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 deve ....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.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE180100573
Funder
Australian Research Council
Funding Amount
$369,075.00
Summary
A long-term history of mercury in Australasia. This project aims to investigate how natural levels of mercury have changed over time and how human activities have affected mercury atmospheric fluxes and deposition. Using state-of-the-art experimental approaches combining palaeontology and chemistry, the project seeks to build comprehensive knowledge about the flux and sources of mercury in the Southern Hemisphere, to address significant geospatial and temporal gaps in understanding mercury’s env ....A long-term history of mercury in Australasia. This project aims to investigate how natural levels of mercury have changed over time and how human activities have affected mercury atmospheric fluxes and deposition. Using state-of-the-art experimental approaches combining palaeontology and chemistry, the project seeks to build comprehensive knowledge about the flux and sources of mercury in the Southern Hemisphere, to address significant geospatial and temporal gaps in understanding mercury’s environmental impact. Expected outcomes are a more refined understanding of the global biochemical cycle of mercury and its exposure effects on human and wildlife populations. Potential benefits are better-informed international actions designed to reduce environmental and health risks from mercury pollution.Read moreRead less
Understanding total long-term sea-level consequences. This project addresses the urgency in long-term infrastructure planning to understand the long-term "equilibrium" sea-level-change consequences from today’s exceptionally rapid climate change. Understanding this requires detailed sea-level reconstructions back to warm periods with similar CO2 levels to today (~3.5 million years ago), but these remain insufficiently defined. To advance, the project will deliver a next-generation, multi-million ....Understanding total long-term sea-level consequences. This project addresses the urgency in long-term infrastructure planning to understand the long-term "equilibrium" sea-level-change consequences from today’s exceptionally rapid climate change. Understanding this requires detailed sea-level reconstructions back to warm periods with similar CO2 levels to today (~3.5 million years ago), but these remain insufficiently defined. To advance, the project will deliver a next-generation, multi-million-year sea-level reconstruction that includes dynamically evolving (time-dependent) interactions between critical climate factors. This will then be applied with other palaeoclimate data to reconstruct equilibrium relationships between sea level, temperature, and CO2 at currently unattainable precision. Read moreRead less
Global climate change and coastal landscape evolution in southern Australia. This project aims to reconstruct environmental changes that occurred in southern Australia during a geologically recent time interval termed the Early-Middle Pleistocene Transition (1.2 million to 700 thousand years ago) and an interglacial period some 400,000 years ago. Using innovative geochronological, geochemical and modelling techniques, the environmental changes that shaped modern Australian coastal landscapes, in ....Global climate change and coastal landscape evolution in southern Australia. This project aims to reconstruct environmental changes that occurred in southern Australia during a geologically recent time interval termed the Early-Middle Pleistocene Transition (1.2 million to 700 thousand years ago) and an interglacial period some 400,000 years ago. Using innovative geochronological, geochemical and modelling techniques, the environmental changes that shaped modern Australian coastal landscapes, including the intensification of aridity and their timing will be examined. The project will yield new knowledge about the sensitivity of landscapes to current and ongoing environmental changes and derive explanatory models of the rates and characteristics of landscape response to assist future coastal environmental management.Read moreRead less
U/Th dating of coral mortality and recovery rates in the Great Barrier Reef. This project aims to use high-efficiency U-Th geochronology and palaeoecology to identify past coral mortality events and community changes in the inshore Great Barrier Reef (GBR) and quantify subsequent recovery rates across a water quality gradient. These records will then be linked to natural and human impacts, especially since European settlement. The project outcomes will improve understanding of past disturbances ....U/Th dating of coral mortality and recovery rates in the Great Barrier Reef. This project aims to use high-efficiency U-Th geochronology and palaeoecology to identify past coral mortality events and community changes in the inshore Great Barrier Reef (GBR) and quantify subsequent recovery rates across a water quality gradient. These records will then be linked to natural and human impacts, especially since European settlement. The project outcomes will improve understanding of past disturbances and recovery rates in the GBR ecosystem and help focus management in the face of increased human pressure and environmental changes.Read moreRead less
ARC Centre of Excellence for Australian Biodiversity and Heritage. The ARC Centre of Excellence of Australian Biodiversity and Heritage will create a world-class interdisciplinary research programme to understand Australia’s unique biodiversity and heritage. The Centre will track the changes to Australia’s environment to examine the processes responsible for the changes and the lessons that can be used to continue to adapt to Australia’s changing environment. The Centre will support connection ....ARC Centre of Excellence for Australian Biodiversity and Heritage. The ARC Centre of Excellence of Australian Biodiversity and Heritage will create a world-class interdisciplinary research programme to understand Australia’s unique biodiversity and heritage. The Centre will track the changes to Australia’s environment to examine the processes responsible for the changes and the lessons that can be used to continue to adapt to Australia’s changing environment. The Centre will support connections between the sciences and humanities and train future generations of researchers to deal with future global challenges and inform policy in an interdisciplinary context. Read moreRead less