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81 Results Found

  • Article
  • Open Access
6 Citations
2,044 Views
21 Pages

26 July 2024

In the process of lithology discrimination from a conventional well logging dataset, the imbalance in sample distribution restricts the accuracy of log identification, especially in the fine-scale reservoir intervals. Enhanced sampling balances the d...

  • Article
  • Open Access
32 Citations
5,686 Views
17 Pages

27 March 2021

Compared to various optical remote sensing data, studies on the performance of dual-pol Synthetic aperture radar (SAR) on lithology discrimination are scarce. This study aimed at using Sentinel-1 data to distinguish dolomite, andesite, limestone, san...

  • Article
  • Open Access
4 Citations
2,231 Views
22 Pages

28 November 2023

The Dasuji giant porphyry molybdenum deposit is one of the largest ore deposits recently discovered along the Yinshan–Yanshan–Liaoning molybdenum belt in China. Using this deposit along the Yinshan–Yanshan–Liaoning molybdenum...

  • Feature Paper
  • Article
  • Open Access
39 Citations
4,213 Views
16 Pages

21 April 2019

Although the group method of data handling (GMDH) is a self-organizing metaheuristic neural network capable of developing a classification function using influential input variables, the results can be improved by using some pre-processing steps. In...

  • Article
  • Open Access
6 Citations
2,625 Views
18 Pages

28 June 2023

Reservoir characterization on offshore fields often faces specific challenges due to limited or unevenly distributed well data. The object of this study is the North Adriatic poorly consolidated clastic reservoir characterized by high porosity. The s...

  • Article
  • Open Access
6 Citations
3,320 Views
28 Pages

11 June 2024

In this study, the satellite data of ASTER and Landsat 8 OLI were used for the discrimination of lithological units covering the Khyber range. Of the 24 tested band combinations, the most suitable include 632 and 468 of ASTER and 754 and 147 of OLI i...

  • Article
  • Open Access
64 Citations
10,123 Views
24 Pages

4 May 2012

In order to better constrain the utility of multispectral datasets in the characterization of surface materials, Landsat Thematic Mapper (TM) data were evaluated in the discrimination of geological classes in the Cape Smith Belt of Quebec, a greensto...

  • Article
  • Open Access
6 Citations
3,291 Views
19 Pages

9 February 2023

Lithology identification is the basis for sweet spot evaluation, prediction, and precise exploratory deployment and has important guiding significance for areas with low exploration degrees. The lithology of the shale strata, which are composed of fi...

  • Article
  • Open Access
5 Citations
2,411 Views
27 Pages

11 April 2025

Lithological mapping using satellite images, particularly hyperspectral data, helps in effectively defining the best initial targets for regional exploration. In this study, ZY1-02D hyperspectral image (HSI) data with moderate spectral and very high...

  • Article
  • Open Access
6 Citations
2,690 Views
16 Pages

Evaluation Techniques for Shale Oil Lithology and Mineral Composition Based on Principal Component Analysis Optimized Clustering Algorithm

  • Wenyuan Cai,
  • Rui Deng,
  • Chengquan Gao,
  • Yingjie Wang,
  • Weidong Ning,
  • Boyu Shu and
  • Zhanglong Chen

21 March 2023

Shale oil reservoirs are characterized by complex lithology, complex mineral composition and strong heterogeneity. This causes great difficulty in lithologic evaluation. In this paper, a method of lithology identification is proposed by means of inte...

  • Article
  • Open Access
8 Citations
3,763 Views
27 Pages

Discrimination of Rock Units in Karst Terrains Using Sentinel-2A Imagery

  • Nikola Gizdavec,
  • Mateo Gašparović,
  • Slobodan Miko,
  • Borna Lužar-Oberiter,
  • Nikolina Ilijanić and
  • Zoran Peh

15 October 2022

We explored the potential incorporation of Sentinel-2A imagery for rock unit determination in the Croatian karst region dominated by carbonate rocks. The various lithological units are potential sources of both stone aggregates and dimension stone, a...

  • Article
  • Open Access
48 Citations
9,445 Views
33 Pages

Interpretation of the Reflectance Spectra of Lithium (Li) Minerals and Pegmatites: A Case Study for Mineralogical and Lithological Identification in the Fregeneda-Almendra Area

  • Joana Cardoso-Fernandes,
  • João Silva,
  • Mônica M. Perrotta,
  • Alexandre Lima,
  • Ana C. Teodoro,
  • Maria Anjos Ribeiro,
  • Filipa Dias,
  • Odile Barrès,
  • Jean Cauzid and
  • Encarnación Roda-Robles

15 September 2021

Reflectance spectroscopy has been used to identify several deposit types. However, applications concerning lithium (Li)-pegmatites are still scarce. Reflectance spectroscopic studies complemented by microscopic and geochemical studies were employed i...

