An integrated mineral system model for the gold deposits of the giant Jiaodong province, eastern China

J Deng, LQ Yang, DI Groves, L Zhang, KF Qiu… - Earth-Science …, 2020 - Elsevier
The giant Jiaodong gold province, with more than 5000 t of proven gold resources, is unique
in that its Mesozoic gold deposits are hosted in a Precambrian basement block. There has …

Exploration information systems–A proposal for the future use of GIS in mineral exploration targeting

M Yousefi, OP Kreuzer, V Nykänen, JMA Hronsky - Ore Geology Reviews, 2019 - Elsevier
The advent of modern data collection and storage technologies has brought about a huge
increase in data volumes with both traditional and machine learning tools struggling to …

A data augmentation approach to XGboost-based mineral potential mapping: an example of carbonate-hosted ZnPb mineral systems of Western Iran

M Parsa - Journal of Geochemical Exploration, 2021 - Elsevier
This study intends to showcase the application of Extreme Gradient boosting (XGboost), a
state-of-the-art ensemble-learning technique, for district-scale mineral potential mapping …

Distribution, character, and genesis of gold deposits in metamorphic terran

RJ Goldfarb, T Baker, B Dubé, DI Groves, CJR Hart… - 2005 - pubs.geoscienceworld.org
Epigenetic gold deposits in metamorphic terranes include those of the Precambrian shields
(approx 23,000-25,000 t Au), particularly the Late Archean greenstone belts and …

Data analysis methods for prospectivity modelling as applied to mineral exploration targeting: State-of-the-art and outlook

M Yousefi, EJM Carranza, OP Kreuzer… - Journal of Geochemical …, 2021 - Elsevier
Mineral exploration targeting is a highly complex decision-making task. Two key risk factors,
the quality of exploration data and robustness of the underlying conceptual targeting model …

The mineral system concept: the key to exploration targeting

TC McCuaig, JMA Hronsky - 2014 - pubs.geoscienceworld.org
To aid conceptual targeting, the past two decades have seen the emergence of the mineral
systems concept, whereby ore deposits are viewed as small-scale expressions of a range of …

[HTML][HTML] Translating the mineral systems approach into an effective exploration targeting system

TC McCuaig, S Beresford, J Hronsky - Ore Geology Reviews, 2010 - Elsevier
Holistic mineral systems approaches are being increasingly adopted in the study of ore
deposits but application in industry has been suboptimal, because of the lack of a …

Global metallogeny in relation to secular evolution of the Earth and supercontinent cycles

M Santosh, DI Groves - Gondwana Research, 2022 - Elsevier
Mineral systems with their core of ore deposits require a rare conjunction of geodynamic
settings, crustal or lithospheric fertility, crustal architecture and suitable host rocks, and …

Geodata science-based mineral prospectivity mapping: A review

R Zuo - Natural Resources Research, 2020 - Springer
This paper introduces the concept of geodata science-based mineral prospectivity mapping
(GSMPM), which is based on analyzing the spatial associations between geological …

Artificial neural networks: a new method for mineral prospectivity mapping

WM Brown, TD Gedeon, DI Groves… - Australian journal of …, 2000 - Taylor & Francis
A multilayer feed‐forward neural network, trained with a gradient descent, back‐propagation
algorithm, is used to estimate the favourability for gold deposits using a raster GIS database …