Preliminary evaluation of an X-ray diffraction-based hydrothermal alteration index for ammonium nitrate/fuel oil-equivalent powder factor calibration in open-pit porphyry copper blasting records
This article proposes and preliminarily evaluates an Experimental Hydrothermal Alteration Index (IAH_E) to support ammonium nitrate/fuel oil-equivalent powder factor estimation in open-pit porphyry copper blasting records. The index is the ratio of X-ray diffraction-derived Brittleness and Elasticity mineralogical components and is interpreted as an indirect alteration indicator rather than a direct geomechanical measurement. The primary quadratic calibration used all 21 records and yielded R 2 = 0.416, but leave-one-out cross-validation showed poor predictive stability ( Q 2 = −5.77). A secondary 16-record subset, obtained after residual-informed separation, yielded R 2 = 0.727 in-sample but Q 2 = −21.49 and is therefore reported only as a data-dependent exploratory analysis, not as independent validation. Monte Carlo propagation showed high IAH_E uncertainty when either component approached trace abundance, while the quartz sensitivity analysis did not establish predictive superiority for either formulation. Exploratory factor analysis provided partial support for the Brittleness-Elasticity structure. IAH_E may complement powder-factor analysis, but larger sample-matched datasets, direct geomechanical anchors, and external domain-specific validation are required.
Authors
- Alexander Börger-Ferrari (ORCID: https://orcid.org/0000-0002-9956-6455)
- Roberto Suarez-Neira (ORCID: https://orcid.org/0009-0006-6462-2732)
- Ricardo Santelices-Reyes (ORCID: https://orcid.org/0009-0007-8575-4424)
- Osvaldo Rojos-Piffaut (ORCID: https://orcid.org/0009-0008-0125-8931)
Institutions
- University of Atacama (CL)
Publication Details
- Journal
- Mining Technology Transactions of the Institutions of Mining and Metallurgy
- Published
- 2026-09-29
- DOI
- https://doi.org/10.1177/25726668261492916
- Primary Topic
- Mineral Processing and Grinding
- Type
- article
- Field-Weighted Citation Impact
- 0.00