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.
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.
- Unlocking paleolatitudinal secrets of the Early Cretaceous by rare earth element imprints: Implications for seawater chemistry, depositional environments, and paleoclimate in the Talhar Shale, Lower Indus Basin, Pakistan — Palaeogeography, Palaeoclimatology, Palaeoecology (2025). DOI
- Paleoenvironmental Conditions and Key Drivers of Organic Matter Accumulation in the Early Cretaceous Talhar Shale Lower Indus Basin, Pakistan — Journal of Asian Earth Sciences (2025). DOI
- Geological and geochemical evolution of the Derhib sulfide-talc deposit in the South Eastern Desert Egypt: Insights into ore genesis and metasomatic alteration — Lithos (2025). DOI
- Geodynamic record of Rodinia breakup to Gondwanaland formation: Insights from bulk geochemistry, whole-rock Sr-Nd isotopes, and zircon U-Pb-Hf data — Geoscience Frontiers (2025). DOI
- Geochemical Characterization of Organic Rich Black Rocks of the Niutitang Formation to Reconstruct the Paleoenvironmental Settings during Early Cambrian Period from Xiangxi Area Western Hunan, China — Journal of Earth Science (2023). DOI
- 2D seismic interpretation of Sawan gas field integrated with petrophysical analysis: A case study from Lower Indus Basin, Pakistan — Energy Geoscience (2023). DOI
- Mineralization styles, alteration mineralogy, and sulfur isotope geochemistry of volcanogenic massive sulfide deposits in the Shadli Metavolcanics Belt, South Eastern Desert, Egypt: Metallogenic implications — Ore Geology Reviews (2022). DOI
- Organic geochemical evaluation of Cretaceous Talhar Shale for shale oil and gas potential from Lower Indus Basin, Pakistan — Journal of Petroleum Science and Engineering (2021). DOI
Code, data, and reproducibility
Selected publications have associated public repositories containing intentionally released notebooks, figures, code, workflow descriptions, or reproducibility notes:
- Global pyrite metallogenic typing
- Galena geochemistry & ML
- Gunga pyrite machine learning
- Gunga sphalerite deep learning
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.