A review of machine learning in processing remote sensing data for mineral exploration

Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning

(2021) Rohitash Chandra et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Rock Unit Discriminations Using Image Processing Technique of Ablah Area, Arabian shield, Saudi Arabia

(2021) Adel Zein Bishta et al.   Journal of the Indian Society of Remote Sensing

Combining Geostatistics and Remote Sensing Data to Improve Spatiotemporal Analysis of Precipitation

(2021) Emmanouil A. Varouchakis et al.   SENSORS

A novel CNN-LSTM-based approach to predict urban expansion

(2021) Wadii Boulila et al.   Ecological Informatics

Predicting the emplacement of Cordilleran porphyry copper systems using a spatio-temporal machine learning model

(2021) Julian Diaz-Rodriguez et al.   ORE GEOLOGY REVIEWS

Optimized Lithological Mapping from Multispectral and Hyperspectral Remote Sensing Images Using Fused Multi-Classifiers

(2020) Mahendra Pal et al.   Remote Sensing

Detecting Lithium (Li) Mineralizations from Space: Current Research and Future Perspectives

(2020) Joana Cardoso-Fernandes et al.   Applied Sciences-Basel

Intelligent High-Resolution Geological Mapping Based on SLIC-CNN

(2020) Xuejia Sang et al.   ISPRS International Journal of Geo-Information

Machine Learning in Geo- and Environmental Sciences: From Small to Large Scale

(2020) Pejman Tahmasebi et al.   ADVANCES IN WATER RESOURCES

Active and passive optical remote sensing of the aquatic environment: introduction to the feature issue

(2020) Zhongping Lee et al.   APPLIED OPTICS

Validation of a ground-based telescope-assisted hyperspectral remote sensor for soil measurements

(2020) Sean E. Salazar et al.   Journal of Applied Remote Sensing

Integration of Selective Dimensionality Reduction Techniques for Mineral Exploration Using ASTER Satellite Data

(2020) Hodjat Shirmard et al.   Remote Sensing

Detection of Magnesite and Associated Gangue Minerals using Hyperspectral Remote Sensing—A Laboratory Approach

(2020) Baru Chung et al.   Remote Sensing

Application of Landsat-8, Sentinel-2, ASTER and WorldView-3 Spectral Imagery for Exploration of Carbonate-Hosted Pb-Zn Deposits in the Central Iranian Terrane (CIT)

(2020) Milad Sekandari et al.   Remote Sensing

A New Identification Method for Surface Cracks from UAV Images Based on Machine Learning in Coal Mining Areas

(2020) Fan Zhang et al.   Remote Sensing

Application of remote-sensing techniques in geological and structural mapping of Atalla Shear Zone and Environs, Central Eastern Desert, Egypt

(2020) Zakaria Hamimi et al.   Arabian Journal of Geosciences

Identifying high potential zones of gold mineralization in a sub-tropical region using Landsat-8 and ASTER remote sensing data: A case study of the Ngoura-Colomines goldfield, eastern Cameroon

(2020) Jonas Didero Takodjou Wambo et al.   ORE GEOLOGY REVIEWS

Semi-Automatization of Support Vector Machines to Map Lithium (Li) Bearing Pegmatites

(2020) Joana Cardoso-Fernandes et al.   Remote Sensing

Applications of Unmanned Aerial Vehicles in Mining from Exploration to Reclamation: A Review

(2020) Sebeom Park et al.   Minerals

Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview

(2020) Anju Asokan et al.   Applied Sciences-Basel

Bayesian geological and geophysical data fusion for the construction and uncertainty quantification of 3D geological models

(2020) Hugo K.H. Olierook et al.   Geoscience Frontiers

Lithological and alteration mineral mapping for alluvial gold exploration in the south east of Birao area, Central African Republic using Landsat-8 Operational Land Imager (OLI) data

(2020) Mamadou Traore et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Detection of REEs with lightweight UAV-based hyperspectral imaging

(2020) René Booysen et al.   Scientific Reports

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

(2020) Robert Jackisch et al.   Remote Sensing

Real-Time Fault Detection for UAV Based on Model Acceleration Engine

(2020) Benkuan Wang et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Feature extraction for hyperspectral mineral domain mapping: A test of conventional and innovative methods

(2020) Sandra Lorenz et al.   REMOTE SENSING OF ENVIRONMENT

Hierarchical Spatial-Spectral Feature Extraction with Long Short Term Memory (LSTM) for Mineral Identification Using Hyperspectral Imagery

(2020) Huijie Zhao et al.   SENSORS

Multi-Label Remote Sensing Image Scene Classification by Combining a Convolutional Neural Network and a Graph Neural Network

