Modeling In3+ and Sn2+ substitutions for Zn2+ in sphalerite via ab initio molecular dynamics calculations: key insights into critical metal mineralization

Computational framework for ab-initio calculations and molecular dynamics simulations of In 3+ and Sn 2+ substitutions for Zn 2+ in sphalerite. • The role of Sn in In-bearing sphalerite mineralization is critically examined. • Ab-initio calculations and simulations reveal In and Sn co-substitution mechanisms. • Substitution reactions exhibit a bimodal temperature dependence at 325 °C and 200 °C. • Findings enhance understanding of In enrichment in Sn-polymetallic deposits. Indium (In) is a strategically significant metal with an increasingly vital role in the global economy. It is a dispersed element with low crustal abundance, rarely forming independent deposits, and is primarily enriched in sphalerite through isomorphic substitution. In Sn-polymetallic deposits, In shows higher enrichment levels and is closely associated with Sn mineralization. Previous studies have suggested that Sn may occur as Sn 2+ in sphalerite, facilitating In incorporation via two key substitution mechanisms: In 3+ + Sn 2+ + Cu + → 3Zn 2+ and In 3+ + Sn 2+ + Ag + → 3Zn 2+ . However, the physicochemical conditions governing these mechanisms remain poorly constrained, limiting our understanding of In mineralization processes. This study employs ab initio molecular dynamics calculations to analyze the co-substitution of In and Sn for Zn within sphalerite in the presence of either Cu or Ag. We construct two doped systems, Zn 29 InCuSnS 32 and Zn 29 InAgSnS 32 , and investigate the effects of temperature and co-substituting metal ions on the enrichment process. Our findings indicate that the In-Sn-Cu substitution pathway, In 3+ + Sn 2+ + Cu + → 3Zn 2+ , is more favorable than the In-Sn-Ag pathway, In 3+ + Sn 2+ + Ag + → 3Zn 2+ . This process exhibits a pronounced high-temperature optimum at ∼ 325°C and a secondary minimum at a relatively low-temperature ∼ 200°C. This bimodal behavior suggests a general pattern of episodic, stage-wise, and complex coupled-decoupled enrichment of In in Sn polymetallic deposits, controlled by specific ore-forming conditions. These results provide valuable insights into the microscopic enrichment mechanisms of In in sphalerite, thereby advancing our understanding of In ore formation and guiding exploration.

Authors

Institutions

Publication Details

Journal
Ore Geology Reviews
Published
2025-11-23
DOI
https://doi.org/10.1016/j.oregeorev.2025.107006
Primary Topic
Geological and Geochemical Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Modeling In3+ and Sn2+ substitutions for Zn2+ in sphalerite via ab initio molecular dynamics calculations: key insights into critical metal mineralization

Suo‐Fei Xiong, Yi Zheng, Fan Xiao, Yihan Wu et al.
Ore Geology Reviews
Geological and Geochemical Analysis
article

Modeling In3+ and Sn2+ substitutions for Zn2+ in sphalerite via ab initio molecular dynamics calculations: key insights into critical metal mineralization

Suo‐Fei Xiong, Yi Zheng, Fan Xiao, Yihan Wu, Qiuming Cheng, Zongcong He
article en

Abstract

Computational framework for ab-initio calculations and molecular dynamics simulations of In 3+ and Sn 2+ substitutions for Zn 2+ in sphalerite. • The role of Sn in In-bearing sphalerite mineralization is critically examined. • Ab-initio calculations and simulations reveal In and Sn co-substitution mechanisms. • Substitution reactions exhibit a bimodal temperature dependence at 325 °C and 200 °C. • Findings enhance understanding of In enrichment in Sn-polymetallic deposits. Indium (In) is a strategically significant metal with an increasingly vital role in the global economy. It is a dispersed element with low crustal abundance, rarely forming independent deposits, and is primarily enriched in sphalerite through isomorphic substitution. In Sn-polymetallic deposits, In shows higher enrichment levels and is closely associated with Sn mineralization. Previous studies have suggested that Sn may occur as Sn 2+ in sphalerite, facilitating In incorporation via two key substitution mechanisms: In 3+ + Sn 2+ + Cu + → 3Zn 2+ and In 3+ + Sn 2+ + Ag + → 3Zn 2+ . However, the physicochemical conditions governing these mechanisms remain poorly constrained, limiting our understanding of In mineralization processes. This study employs ab initio molecular dynamics calculations to analyze the co-substitution of In and Sn for Zn within sphalerite in the presence of either Cu or Ag. We construct two doped systems, Zn 29 InCuSnS 32 and Zn 29 InAgSnS 32 , and investigate the effects of temperature and co-substituting metal ions on the enrichment process. Our findings indicate that the In-Sn-Cu substitution pathway, In 3+ + Sn 2+ + Cu + → 3Zn 2+ , is more favorable than the In-Sn-Ag pathway, In 3+ + Sn 2+ + Ag + → 3Zn 2+ . This process exhibits a pronounced high-temperature optimum at ∼ 325°C and a secondary minimum at a relatively low-temperature ∼ 200°C. This bimodal behavior suggests a general pattern of episodic, stage-wise, and complex coupled-decoupled enrichment of In in Sn polymetallic deposits, controlled by specific ore-forming conditions. These results provide valuable insights into the microscopic enrichment mechanisms of In in sphalerite, thereby advancing our understanding of In ore formation and guiding exploration.

Ore Geology ReviewsVol. 187
Sun Yat-sen University (CN), China University of Geosciences (CN), Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou) (CN), Bureau of Geology and Mineral Exploration and Development of Guizhou Province (CN)
Openalex Percentile: Top 63%
Geological and Geochemical Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.