What type of study is this?

This is a Validation Study study.

What question did this study set out to answer?

To present a framework that integrates AI and simulation for optimising mining operations from mine to mill.

December 19, 2025Open Access

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To present a framework that integrates AI and simulation for optimising mining operations from mine to mill.
Developed a knowledge-based framework using AI and high-fidelity simulation.
Modelled the mining chain using data from Barrick Cortez Mine with the Integrated Extraction Simulator.
Generated three million scenarios to evaluate performance sensitivity using full factorial simulations.
Achieved model accuracy exceeding 90% through machine learning techniques.
Confirmed strong alignment between simulation outcomes and real-world data.
Identified key operational parameters influencing downstream process performance.

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Meta-modelling approach enhances efficiency and optimises mineral resource extraction, highlighting key data features.

Nobahar et al. (2025) studied this question.

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