Discovery Projects - Grant ID: DP200100765

Funding Activity

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Funded Activity Summary

Single-sample unmixing with machine learning: a rock magnetic frontier. Magnetic rock-forming minerals can record important information about Earth’s magnetic field and climatic changes. In rock magnetism, we seek to quantify magnetic property variations in geological materials. Existing quantification methods are limited and provide bulk characterisation of all magnetic particles in a material rather than diagnostic information concerning individual mineral components. This Project aims to develop a machine-learning framework to “unmix” and quantify each magnetic mineral component in single natural samples, and will unlock a new quantitative era in rock magnetism. It is expected to have impact beyond Earth science by enabling magnetic characterisation in physics, materials science, and industry.

Funded Activity Details

Start Date: 04-2020

End Date: 03-2023

Funding Scheme: Discovery Projects

Funding Amount: $424,000.00

Funder: Australian Research Council

Research Topics

ANZSRC Field of Research (FoR)

Magnetism and Palaeomagnetism | Palaeoclimatology | Quaternary Environments | Geophysics

ANZSRC Socio-Economic Objective (SEO)

Climate Variability (excl. Social Impacts) |