(2020) Yansheng Li et al.   Remote Sensing

Spectral Alteration Zonation Based on Close Range HySpex-320 m Imaging Spectroscopy: A Case Study in the Gongchangling High-Grade Iron Ore Deposit, Liaoning Province, NE China

(2020) Kun Song et al.   Applied Sciences-Basel

Comparison of Different Algorithms to Map Hydrothermal Alteration Zones Using ASTER Remote Sensing Data for Polymetallic Vein-Type Ore Exploration: Toroud–Chahshirin Magmatic Belt (TCMB), North Iran

(2019) Lida Noori et al.   Remote Sensing

Mapping hydrothermal alteration zones and lineaments associated with orogenic gold mineralization using ASTER data: A case study from the Sanandaj-Sirjan Zone, Iran

(2019) Abdollah Sheikhrahimi et al.   ADVANCES IN SPACE RESEARCH

How can big data and machine learning benefit environment and water management: A survey of methods, applications, and future directions

(2019) Alexander Y. Sun et al.   Environmental Research Letters

Machine Learning Algorithms for Automatic Lithological Mapping Using Remote Sensing Data: A Case Study from Souk Arbaa Sahel, Sidi Ifni Inlier, Western Anti-Atlas, Morocco

(2019) Imane Bachri et al.   ISPRS International Journal of Geo-Information

MFC-GAN: Class-imbalanced dataset classification using Multiple Fake Class Generative Adversarial Network

(2019) Adamu Ali-Gombe et al.   NEUROCOMPUTING

Multispectral and Radar Data for the Setting of Gold Mineralization in the South Eastern Desert, Egypt

(2019) Basem Zoheir et al.   Remote Sensing

Mineral Potential Mapping Using a Conjugate Gradient Logistic Regression Model

(2019) Nan Lin et al.   Natural Resources Research

Advances in quantitative remote sensing product validation: Overview and current status

(2019) Xiaodan Wu et al.   EARTH-SCIENCE REVIEWS

Edge-Enhanced GAN for Remote Sensing Image Superresolution

(2019) Kui Jiang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Bayeslands: A Bayesian inference approach for parameter uncertainty quantification in Badlands

(2019) Rohitash Chandra et al.   COMPUTERS & GEOSCIENCES

Computer vision-based framework for extracting tectonic lineaments from optical remote sensing data

(2019) Ehsan Farahbakhsh et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Bayesian neural multi-source transfer learning

(2019) Rohitash Chandra et al.   NEUROCOMPUTING

Landsat-8, Advanced Spaceborne Thermal Emission and Reflection Radiometer, and WorldView-3 Multispectral Satellite Imagery for Prospecting Copper-Gold Mineralization in the Northeastern Inglefield Mobile Belt (IMB), Northwest Greenland

(2019) Pour et al.   Remote Sensing

Identification of Hydrothermal Alteration Minerals for Exploring Gold Deposits Based on SVM and PCA Using ASTER Data: A Case Study of Gulong

(2019) Kai Xu et al.   Remote Sensing

A Remote Sensing-Based Application of Bayesian Networks for Epithermal Gold Potential Mapping in Ahar-Arasbaran Area, NW Iran

(2019) Seyed Mohammad Bolouki et al.   Remote Sensing

Hyperspectral remote sensing for mapping and detection of Egyptian kaolin quality

(2018) Mahmoud E. Awad et al.   APPLIED CLAY SCIENCE

Lithologic mapping using Random Forests applied to geophysical and remote-sensing data: A demonstration study from the Eastern Goldfields of Australia

(2018) Stephen Kuhn et al.   GEOPHYSICS

Multiparameter Optimization for Mineral Mapping Using Hyperspectral Imagery

(2018) Na Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Implementation of machine-learning classification in remote sensing: an applied review

(2018) Aaron E. Maxwell et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Thermal infrared multispectral remote sensing of lithology and mineralogy based on spectral properties of materials

(2018) Yoshiki Ninomiya et al.   ORE GEOLOGY REVIEWS

Automated regolith landform mapping using airborne geophysics and remote sensing data, Burkina Faso, West Africa

(2018) Václav Metelka et al.   REMOTE SENSING OF ENVIRONMENT

Very large-scale data classification based on K-means clustering and multi-kernel SVM

(2018) Tinglong Tang et al.   SOFT COMPUTING

Lithological and Hydrothermal Alteration Mapping of Epithermal, Porphyry and Tourmaline Breccia Districts in the Argentine Andes Using ASTER Imagery

(2018) Francisco Testa et al.   Remote Sensing

Assessment of Convolution Neural Networks for Surficial Geology Mapping in the South Rae Geological Region, Northwest Territories, Canada