  • Article
  • Open Access
333 Views
23 Pages

22 December 2025

Xinfeng County, Shaoguan City, Guangdong Province, China, is a typical vegetation-covered area that suffers from severe attenuation of rock and mineral spectral information in remote sensing images owing to dense vegetation. This situation limits the...

  • Article
  • Open Access
10 Citations
3,742 Views
35 Pages

Impact of DEMs for Improvement Sentinel 2 Lithological Mapping Utilizing Support Vector Machine: A Case Study of Mineralized Fe-Ti-Rich Gabbroic Rocks from the South Eastern Desert of Egypt

  • Ali Shebl,
  • Hatem M. El-Desoky,
  • Ahmed M. Abdel-Rahman,
  • Wael Fahmy,
  • Hamada El-Awny,
  • Anas El-Sherif,
  • Mahmoud M. El-Rahmany and
  • Árpád Csámer

18 June 2023

Fused remote sensing datasets have greatly contributed to enhancing lithological targets and providing significant information for mineral exploration. For instance, multispectral datasets can discriminate rock units through their unique spectral sig...

  • Article
  • Open Access
101 Citations
13,192 Views
22 Pages

20 April 2018

As a source of data continuity between Landsat and SPOT, Sentinel-2 is an Earth observation mission developed by the European Space Agency (ESA), which acquires 13 bands in the visible and near-infrared (VNIR) to shortwave infrared (SWIR) range. In t...

  • Article
  • Open Access
28 Citations
5,204 Views
13 Pages

A principal and independent component analysis (PCA and ICA) and a minimum noise fraction analysis (MNFA) were applied in this study to Landsat 8 Operational Land Imager (OLI) images along the Adıyaman fault zone in Eastern Turkey. These analyses ind...

  • Article
  • Open Access
10 Citations
6,374 Views
17 Pages

Remote Sensing Data for Geological Mapping in the Saka Region in Northeast Morocco: An Integrated Approach

  • Abdallah Elaaraj,
  • Ali Lhachmi,
  • Hassan Tabyaoui,
  • Abdennabi Alitane,
  • Antonietta Varasano,
  • Sliman Hitouri,
  • Yassine El Yousfi,
  • Meriame Mohajane,
  • Narjisse Essahlaoui and
  • Ali Essahlaoui
  • + 3 authors

18 November 2022

Together with geological survey data, satellite imagery provides useful information for geological mapping. In this context, the aim of this study is to map geological units of the Saka region, situated in the northeast part of Morocco based on Lands...

  • Article
  • Open Access
40 Citations
4,617 Views
21 Pages

6 August 2021

In recent decades, lithological mapping techniques using hyperspectral remotely sensed imagery have developed rapidly. The processing chains using visible-near infrared (VNIR) and shortwave infrared (SWIR) hyperspectral data are proven to be availabl...

  • Article
  • Open Access
12 Citations
3,655 Views
21 Pages

DTM-Based Morphometric Analysis of Scoria Cones of the Chaîne des Puys (France)—The Classic and a New Approach

  • Fanni Vörös,
  • Benjamin van Wyk de Vries,
  • Dávid Karátson and
  • Balázs Székely

19 May 2021

Scoria cones are favorite targets of morphometric research. However, in-depth, DTM-based studies have appeared only recently, and new methods are being developed. This study provides a classic evaluation of the cones of Chaîne des Puys (Auvergne, Fra...

  • Article
  • Open Access
2 Citations
989 Views
17 Pages

27 February 2025

Buried hill reservoirs are characterized by complex formation conditions and highly heterogeneous rock structures, which result in the poor performance of traditional crossplot methods in stratigraphic lithology classification. Logging curves, as com...

  • Article
  • Open Access
690 Views
30 Pages

MC-H-Geo: A Multi-Scale Contextual Hierarchical Framework for Fine-Grained Lithology Classification

  • Lang Liu,
  • Yanlin Shao,
  • Yaxiong Shao,
  • Peijin Li,
  • Qingqing Yang and
  • Rui Zeng

10 November 2025

High-resolution lithological mapping of outcrops is fundamental for reservoir characterization and petroleum geology, yet distinguishing lithologies with subtle petrophysical contrasts remains a major challenge. This study proposes MC-H-Geo, a multi-...

