpolation method on the basis of efficient data and Radial Basis Function (RBF-Kriging) is firstly pro...

  • Article
  • Open Access
5 Citations
2,385 Views
25 Pages

In subsurface geological mapping, it is more than advisable to compare different solutions obtained with neural and other algorithms. Here, for such comparison, we used the previously published and well-prepared dataset of subsurface data collected f...

(This article belongs to the Section Geophysics)
  • Article
  • Open Access
1,492 Views
26 Pages

Super-Resolution Reconstruction of Formation MicroScanner Images Based on the SRGAN Algorithm

  • Changqiang Ma,
  • Xinghua Qi,
  • Liangyu Chen,
  • Yonggui Li and ,
  • Jianwei Fu and
  • Zejun Liu
  • + 1 author+ 0 author

17 July 2025

Formation MicroScanner Image (FMI) technology is a key method for identifying fractured reservoirs and optimizing oil and gas exploration, but its inherent insufficient resolution severely constrains the fine characterization of geological features....

(This article belongs to the Special Issue Data Acquisition, Processing, Analysis Methods and Process Control in Energy Exploration Systems)
  • Article
  • Open Access
289 Views
14 Pages

A Study on Three-Dimensional Resistivity Model Construction Based on Spherical Radial Basis Function Interpolation

  • Chong Li,
  • Yiqun Li,
  • Haiyu Ji,
  • Mingtao Jia and ,
  • Zhenjiang Luo and
  • Jun Zhang
  • + 1 author+ 0 author

4 August 2026

The spatial distribution of strata under nappe tectonic conditions is highly complex. Conventional approaches, such as dense borehole exploration or intensive in situ investigation, are often costly and difficult to implement for revealing detailed s...

  • Article
  • Open Access
502 Views
32 Pages

27 May 2026

Accurate grade estimation in heterogeneous porphyry copper deposits is frequently constrained by spatial non-stationarity and the excessive smoothing inherent in traditional geostatistical methods. This study introduces the Geological Distance Field-...

(This article belongs to the Special Issue Advancements in Mineral Resource Characterization Using Machine Learning)
  • Article
  • Open Access
7 Citations
3,020 Views
21 Pages

25 October 2024

Constructing an accurate three-dimensional (3D) geological model is crucial for advancing our understanding of subsurface structures and their evolution, particularly in complex regions such as the South China Sea (SCS). This study introduces a novel...

(This article belongs to the Special Issue Modeling and Waveform Inversion of Marine Seismic Data)
  • Article
  • Open Access
6 Citations
2,316 Views
15 Pages

The Construction and Application of a Digital Coal Seam for Shearer Autonomous Navigation Cutting

  • Xuedi Hao,
  • Jiajin Zhang,
  • Rusen Wen,
  • Chuan Gao and ,
  • Xianlei Xu,
  • Shirong Ge,
  • Yiming Zhang and
  • Shuyang Wang
  • + 3 authors+ 0 author

5 September 2024

Accurately obtaining the geological characteristic digital model of a coal seam and surrounding rock in front of a fully mechanized mining face is one of the key technologies for automatic and continuous coal mining operation to realize an intelligen...

(This article belongs to the Section Navigation and Positioning)
  • Article
  • Open Access
3 Citations
5,345 Views
27 Pages

Groundwater resource management requires understanding the groundwater basin’s hydrogeology and would be improved with the development of a three-dimensional hydrogeologic framework model (HFM). A wide range of methods and software exist to qua...

(This article belongs to the Topic Advances in Hydro-Geological Research in Arid and Semi-Arid Areas)
  • Article
  • Open Access
21 Citations
6,611 Views
23 Pages

Automated Multi-Scale and Multivariate Geological Logging from Drill-Core Hyperspectral Data

  • Roberto De La Rosa,
  • Raimon Tolosana-Delgado,
  • Moritz Kirsch and
  • Richard Gloaguen

2 June 2022

Hyperspectral drill-core scanning adds value to exploration campaigns by providing continuous, high-resolution mineralogical data over the length of entire boreholes. However, multivariate mineralogical data must be transformed into lithological doma...

  • Article
  • Open Access
10 Citations
2,818 Views
19 Pages

Gravity Predictions in Data-Missing Areas Using Machine Learning Methods

  • Yubin Liu,
  • Yi Zhang,
  • Qipei Pang,
  • Sulan Liu and ,
  • Shaobo Li,
  • Xuguo Shi,
  • Shaofeng Bian and
  • Yunlong Wu
  • + 3 authors+ 0 author

8 November 2024

Gravity data, comprising a key foundational dataset, are crucial for various research, including land subsidence monitoring, geological exploration, and navigational positioning. However, the collection of gravity data in specific regions is difficul...

(This article belongs to the Special Issue Deep Learning for Remote Sensing and Geodata)
  • Article
  • Open Access
4,465 Views
31 Pages

31 August 2025

Despite its potential danger, site amplification effects are often neglected in seismic hazard analysis. Appropriate amplification factors can be determined from shear wave velocity, but impracticality in in situ measurements leads to reliance on reg...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
5 Citations
1,128 Views
21 Pages

A Method for Super-Resolution Reconstruction of Marine Geomagnetic Anomaly Reference Maps Based on an Improved Generative Adversarial Network

  • Linglong Xia,
  • Fangjun Qin,
  • Wei Xu,
  • Kailong Li and ,
  • Tiangao Zhu and
  • Yu Han
  • + 1 author+ 0 author

19 November 2025

High-resolution marine geomagnetic anomaly maps are a prerequisite for accurate geomagnetic matching navigation. However, existing compilations are sparse and of low resolution, and conventional interpolation techniques fail to capture fine-scale ano...

(This article belongs to the Section Physical Oceanography)
  • Article
  • Open Access
1 Citations
2,322 Views
21 Pages

Geostatistical and Multivariate Assessment of Radon Distribution in Groundwater from the Mexican Altiplano

  • Alfredo Bizarro Sánchez,
  • Marusia Renteria-Villalobos,
  • Héctor V. Cabadas Báez,
  • Alondra Villarreal Vega and ,
  • Miguel Balcázar and
  • Francisco Zepeda Mondragón
  • + 1 author+ 0 author

29 September 2025

This study examines the impact of physicochemical and geological factors on radon concentrations in groundwater throughout the Mexican Altiplano. Geological diversity, uranium deposits, seismic zones, and geothermal areas with high heat flow are all...

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