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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
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE140100129
Funder
Australian Research Council
Funding Amount
$249,000.00
Summary
Microflow ultra high pressure liquid chromatography - high resolution mass spectrometry for chemical exposure monitoring. Microflow ultra high pressure liquid chromatography – high resolution mass spectrometry for chemical exposure monitoring: Identifying new chemicals of interest in environmental or biological samples is the first critical step toward understanding their impact to human and environment. A state-of-the-art microflow ultra high performance liquid chromatography high resolution ma ....Microflow ultra high pressure liquid chromatography - high resolution mass spectrometry for chemical exposure monitoring. Microflow ultra high pressure liquid chromatography – high resolution mass spectrometry for chemical exposure monitoring: Identifying new chemicals of interest in environmental or biological samples is the first critical step toward understanding their impact to human and environment. A state-of-the-art microflow ultra high performance liquid chromatography high resolution mass spectrometer is fundamental to extend our research capabilities to new environmental contaminants and environmental exposure biomarkers, as well as consumption biomarkers of new illicit drugs and their metabolites. This instrument will fill an important gap in our capacity to link health/ecological risk to unknown chemicals and will allow interdisciplinary researchers to advance work in environmental toxicology, chemistry and forensics.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE180100118
Funder
Australian Research Council
Funding Amount
$159,450.00
Summary
Sensor calibration facility for spectral and thermal remote sensing. This project aims to establish a calibration facility for the radiometric and spectral correction of hyperspectral and thermal sensors for ultrahigh-resolution remote sensing. Sensor calibration and characterisation is critical to the accuracy of hyperspectral and thermal data products, however, there is no central facility in Australia for this purpose. This project will provide significant benefits, such as growing our capaci ....Sensor calibration facility for spectral and thermal remote sensing. This project aims to establish a calibration facility for the radiometric and spectral correction of hyperspectral and thermal sensors for ultrahigh-resolution remote sensing. Sensor calibration and characterisation is critical to the accuracy of hyperspectral and thermal data products, however, there is no central facility in Australia for this purpose. This project will provide significant benefits, such as growing our capacity in ultrahigh-resolution remote sensing for ecosystem science, biosecurity, and disaster response.Read moreRead less
Resolving human-flying fox conflict in the face of environmental change. Resolving human-flying fox conflict in the face of environmental change. This project aims to identify socially-acceptable priority areas to be managed for the long-term viability of flying-foxes under a changing climate, and develop strategies to mitigate human-flying fox conflict, using ecological and social analysis in a decision-theoretic framework. Flying-foxes are nationally protected mammals pivotal to Australia’s fo ....Resolving human-flying fox conflict in the face of environmental change. Resolving human-flying fox conflict in the face of environmental change. This project aims to identify socially-acceptable priority areas to be managed for the long-term viability of flying-foxes under a changing climate, and develop strategies to mitigate human-flying fox conflict, using ecological and social analysis in a decision-theoretic framework. Flying-foxes are nationally protected mammals pivotal to Australia’s forest ecosystems, but are threatened by habitat loss, extreme weather and legal culls at orchards. Their exceptional mobility puts them in frequent conflict with human settlements, leading to forced dispersals from roosts. Anticipated outcomes are the conservation of Australia’s flying-foxes and international understanding of how to resolve human conflict with highly mobile species that are threatened but locally abundant and controversial.Read moreRead less
Resolving dissolved organic matter: new multi-dimensional separation approaches. To fully understand and model global carbon cycles the source, nature and fate of oceanic dissolved organic carbon is an essential element. This project will develop, model and apply new orthogonol and complementary separation science based technologies to further the comprehensive characterisation and understanding of these complex systems.
Estimating per capita use and release of chemicals by wastewater analysis. This project aims to systematically collect and analyse wastewater to assess human exposure to chemicals including drugs, pharmaceuticals, lifestyle chemicals and environmental pollutants. By combining temporal sampling from key sewage treatment plants with comprehensive nationwide sampling over the week of the 2016 census day, the project expects to estimate the per-capita human exposure to chemicals in the Australian po ....Estimating per capita use and release of chemicals by wastewater analysis. This project aims to systematically collect and analyse wastewater to assess human exposure to chemicals including drugs, pharmaceuticals, lifestyle chemicals and environmental pollutants. By combining temporal sampling from key sewage treatment plants with comprehensive nationwide sampling over the week of the 2016 census day, the project expects to estimate the per-capita human exposure to chemicals in the Australian population. Accurate and objective per-capita based consumption and release estimates for a wide range of chemicals is intended to provide a baseline against which to measure changes in our chemosphere.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL160100131
Funder
Australian Research Council
Funding Amount
$2,496,651.00
Summary
Geoengineering the Southern Ocean? A transdisciplinary assessment. Geoengineering the Southern Ocean? A transdisciplinary assessment. The project aims to comprehensively evaluate the feasibility of offsetting climate change by using geoengineering to boost carbon dioxide removal by Southern Ocean microbes. With existing polar datasets as a platform, the project would combine experiments and modelling to quantify carbon dioxide removal and critically assess the economic feasibility and side effec ....Geoengineering the Southern Ocean? A transdisciplinary assessment. Geoengineering the Southern Ocean? A transdisciplinary assessment. The project aims to comprehensively evaluate the feasibility of offsetting climate change by using geoengineering to boost carbon dioxide removal by Southern Ocean microbes. With existing polar datasets as a platform, the project would combine experiments and modelling to quantify carbon dioxide removal and critically assess the economic feasibility and side effects of geoengineering. Anticipated outcomes include a framework for governance of future research and informed national/international policy on using geoengineering to mitigate climate change.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
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE150100089
Funder
Australian Research Council
Funding Amount
$490,000.00
Summary
Connecting big data with high performance computing for climate science. Connecting big data with high performance computing for climate science: The ARC Centre of Excellence for Climate System Science is a key user of the National Computational Infrastructure facility (NCI). This research requires massive data integrated with high performance computing in an operational facility. Fast disk capacity that is simultaneously connected to NCI long-term storage, cloud and high performance computing s ....Connecting big data with high performance computing for climate science. Connecting big data with high performance computing for climate science: The ARC Centre of Excellence for Climate System Science is a key user of the National Computational Infrastructure facility (NCI). This research requires massive data integrated with high performance computing in an operational facility. Fast disk capacity that is simultaneously connected to NCI long-term storage, cloud and high performance computing severely limits use of the NCI. To resolve this limitation, 1.7 petabytes of storage will be installed to transform the efficiency of the facility. This will enable more ambitious science to be undertaken. This investment will be used to launch a transformation from petascale to exascale problems and communicate the lessons learned to other research communities in Australia.Read moreRead less
Understanding the mechanisms underpinning complex sociality. This project aims to investigate the mechanisms underlying the formation of complex social systems in vertebrates. Our understanding of these mechanisms is strongly biased towards a few model systems. We have identified a novel Australian model system with a wide range of sociality for this purpose. This project expects to generate new knowledge on how the social environment interacts with the brain during social organisation. Expected ....Understanding the mechanisms underpinning complex sociality. This project aims to investigate the mechanisms underlying the formation of complex social systems in vertebrates. Our understanding of these mechanisms is strongly biased towards a few model systems. We have identified a novel Australian model system with a wide range of sociality for this purpose. This project expects to generate new knowledge on how the social environment interacts with the brain during social organisation. Expected outcomes include the refinement of social theory and capacity building via international collaboration and postgraduate training. This work will provide significant benefits by increasing our understanding of how the brain and social environment interact to moderate aggression and enhance social associations.Read moreRead less