  • Article
  • Open Access
60 Views
20 Pages

In practical well-logging datasets, severe missing values, anomalous disturbances, and highly imbalanced lithology classes are pervasive. To address these challenges, this study proposes a well-logging lithology identification framework that combines...

  • Article
  • Open Access
44 Citations
11,763 Views
16 Pages

Targeting Mineral Resources with Remote Sensing and Field Data in the Xiemisitai Area, West Junggar, Xinjiang, China

  • Lei Liu,
  • Jun Zhou,
  • Dong Jiang,
  • Dafang Zhuang,
  • Lamin R. Mansaray and
  • Bing Zhang

25 June 2013

The Xiemisitai area, West Junggar, Xinjiang, China, is situated at a potential copper mineralization zone in association with small granitic intrusions. In order to identify the alteration zones and mineralization characteristics of the intrusions, L...

  • Article
  • Open Access
1 Citations
1,672 Views
33 Pages

Integrating Remote Sensing and Aeromagnetic Data for Enhanced Geological Mapping at Wadi Sibrit-Urf Abu Hamam District, Southern Part of Nubian Shield

  • Hatem M. El-Desoky,
  • Waheed H. Mohamed,
  • Ali Shebl,
  • Wael Fahmy,
  • Anas M. El-Sherif,
  • Ahmed M. Abdel-Rahman,
  • Hamed I. Mira,
  • Mahmoud M. El-Rahmany,
  • Fahad Alshehri and
  • Hamada El-Awny
  • + 1 author

18 June 2025

The present study aims to characterize complex geological structures and significant mineralization using remote sensing and aeromagnetic studies. Structural lineaments play a crucial role in the localization and concentration of mineral deposits. Fo...

  • Article
  • Open Access
357 Views
21 Pages

Lithological Mapping from UAV Imagery Based on Lightweight Semantic Segmentation Methods

  • Jingzhi Liu,
  • Zhen Wei,
  • Xiangkuan Gong,
  • Minjia Sun,
  • Yuanfeng Cheng,
  • Yingying Zhang and
  • Zizhao Zhang

15 December 2025

Traditional geological mapping is often time-consuming, labor-intensive, and restricted by rugged terrain. This study addresses these challenges by proposing a novel methodology for automated lithological identification in the Ququleke area of the ea...

  • Article
  • Open Access
8 Citations
2,195 Views
22 Pages

12 October 2023

Multispectral satellite data allow experts to discriminate rock units based on their spectral signature characteristics. Here, Sentinel-2, ASTER and the Landsat-8 Operational Land Imager (OLI) were assessed for lithological mapping by using a random...

  • Article
  • Open Access

4 February 2026

Low-resistivity reservoirs characterized by weak log contrasts are highly concealed and therefore difficult to detect using conventional oil–water discrimination methods. Recent exploration and development indicate that low-resistivity reservoi...

  • Article
  • Open Access
15 Citations
5,299 Views
17 Pages

2 September 2021

A single chromite deposit occurrence is found in the serpentinized harzburgite unit of the Khoy ophiolite complex in northwest Iran, which is surrounded by dunite envelopes. This area has mountainous features and extremely rugged topography with diff...

  • Article
  • Open Access
43 Citations
5,911 Views
16 Pages

30 November 2021

Deep learning algorithms have found numerous applications in the field of geological mapping to assist in mineral exploration and benefit from capabilities such as high-dimensional feature learning and processing through multi-layer networks. However...

  • Article
  • Open Access
1,051 Views
38 Pages

6 June 2025

Vegetation is a critical factor influencing the identification of rock outcrops using hyperspectral remote sensing data. When mixed pixels containing both vegetation and rock are formed, the spectral signatures of vegetation can partially or fully ob...

  • Article
  • Open Access
7 Citations
3,182 Views
19 Pages

Differentiation of Multi-Parametric Groups of Groundwater Bodies through Discriminant Analysis and Machine Learning

  • Ismail Mohsine,
  • Ilias Kacimi,
  • Vincent Valles,
  • Marc Leblanc,
  • Badr El Mahrad,
  • Fabrice Dassonville,
  • Nadia Kassou,
  • Tarik Bouramtane,
  • Shiny Abraham and
  • Laurent Barbiero
  • + 5 authors

4 December 2023

In order to facilitate the monitoring of groundwater quality in France, the groundwater bodies (GWB) in the Provence-Alpes-Côte d’Azur region have been grouped into 11 homogeneous clusters on the basis of their physico-chemical and bacter...

