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Minerals, Volume 12, Issue 8

August 2022 - 144 articles

Cover Story: Mapping of prospective areas using machine learning methods is a multi-criteria task that involves using positive and negative examples during the training process. However, negative locations are uncertain and need to be generated according to data-driven approaches or geological knowledge. With this in mind, this study compares two criteria for constraining the creation negative data sets and analyzes the effects associated with this process by generating hundreds of potential maps. Three widely used algorithms, including random forest, support vector machine, and k-nearest neighbors, were applied to conduct prospectivity mapping of the eastern sector of the Juruena Mineral Province, Brazil. View this paper
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Articles (144)

  • Article
  • Open Access
7 Citations
2,879 Views
31 Pages

Silicates from Lherzolites in the South-Eastern Part of the Kempirsay Massif as the Source for Giant Chromitite Deposits (the Southern Urals, Kazakhstan)

  • Dmitri E. Saveliev,
  • Darkhan K. Makatov,
  • Ildar R. Rakhimov,
  • Ruslan A. Gataullin and
  • Vladimir V. Shilovskikh

22 August 2022

We provide results of a comprehensive mineralogical and microstructural study of relict lherzolites of the main ore field and fresh rocks from a deep structural borehole drilled in the south-eastern part of the Kempirsay massif. Olivine and orthopyro...

  • Article
  • Open Access
7 Citations
3,420 Views
23 Pages

22 August 2022

Rare earth elements and yttrium (REY) are essential for manufacturing technologies vital to economic and national security. As the demand for REY increases and conventional ores become depleted, attention is turning to unconventional resources like c...

  • Article
  • Open Access
17 Citations
9,081 Views
20 Pages

Petrographic and Geochemical Analysis of Indus Sediments: Implications for Placer Gold Deposits, Peshawar Basin, NW Himalaya, Pakistan

  • Abdul Mateen,
  • Ali Wahid,
  • Hammad Tariq Janjuhah,
  • Muhammad Saleem Mughal,
  • Syed Haroon Ali,
  • Numair Ahmed Siddiqui,
  • Munib Ahmed Shafique,
  • Olga Koumoutsakou and
  • George Kontakiotis

22 August 2022

Alluvial placer gold deposits that accumulate in streams across the globe are essentially allochthonous sedimentary deposits that are transported from their source to their location of deposition. The purpose of this study was to find placer gold dep...

  • Article
  • Open Access
2,389 Views
20 Pages

Petrogenesis of the Late Jurassic Granodiorite and Its Implications for Tectonomagmatic Evolution in the Nuocang District, Western Gangdeses

  • Junsheng Jiang,
  • Shunbao Gao,
  • Bo Bao,
  • Peng Hu,
  • Xin Chen,
  • Kan Tian,
  • Pengcheng Huang,
  • Jian Huang and
  • Xinran Guo

21 August 2022

The Gangdese magmatic rocks of the southern Lhasa terrane, are generally thought to be an important window to witness the formation and evolution of the Neo-Tethys oceanic opening, subduction, and closure, and India-Eurasian continental collision. We...

  • Article
  • Open Access
5 Citations
3,684 Views
15 Pages

21 August 2022

There is an increasing demand to simulate and optimize the performance and profit of comminution circuits, especially in low-grade ore processing, as is the case with critical metals minerals. Recent research has shown that the optimization result is...

  • Article
  • Open Access
6 Citations
2,892 Views
14 Pages

21 August 2022

This study aims to compare two approaches for the reserve calculation of cement raw material by geological sections and structural maps. The first is legally based, and its accuracy is approved by periodical calculation of the exploited material on s...

  • Article
  • Open Access
17 Citations
5,132 Views
26 Pages

Petrography and Lithofacies of the Siwalik Group in the Core of Hazara-Kashmir Syntaxis: Implications for Middle Stage Himalayan Orogeny and Paleoclimatic Conditions

  • Muhammad Zaheer,
  • Muhammad Rustam Khan,
  • Muhammad Saleem Mughal,
  • Hammad Tariq Janjuhah,
  • Panayota Makri and
  • George Kontakiotis

21 August 2022

The present field and petrographic investigations of the Tortonian to Gelasian Siwalik Group in the core of the Hazara-Kashmir Syntaxis have been carried out to comprehend the middle stage Himalayan orogeny that resulted from the collision of Indian...

  • Article
  • Open Access
3 Citations
3,173 Views
19 Pages

Raman Spectroscopy Studies of Equilibrated Ordinary Chondrites with H and L Group and Shock Metamorphism Degrees

  • Yikai Zhang,
  • Zhipeng Xia,
  • Bingkui Miao,
  • Jing Huang,
  • Chuantong Zhang,
  • Yan Chen and
  • Guozhu Chen

21 August 2022

Ordinary chondrites are the most common type of chondrites. As a non-destructive, rapid, and semi-quantitative technology, Raman spectroscopy is widely used in geoscience. This paper presents the results of a Raman spectroscopic study that we conduct...

  • Article
  • Open Access
12 Citations
3,271 Views
20 Pages

21 August 2022

In this study, the Lagrange element strength reduction method is used to explore slope stability and as an evaluation method of underground mining of end-slope coal in a rock-stability analysis. A numerical analysis model is established herein using...

  • Feature Paper
  • Article
  • Open Access
12 Citations
4,511 Views
11 Pages

20 August 2022

The paper is focused on the analysis of the relation between the stability of the flotation process and the efficiency of Machine Learning (ML) algorithms based on the flotation froth images. An ML process should enable researchers to construct Artif...

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Minerals - ISSN 2075-163XCreative Common CC BY license