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AI for Mineral Exploration & Drill-Targeting | ML Knowledge Hub

Artificial intelligence is revolutionizing mineral exploration, offering powerful tools to identify promising targets and dramatically improve drilling efficiency.

mysimulator teamUpdated June 2026≈ 3 min read▶ Open the simulation

AI for Mineral Exploration & Drill-Targeting

Fuse geophysics, hyperspectral, geology, and geochemistry to score targets, reduce dry holes, and accelerate discovery while controlling ESG risk.

Exploration teams juggle scarce labeled discoveries, expensive surveys, and ESG constraints. AI can prioritize targets by learning from historical deposits, geophysical signatures, spectral minerals, structures, and geochemical anomalies. Properly built systems lower cost per discovery, improve drill hit rates, and compress timelines from prospect to resource definition.

Real-time drilling telemetry QC; deviation vs. plan.

On-site core logging assistance (CV/NLP) and assay prediction.

Resource model updates as assays stream in; uncertainty tracking.

live demo · related simulation● LIVE

Feature engineering: derivatives (TMI, RTP, tilt), texture, spectral i

Data room for drill logs/assays with validation and unit harmonization.

Prospectivity ML: gradient boosting/CNN/GNN on multi-layer rasters.

Frequently asked questions

What types of geophysical simulations can be performed using mysimulator.uk?

Generative/synthetic: simulate geophysics for training; augment rare classes.

How does the sequential design feature help in a geological survey?

The sequential design allows users to strategically select the next drill locations or soil samples based on information gathered during previous stages, optimizing the data collection process.

What is the intended timeline and development path for mysimulator.uk?

The implementation roadmap outlines the planned phases of development, including feature releases and improvements, to continually expand the simulator's capabilities.

How does mysimulator.uk address the challenge of integrating diverse geospatial datasets?

mysimulator.uk unifies geospatial data by harmonizing projections and calculating derived geophysics and spectral indices, ensuring consistent and comparable results across different datasets.

▶ Try it live

Everything above runs in your browser — open Earthquake Wave Propagation Simulation and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open Earthquake Wave Propagation Simulation simulation

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