  • Article
  • Open Access
4 Citations
3,386 Views
28 Pages

Forward logistic regression and conditional analysis have been compared to assess landslide susceptibility across the whole territory of the Sicilian region (about 25,000 km2) using previously existing data and a nested tiered approach. These approac...

  • Article
  • Open Access
3 Citations
1,590 Views
14 Pages

In Situ Classification of Original Rocks by Portable Multi-Directional Laser-Induced Breakdown Spectroscopy Device

  • Mengyang Zhang,
  • Hongbo Fu,
  • Huadong Wang,
  • Feifan Shi,
  • Saifullah Jamali,
  • Zongling Ding,
  • Bian Wu and
  • Zhirong Zhang

In situ rapid classification of rock lithology is crucial in various fields, including geological exploration and petroleum logging. Laser-induced breakdown spectroscopy (LIBS) is particularly well-suited for in situ online analysis due to its rapid...

  • Article
  • Open Access
20 Citations
6,980 Views
31 Pages

10 February 2023

The irregular and sporadic occurrence of chromite pods in podiform chromite deposits (PCD), especially in mountainous terranes with rough topography, necessitates finding innovative methods for reconnaissance and prospecting. This research combines s...

  • Article
  • Open Access
1 Citations
1,314 Views
22 Pages

6 October 2025

This study presents an integrated petrophysical workflow for the comprehensive characterization of the Upper Dalan and Kangan carbonate gas reservoirs in the Shanul Field, southwest Iran. By combining advanced cross-plot techniques (including M-N, MI...

  • Article
  • Open Access
14 Citations
4,062 Views
15 Pages

The Provenance of Slovenian Milk Using 87Sr/86Sr Isotope Ratios

  • Staša Hamzić Gregorčič,
  • Nives Ogrinc,
  • Russell Frew,
  • Marijan Nečemer,
  • Lidija Strojnik and
  • Tea Zuliani

27 July 2021

This work presents the first use of Sr isotope ratios for determining the provenance of bovine milk from different regions of Slovenia. The analytical protocol for the determination of 87Sr/86Sr isotope ratio was optimised and applied to authentic mi...

  • Article
  • Open Access
4 Citations
2,152 Views
31 Pages

13 November 2023

The high intra-class variability of rock spectra is an important factor affecting classification accuracy. The discrete wavelet transform (DWT) can capture abrupt changes in the signal and obtain subtle differences between the spectra of different ro...

  • Article
  • Open Access
11 Citations
5,488 Views
21 Pages

17 March 2021

This paper demonstrates a novel approach that uses wavelet tessellation in rapid analysis of raw geochemical data produced by laser-induced breakdown spectroscopy (LIBS) to produce pseudologs that are representative of stratigraphy. Single-line LIBS...

  • Article
  • Open Access
1 Citations
2,269 Views
30 Pages

2 September 2025

This study evaluates the capabilities of the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) and Hyperion remote sensing sensors for mapping ophiolitic sequences and identifying manganese mineralization in the Bela Ophiolite re...

  • Article
  • Open Access
81 Citations
9,343 Views
41 Pages

Mapping Listvenite Occurrences in the Damage Zones of Northern Victoria Land, Antarctica Using ASTER Satellite Remote Sensing Data

  • Amin Beiranvand Pour,
  • Yongcheol Park,
  • Laura Crispini,
  • Andreas Läufer,
  • Jong Kuk Hong,
  • Tae-Yoon S. Park,
  • Basem Zoheir,
  • Biswajeet Pradhan,
  • Aidy M. Muslim and
  • Omeid Rahmani
  • + 1 author

13 June 2019

Listvenites normally form during hydrothermal/metasomatic alteration of mafic and ultramafic rocks and represent a key indicator for the occurrence of ore mineralizations in orogenic systems. Hydrothermal/metasomatic alteration mineral assemblages ar...

  • Feature Paper
  • Article
  • Open Access
8 Citations
4,508 Views
19 Pages

6 July 2020

Groundwater from karst circulation systems of Central Italy were sampled and analyzed, in 2018, for delineating a preliminary, general geochemical framework of their relationship with neotectonics, in an area characterized by a frequent and often des...