(2018) Rasim Latifovic et al.   Remote Sensing

Regional geology mapping using satellite-based remote sensing approach in Northern Victoria Land, Antarctica

(2018) Amin Beiranvand Pour et al.   Polar Science

Geological Mapping in Western Tasmania Using Radar and Random Forests

(2018) Declan D. G. Radford et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Regional scale demarcation of alteration zone using ASTER imageries in South Purulia Shear Zone, East India: Implication for mineral exploration in vegetated regions

(2018) Pankajini Mahanta et al.   ORE GEOLOGY REVIEWS

Statistical Machine Learning Methods and Remote Sensing for Sustainable Development Goals: A Review

(2018) Jacinta Holloway et al.   Remote Sensing

Assessment of the reliability of supervised classifications of Landsat-7, ASTER, and SPOT-5 multispectral data in rock unit discriminations of Jabal Daf-Wadi Fatima area, Saudi Arabia

(2018) Adel Zein Bishta   Arabian Journal of Geosciences

Flotation froth image recognition with convolutional neural networks

(2018) Y. Fu et al.   MINERALS ENGINEERING

Estimating aboveground biomass of broadleaf, needleleaf, and mixed forests in Northeastern China through analysis of 25-m ALOS/PALSAR mosaic data

(2017) Jun Ma et al.   FOREST ECOLOGY AND MANAGEMENT

Transformation of Landsat imagery into pseudo-hyperspectral imagery by a multiple regression-based model with application to metal deposit-related minerals mapping

(2017) Nguyen Tien Hoang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fractures system within Qusaiba shale outcrop and its relationship to the lithological properties, Qasim area, Central Saudi Arabia

(2017) Mohamed I.M. Ibrahim et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Lithological and alteration mineral mapping in poorly exposed lithologies using Landsat-8 and ASTER satellite data: North-eastern Graham Land, Antarctic Peninsula

(2017) Amin Beiranvand Pour et al.   ORE GEOLOGY REVIEWS

Validation practices for satellite-based Earth observation data across communities

(2017) Alexander Loew et al.   REVIEWS OF GEOPHYSICS

Assessment of WorldView-3 Data for Lithological Mapping

(2017) Bei Ye et al.   Remote Sensing

The Need for Accurate Geometric and Radiometric Corrections of Drone-Borne Hyperspectral Data for Mineral Exploration: MEPHySTo—A Toolbox for Pre-Processing Drone-Borne Hyperspectral Data

(2017) Sandra Jakob et al.   Remote Sensing

Convolutional Neural Networks Based Hyperspectral Image Classification Method with Adaptive Kernels

(2017) et al.   Remote Sensing

PCA and SVM as geo-computational methods for geological mapping in the southern of Tunisia, using ASTER remote sensing data set

(2016) Anis Gasmi et al.   Arabian Journal of Geosciences

A review on spectral processing methods for geological remote sensing

(2016) Saeid Asadzadeh et al.   International Journal of Applied Earth Observation and Geoinformation

Remote sensing platforms and sensors: A survey

(2016) Charles Toth et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fusing ASTER and QuickBird-2 Satellite Data for Detailed Investigation of Porphyry Copper Deposits Using PCA; Case Study of Naysian Deposit, Iran

(2016) Ehsan Farahbakhsh et al.   Journal of the Indian Society of Remote Sensing

Deep learning for visual understanding: A review

(2016) Yanming Guo et al.   NEUROCOMPUTING

Automated lithological mapping using airborne hyperspectral thermal infrared data: A case study from Anchorage Island, Antarctica

(2016) Martin Black et al.   REMOTE SENSING OF ENVIRONMENT

Structural Mapping of the Bentong-Raub Suture Zone Using PALSAR Remote Sensing Data, Peninsular Malaysia: Implications for Sediment-hosted/Orogenic Gold Mineral Systems Exploration

(2016) Amin Beiranvand Pour et al.   RESOURCE GEOLOGY

Study of Upper Albian rudist buildups in the Edwards Formation using ground-based hyperspectral imaging and terrestrial laser scanning

(2016) Diana Krupnik et al.   SEDIMENTARY GEOLOGY

Integrating Data of ASTER and Landsat-8 OLI (AO) for Hydrothermal Alteration Mineral Mapping in Duolong Porphyry Cu-Au Deposit, Tibetan Plateau, China

(2016) Tingbin Zhang et al.   Remote Sensing

Validation of Regional-Scale Remote Sensing Products in China: From Site to Network

(2016) Shuguo Wang et al.   Remote Sensing

Mapping iron oxides with Landsat-8/OLI and EO-1/Hyperion imagery from the Serra Norte iron deposits in the Carajás Mineral Province, Brazil

