Publications

My publication record spans mineral geochemistry, economic geology, GeoAI, sedimentary geochemistry, tectonics, and subsurface geoscience. This page highlights outputs most relevant to my current research profile and links papers to public research artifacts where available.

For the complete and most current citation record, use Google Scholar.

GeoAI & mineral-exploration research

Artificial intelligence-driven metallogenic typing of pyrite from global ore systems

Journal: Journal of Geochemical Exploration · Volume 289 (October 2026) · Article 108138
Status: Published / version of record · available online 9 June 2026
Research focus: global multielement pyrite geochemistry, metallogenic discrimination, class imbalance, blind testing, deposit-scale LOGO validation, and interpretable machine learning.

DOI · Public research repository

Big Data Mining on Galena Geochemistry Using Machine Learning Algorithms: Implications for Metallogenic Discrimination

Journal: Mathematical Geosciences
Status: Published online / Early Access, 4 April 2026
Research focus: galena trace-element geochemistry from 37 Pb-Zn deposits, metallogenic classification, RF/GB/MLP/SVM comparison, imbalance treatment, feature importance, and high-dimensional visualization.

DOI · Public research repository

Ore genesis and critical metal enrichment using deep learning algorithms in Gunga Pb-Zn deposit, Southern Pakistan: Constraints from geochemistry and isotopic compositions

Journal: Journal of Geochemical Exploration (2025)
Status: Published / version of record
Research focus: sphalerite geochemistry, S-Pb isotopes, deep-learning classification, ore-genesis interpretation, and critical-metal enrichment including Ge-bearing sphalerite.

DOI · Public research repository

Machine Learning-Driven Classification of Pb-Zn Ore Deposits Using Pyrite Trace Elements and Isotopic Signatures: A Case Study of the Gunga Deposit

Journal: Journal of Geochemical Exploration (2025)
Status: Published / version of record
Research focus: pyrite trace elements, isotopic signatures, global comparison data, ML classification, deposit-aware validation, and geological interpretation of the Gunga Pb-Zn system.

DOI · Public research repository

Manuscript under revision

Machine learning-based classification of pyrite geochemistry for discriminating tectonic settings in sedimentary environments: Insights from big data analysis and interpretable SHAP model

Target journal: Gondwana Research
Status: Revision submitted
Research focus: sedimentary pyrite, tectonic-setting discrimination, CNN/XGBoost workflows, explainability, and high-dimensional geochemical interpretation.

A manuscript under revision is not presented here as a published paper. Journal, title, authorship, or status may change before final acceptance and publication.

Selected broader geoscience research

My broader publication record provides the geological context behind the GeoAI work, including ore deposits, isotope geochemistry, sedimentary systems, tectonics, paleoenvironmental reconstruction, and subsurface interpretation.

Code, data, and reproducibility

Selected publications have associated public repositories containing intentionally released notebooks, figures, code, workflow descriptions, or reproducibility notes:

Public repository availability does not imply that every compiled source dataset or publisher-controlled article is redistributable. Each repository documents its own data-access, copyright, and release boundary.

Citation authority

Publication metadata and status may change as papers move through online-first publication, issue assignment, revision, or indexing. Publisher records and Google Scholar are the preferred authorities for the latest citation state. The [Projects page](/projects/) should be used for code/repository context rather than as a publication-status authority.