  • Feature Paper
  • Article
  • Open Access
6 Citations
2,079 Views
12 Pages

Construction, Test and Application of a Tungsten Metallogene Named MGW11: Case Studies in China

  • Jie Li,
  • Qingjie Gong,
  • Bimin Zhang,
  • Ningqiang Liu,
  • Xuan Wu,
  • Taotao Yan,
  • Xiaolei Li and
  • Yuan Wu

2 January 2023

Geochemical gene is a new promising concept proposed recently in the discrimination and traceability of geological materials and is also a useful tool to recognize geochemical anomalies in mineral exploration. Based on the lithogenes of LG01 and LG03...

  • Article
  • Open Access
584 Views
26 Pages

28 October 2025

Quantitative seismic characterization of transitional shale gas resources in the Da Ning–Ji Xian area, Ordos Basin, is severely hampered by complex coal-measure stratigraphy and rapid lithological variations. These challenges are critically exa...

  • Article
  • Open Access
81 Citations
6,490 Views
21 Pages

Optimized Conditioning Factors Using Machine Learning Techniques for Groundwater Potential Mapping

  • Bahareh Kalantar,
  • Husam A. H. Al-Najjar,
  • Biswajeet Pradhan,
  • Vahideh Saeidi,
  • Alfian Abdul Halin,
  • Naonori Ueda and
  • Seyed Amir Naghibi

13 September 2019

Assessment of the most appropriate groundwater conditioning factors (GCFs) is essential when performing analyses for groundwater potential mapping. For this reason, in this work, we look at three statistical factor analysis methods—Variance Inf...

  • Article
  • Open Access
917 Views
20 Pages

28 January 2025

The weathered bedrock aquifer in the Jurassic coalfield of northern Shaanxi Province is a direct water-bearing aquifer, and accurately predicting its water-bearing properties is essential for preventing and controlling water hazards in mining operati...

  • Article
  • Open Access
3 Citations
3,217 Views
24 Pages

27 April 2024

This research applies remote sensing methodologies for the first time to comprehensively explore the geological and mineralogical characteristics of the Jbel Bou Dahar region. An integrated approach with multi-sensor satellite images, including ASTER...

  • Feature Paper
  • Article
  • Open Access
2 Citations
2,598 Views
16 Pages

18 November 2021

Sources of groundwater contaminants in inhabited areas, located in complex geo-tectonic contexts, are often deeply interlocked, thus, making the discrimination between anthropic and natural origins difficult. In this study, we investigate the Pelorit...

  • Article
  • Open Access
36 Citations
8,635 Views
31 Pages

Integrated Geological and Geophysical Mapping of a Carbonatite-Hosting Outcrop in Siilinjärvi, Finland, Using Unmanned Aerial Systems

  • Robert Jackisch,
  • Sandra Lorenz,
  • Moritz Kirsch,
  • Robert Zimmermann,
  • Laura Tusa,
  • Markku Pirttijärvi,
  • Ari Saartenoja,
  • Hernan Ugalde,
  • Yuleika Madriz and
  • Richard Gloaguen
  • + 1 author

15 September 2020

Mapping geological outcrops is a crucial part of mineral exploration, mine planning and ore extraction. With the advent of unmanned aerial systems (UASs) for rapid spatial and spectral mapping, opportunities arise in fields where traditional ground-b...

  • Article
  • Open Access
242 Citations
12,209 Views
19 Pages

Prediction Success of Machine Learning Methods for Flash Flood Susceptibility Mapping in the Tafresh Watershed, Iran

  • Saeid Janizadeh,
  • Mohammadtaghi Avand,
  • Abolfazl Jaafari,
  • Tran Van Phong,
  • Mahmoud Bayat,
  • Ebrahim Ahmadisharaf,
  • Indra Prakash,
  • Binh Thai Pham and
  • Saro Lee

30 September 2019

Floods are some of the most destructive and catastrophic disasters worldwide. Development of management plans needs a deep understanding of the likelihood and magnitude of future flood events. The purpose of this research was to estimate flash flood...

  • Article
  • Open Access
17 Citations
20,739 Views
25 Pages

30 September 2020

The Kivi area in the East Azerbaijan Province of Iran is one of the country’s highest-potential regions for metal element exploration. The primary goal herein was to process the data obtained from geochemical, geostatistical, and remote sensing...

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