(2016) Diego Fernando Ducart et al.   Brazilian Journal of Geology

Validation of DigitalGlobe WorldView-3 Earth imaging satellite shortwave infrared bands for mineral mapping

(2015) Fred A. Kruse et al.   Journal of Applied Remote Sensing

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Use of A Portable Camera for Proximal Soil Sensing with Hyperspectral Image Data

(2015) András Jung et al.   Remote Sensing

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Forest Monitoring Using Landsat Time Series Data: A Review

(2014) Asim Banskota et al.   CANADIAN JOURNAL OF REMOTE SENSING

A Review of Ensemble Learning Based Feature Selection

(2014) Donghai Guan et al.   IETE TECHNICAL REVIEW

Unmanned aerial systems for photogrammetry and remote sensing: A review

(2014) I. Colomina et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A new locally-adaptive classification method LAGMA for large-scale land cover mapping using remote-sensing data

(2014) S.A. Bartalev et al.   Remote Sensing Letters

Improving Lithological Mapping by SVM Classification of Spectral and Morphological Features: The Discovery of a New Chromite Body in the Mawat Ophiolite Complex (Kurdistan, NE Iraq)

(2014) Arsalan Othman et al.   Remote Sensing

Utilization of SPOT 5 data for mapping gold mineralized diorite–tonalite intrusion, Bulghah gold mine area, Saudi Arabia

(2013) Hesham Harbi et al.   Arabian Journal of Geosciences

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

The upside of uncertainty: Identification of lithology contact zones from airborne geophysics and satellite data using random forests and support vector machines

(2013) Matthew J. Cracknell et al.   GEOPHYSICS

Bayesian Active Remote Sensing Image Classification

(2013) Pablo Ruiz et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Mineral Mapping Using Simulated Worldview-3 Short-Wave-Infrared Imagery

(2013) Fred Kruse et al.   Remote Sensing

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Field Imaging Spectroscopy of Beech Seedlings under Dryness Stress

(2012) Henning Buddenbaum et al.   Remote Sensing

Landsat-TM-Based Discrimination of Lithological Units Associated with the Purtuniq Ophiolite, Quebec, Canada

(2012) David W. Leverington et al.   Remote Sensing

Towards automatic lithological classification from remote sensing data using support vector machines

(2011) Le Yu et al.   COMPUTERS & GEOSCIENCES

Multi- and hyperspectral geologic remote sensing: A review

(2011) Freek D. van der Meer et al.   International Journal of Applied Earth Observation and Geoinformation

Application of airborne LiDAR data and airborne multispectral imagery to structural mapping of the upper section of the Troodos ophiolite, Cyprus

(2011) Stephen Grebby et al.   INTERNATIONAL JOURNAL OF EARTH SCIENCES

Magmatic to hydrothermal metal fluxes in convergent and collided margins

(2011) Jeremy P. Richards   ORE GEOLOGY REVIEWS

A Review of Ensemble Methods in Bioinformatics

(2010) Pengyi Yang et al.   Current Bioinformatics

Porphyry Copper Systems

(2010) R. H. Sillitoe   ECONOMIC GEOLOGY

Kernel Maximum Autocorrelation Factor and Minimum Noise Fraction Transformations

(2010) A A Nielsen   IEEE TRANSACTIONS ON IMAGE PROCESSING

Discrimination of sedimentary lithologies using Hyperion and Landsat Thematic Mapper data: a case study at Melville Island, Canadian High Arctic

(2010) David W. Leverington   INTERNATIONAL JOURNAL OF REMOTE SENSING

Geophysical and Geological Exploration of Cobalt-rich Ferromanganese Crusts: An Attempt of Small-Scale Mapping on a Micronesian Seamount

(2010) Akira Usui et al.   MARINE GEORESOURCES & GEOTECHNOLOGY

Mineral mapping in the Pyramid Lake basin: Hydrothermal alteration, chemical precipitates and geothermal energy potential

(2010) Christopher Kratt et al.   REMOTE SENSING OF ENVIRONMENT

Ensemble-based classifiers

(2009) Lior Rokach   ARTIFICIAL INTELLIGENCE REVIEW

Lithological mapping in the Central Eastern Desert of Egypt using ASTER data

(2009) Reda Amer et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Active fault and shear processes and their implications for mineral deposit formation and discovery

(2009) Steven Micklethwaite et al.   JOURNAL OF STRUCTURAL GEOLOGY

Structural and remote sensing analysis of the Betsimisaraka Suture in northeastern Madagascar

(2008) Tsilavo Raharimahefa et al.   GONDWANA RESEARCH

Landsat continuity: Issues and opportunities for land cover monitoring

(2007) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT