Physics-aware machine learning for data-driven fire risk prediction. The 2019/20 Australian fire season was unprecedented in its extent, impact, and the response of fire agencies. In this project, we aim to answer the question: was the scale of these fires driven by known drivers of fire (drought, weather, fuels and ignitions), or were fundamentally new undescribed processes and phenomena involved? We will accomplish this by developing an innovative, physics-aware machine learning model of fire ....Physics-aware machine learning for data-driven fire risk prediction. The 2019/20 Australian fire season was unprecedented in its extent, impact, and the response of fire agencies. In this project, we aim to answer the question: was the scale of these fires driven by known drivers of fire (drought, weather, fuels and ignitions), or were fundamentally new undescribed processes and phenomena involved? We will accomplish this by developing an innovative, physics-aware machine learning model of fire risk and spread, trained and validated on a two-decade satellite fire record. The predictive ability of the model will be tested on the 2019/20 fire season to determine if novel drivers of fire can be identified, and the model itself will be operationalised into a novel short-to-mid term fire risk prediction tool. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE180100017
Funder
Australian Research Council
Funding Amount
$404,950.00
Summary
A pictorial and geochemical history of Great Barrier Reef changes. This project aims to determine the timing and associated drivers behind dramatic changes in coral communities on reef flat environments since European settlement. It will use Uranium-Thorium dating, palaeoecological and geochemical techniques, as well as spatial elevation surveys to determine the timing and cause of ecological transition for inshore coral communities. This project will contribute baseline knowledge on the timing ....A pictorial and geochemical history of Great Barrier Reef changes. This project aims to determine the timing and associated drivers behind dramatic changes in coral communities on reef flat environments since European settlement. It will use Uranium-Thorium dating, palaeoecological and geochemical techniques, as well as spatial elevation surveys to determine the timing and cause of ecological transition for inshore coral communities. This project will contribute baseline knowledge on the timing and mechanisms associated with dramatic declines in coral cover on inshore reefs of the world heritage listed Great Barrier Reef, and provide a robust scientific foundation for effective monitoring.Read moreRead less
The deep-sea carbon reservoir through geological time. Despite being by far the largest carbon reservoir on Earth, deep-sea carbonate and its recycling through the Earth system are the most significant missing links in our knowledge of the global carbon cycle. This project aims to track the evolution of the deep-sea carbon reservoir over the last 150 million years by using recently developed spatio-temporal computational and model-data synthesis tools. The project will provide the first rigorous ....The deep-sea carbon reservoir through geological time. Despite being by far the largest carbon reservoir on Earth, deep-sea carbonate and its recycling through the Earth system are the most significant missing links in our knowledge of the global carbon cycle. This project aims to track the evolution of the deep-sea carbon reservoir over the last 150 million years by using recently developed spatio-temporal computational and model-data synthesis tools. The project will provide the first rigorous quantification of the distribution and volume of carbon in deep-sea carbonate, and its fluxes between the Earth’s surface and interior. It will advance our understanding of the history and rate of carbon dioxide storage and degassing over geological time, and inform public debate on climate change.Read moreRead less
The role of song in Kaytetye and Warlpiri biocultural knowledge. This project aims to integrate Indigenous Ecological Knowledge with Indigenous ceremonial knowledge in two central Australian Aboriginal languages: Kaytetye and Warlpiri. With a multidisciplinary team and by building on existing lexical and musical corpora, the project expects to produce the first biocultural monographs. Identification of biota and human uses of them will be expanded with their song, site of origin and kinship affi ....The role of song in Kaytetye and Warlpiri biocultural knowledge. This project aims to integrate Indigenous Ecological Knowledge with Indigenous ceremonial knowledge in two central Australian Aboriginal languages: Kaytetye and Warlpiri. With a multidisciplinary team and by building on existing lexical and musical corpora, the project expects to produce the first biocultural monographs. Identification of biota and human uses of them will be expanded with their song, site of origin and kinship affiliation; thus advancing knowledge of how societies interact with the natural world and the role of music in retaining knowledge. Expected benefits of this project are greater intergenerational transfer of Indigenous biocultural knowledge through working on country and enhanced Indigenous capacity. Read moreRead less
Special Research Initiatives - Grant ID: SR200100008
Funder
Australian Research Council
Funding Amount
$20,000,000.00
Summary
The Australian Centre for Excellence in Antarctic Science. The Centre will revolutionise predictions of the future of East Antarctica and the Southern Ocean. Changes in the Antarctic will be profoundly costly to Australia, including sea-level and fisheries impacts; but the speed and scale of future change remains poorly understood. A new national-scale and interdisciplinary Centre is required to understand the complex interactions of the ocean, ice sheets, atmosphere and ecosystems that will gov ....The Australian Centre for Excellence in Antarctic Science. The Centre will revolutionise predictions of the future of East Antarctica and the Southern Ocean. Changes in the Antarctic will be profoundly costly to Australia, including sea-level and fisheries impacts; but the speed and scale of future change remains poorly understood. A new national-scale and interdisciplinary Centre is required to understand the complex interactions of the ocean, ice sheets, atmosphere and ecosystems that will govern Antarctica’s future. The Centre will combine new field data with innovative models to address Australia’s Antarctic science priorities, train graduate students, develop leaders, engage the public, and enable major economic benefit as Australia adapts to climate change in the coming years and beyond.Read moreRead less
Special Research Initiatives - Grant ID: SR180100036
Funder
Australian Research Council
Funding Amount
$650,054.00
Summary
Remediation of PFAS in current and legacy biosolids application sites. This project aims to develop novel immobilisation, adsorption and/or thermal destruction methods for biosolids, soil and groundwater in current and legacy per- and poly-fluroalkyl substance (PFAS) sites receiving biosolids. Biosolids generated during waste water treatment carry an unknown potential risk of soil and groundwater PFAS contamination, through their application in agriculture and rehabilitation sites. This project ....Remediation of PFAS in current and legacy biosolids application sites. This project aims to develop novel immobilisation, adsorption and/or thermal destruction methods for biosolids, soil and groundwater in current and legacy per- and poly-fluroalkyl substance (PFAS) sites receiving biosolids. Biosolids generated during waste water treatment carry an unknown potential risk of soil and groundwater PFAS contamination, through their application in agriculture and rehabilitation sites. This project will provide the first major investigation of the release, fate and remediation of perfluorinated compounds in relation to their environmental pathways through wastewater treatment plants in Australia. The data will be evaluated to determine if perfluorinated compounds should be further incorporated into Australian soil and water quality monitoring programs. The project will provide evidence of research advice and methodologies being successfully adopted by water industry end-users, government regulatory agencies and private remediation industries.Read moreRead less
Automated benthic understanding with multimodal observations. This project aims to deliver cost-effective techniques to explore and monitor marine environments. The project will develop novel methods for classification of large extent, multimodality seafloor surveys consisting of high-resolution visual 3D gigamosaics made of tens of thousands of images coregistered with broad-scale, lower resolution remote sensing data. This knowledge is essential for designing cost-effective, scalable systems t ....Automated benthic understanding with multimodal observations. This project aims to deliver cost-effective techniques to explore and monitor marine environments. The project will develop novel methods for classification of large extent, multimodality seafloor surveys consisting of high-resolution visual 3D gigamosaics made of tens of thousands of images coregistered with broad-scale, lower resolution remote sensing data. This knowledge is essential for designing cost-effective, scalable systems to explore, map and monitor Australia's marine environments. At a broader level, the approach and the techniques developed in this project have the potential to have applications in other areas such as terrestrial and intertidal ecology, extending positive impacts beyond benthic environments.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE200101424
Funder
Australian Research Council
Funding Amount
$425,469.00
Summary
Conservation agriculture for aquatic wildlife in dams and wetlands. This project aims to investigate the capacity of farm dam management strategies to simultaneously support nature conservation and agricultural production. The project expects to generate new knowledge in the areas of conservation biology and sustainable agriculture by using experiments that identify the interdependence of cattle grazing and habitat quality of wetlands. Anticipated outcomes include a framework for evaluating mana ....Conservation agriculture for aquatic wildlife in dams and wetlands. This project aims to investigate the capacity of farm dam management strategies to simultaneously support nature conservation and agricultural production. The project expects to generate new knowledge in the areas of conservation biology and sustainable agriculture by using experiments that identify the interdependence of cattle grazing and habitat quality of wetlands. Anticipated outcomes include a framework for evaluating management strategies in terms of their dual capacity to support aquatic wildlife and livestock production. Significant benefits include increased productivity through the improved management of wetlands and dams on farms and the recogniton of undervalued conservation resources.Read moreRead less
Archaeology and natural history. This project aims to provide critical new information on the archaeology and natural history of one of the world’s largest unregulated desert river systems. Mithaka country incorporates the highly significant Channel Country on the eastern edge of Australia's arid centre. Preliminary research has identified more than 70 large site complexes that provide critical insights on how the Mithaka people adapted to this unique environment and took part in Australia's mos ....Archaeology and natural history. This project aims to provide critical new information on the archaeology and natural history of one of the world’s largest unregulated desert river systems. Mithaka country incorporates the highly significant Channel Country on the eastern edge of Australia's arid centre. Preliminary research has identified more than 70 large site complexes that provide critical insights on how the Mithaka people adapted to this unique environment and took part in Australia's most extensive long distance trade systems. The project will study the archaeological landscape, artefacts and an extensive in-situ skeletal record in the context of a detailed palaeoenvironmental study. It will provide a new cultural-environmental history of this landscape and provide the Mithaka with multiple strands of connection to their ancestral land and culture and support their aspirations to create employment through rangers programs, education and cultural tourism.Read moreRead less
The Epigenetics of Sex in the Dragon. Genetic codes do not directly translate to phenotypes -- environment acts through epigenetics to modify development. We use advanced molecular techniques to examine how epigenetics responds to temperature to reverse sex in our novel animal model, the dragon lizard. How does the cell sense temperature? Once the extrinsic signal is captured, how does it influence chromatin modification to release or suppress key genes in the sex differentiation pathway? Which ....The Epigenetics of Sex in the Dragon. Genetic codes do not directly translate to phenotypes -- environment acts through epigenetics to modify development. We use advanced molecular techniques to examine how epigenetics responds to temperature to reverse sex in our novel animal model, the dragon lizard. How does the cell sense temperature? Once the extrinsic signal is captured, how does it influence chromatin modification to release or suppress key genes in the sex differentiation pathway? Which sex genes are targets? Epigenetic enzymes are astonishingly conserved, providing exciting opportunities to draw from human systems to unravel novel signatures of temperature-induced sex switching in reptiles. This project will advance knowledge of developmental programming generally.Read moreRead less