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To make better exploration tools, we first need to better understand ore deposits
conference contribution
posted on 2023-05-23, 14:35 authored by Timothy Ireland, Sievwright, R, Bath, A, Stefanova, E, Godfroid, J, Terence HoschkeTerence HoschkeIn an era of industry-funded research, there is an imperative that research yields outcomes that can be applied directly, at the expense of improving fundamental understanding. Reality often proves more complex than our simplistic experiments anticipated. A summary of common experimental behaviour might be framed thus:
- observe something of possible use
- collect limited orientation samples
- become enthused by early results
- roll out the tool to genuine unknowns
- generate abundant data with ambiguous results
- analyse using a machine learning algorithm hoping for a miracle.
This paper documents some of our recent trials and errors, mostly through application of SEM-based Tescan Integrated Mineral Analyser (TIMA) quantitative mineralogy and rock mapping, and attempts to apply mineral chemistry and chronology analysis to detrital sediment samples. We've learned that to improve our new tools we must:
- expand or customise our characterisation of natural background
- observe mineral appearance, assemblage and morphology before microanalysis
- accept that detailed observation may demand revisions to existing models of hydrothermal mineral stabilities, and hence provoke more fundamental research
- accept that machine learning classifications tend to be successful only when trained against local or specifically relevant orientation data.
History
Publication title
Proceedings of the 15th SGA Biennial Meeting: Life with Ore Deposits on Earth, volume 3Pagination
1306-1309ISBN
9780852619643Department/School
School of Natural SciencesPublisher
University of Glasgow Publicity ServicesPlace of publication
Glasgow, ScotlandEvent title
15th SGA Biennial MeetingEvent Venue
Glasgow, ScotlandDate of Event (Start Date)
2019-08-27Date of Event (End Date)
2019-08-30Rights statement
Copyright 2019 Society for Geology Applied to Mineral Deposits (SGA)Repository Status
- Restricted