Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capabili ....Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capability and competitiveness in AI, and deliver robust and trustworthy learning technology. The project should provide significant benefits not only in advancing scientific and translational knowledge but also in accelerating AI innovations, safeguarding cyberspace, and reducing the burden on defence expenses in Australia.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH180100002
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. Thes ....ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. These dynamic systems will help determine what goal to achieve and the most efficient plan to achieve it. This Hub is expected to contribute to higher farming efficiency, lower production costs and fewer disease risks, giving the Australian industry new business opportunities and an international competitive advantage.Read moreRead less
Special Research Initiatives - Grant ID: SR180100005
Funder
Australian Research Council
Funding Amount
$1,225,000.00
Summary
Remediation of PFAS contaminated soil using soil washing and immobilisation. This project aims to assess the applicability of soil washing and immobilisation as cost-effective techniques for the remediation of per- and poly-fluroalkyl substance (PFAS) contaminated Australian soils. The project expects to establish the efficacy of the remediation of a range of PFASs, including many polyfluorinated precursors of perfluorinated, chemically-persistent legacy pollutants which are of concern. The proj ....Remediation of PFAS contaminated soil using soil washing and immobilisation. This project aims to assess the applicability of soil washing and immobilisation as cost-effective techniques for the remediation of per- and poly-fluroalkyl substance (PFAS) contaminated Australian soils. The project expects to establish the efficacy of the remediation of a range of PFASs, including many polyfluorinated precursors of perfluorinated, chemically-persistent legacy pollutants which are of concern. The project will provide a scientific basis for understanding the benefits and limitations associated with soil washing and immobilisation techniques and a more comprehensive understanding of future liabilities associated with formation of PFASs from precursors remaining in remediated soils. Collaboration with stakeholders will ensure benefits are captured both commercially and environmentally, as well as removing a potential and on-going health threat to communities exposed to these contaminants.Read moreRead less
Precision Pollination: Data-driven enhancements to boost crop yield. The project aims to transform industrial crop pollination from an intuitive domain to one where decisions are based on sound data and best-practice principles. It proposes to achieve this modernisation of global pollination practice by developing novel technologies to operate a three-stage loop: honeybee pollination monitoring, simulation-based forecasting, and management. This is intended to ensure that the capability of honey ....Precision Pollination: Data-driven enhancements to boost crop yield. The project aims to transform industrial crop pollination from an intuitive domain to one where decisions are based on sound data and best-practice principles. It proposes to achieve this modernisation of global pollination practice by developing novel technologies to operate a three-stage loop: honeybee pollination monitoring, simulation-based forecasting, and management. This is intended to ensure that the capability of honeybees to provide essential ecosystem services is informed by transferable, standardised data acquisition and management techniques that maintain bee health and maximise pollination. The anticipated outcomes are higher fruit yields and quality, and a beneficial step-change in industry productivity and profitability.Read moreRead less
Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendati ....Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendations to improve AOD responses, policy and trauma-informed AOD care, and increased capacity of the Australian health workforce to respond to trauma and AOD-related problems. This should provide significant benefit by reducing the harms, and economic and social costs associated with AOD consumption.Read moreRead less
ARC Centre of Excellence for Carbon Science and Innovation. ARC Centre of Excellence for Carbon Science and Innovation. This Centre aims to develop carbon-based catalysts for clean energy, CO2 capture, and green chemistry to reduce emissions. The Centre expects to use pioneering data-guided atomic-precision synthesis and multiscale analysis to transform fundamental science of carbon materials. Expected outcomes of this Centre will benefit new technologies for energy, environmental, and green che ....ARC Centre of Excellence for Carbon Science and Innovation. ARC Centre of Excellence for Carbon Science and Innovation. This Centre aims to develop carbon-based catalysts for clean energy, CO2 capture, and green chemistry to reduce emissions. The Centre expects to use pioneering data-guided atomic-precision synthesis and multiscale analysis to transform fundamental science of carbon materials. Expected outcomes of this Centre will benefit new technologies for energy, environmental, and green chemical industries by utilising abundant sunlight, seawater, and waste feedstocks. This should provide significant benefits, through industry collaborations, our new world-leading capacity will train a next generation of game changers to empower emerging carbon industries to solve grand socio-economic challenges, ultimately meeting zero-carbon emissions targets.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC220100035
Funder
Australian Research Council
Funding Amount
$4,958,927.00
Summary
ARC Training Centre for Hyphenated Analytical Separation Technologies . The toughest analytical science challenges typically require advanced analytical technologies to acquire the desired solutions. In the field of separation science this inevitably involves hyphenated separation technologies, specifically the combination of chromatography and mass spectrometry. Advancing this technology to its full capability requires the collaborative strength of academic, industry and end-user partnerships, ....ARC Training Centre for Hyphenated Analytical Separation Technologies . The toughest analytical science challenges typically require advanced analytical technologies to acquire the desired solutions. In the field of separation science this inevitably involves hyphenated separation technologies, specifically the combination of chromatography and mass spectrometry. Advancing this technology to its full capability requires the collaborative strength of academic, industry and end-user partnerships, providing the materials and inspiration for young researchers to apply novel hyphenated methods to complex environmental and industrial systems. This Centre will deliver fundamental developments in hyphenated technologies, new analytical capability, and applied outcomes across multiple end-user groups and interests. Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC230100027
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Training Centre in Plant Biosecurity. The ARC Training Centre in Plant Biosecurity aims to deliver a solution for Australia’s increasing biosecurity risk through generational change in its workforce coupled with breakthrough technologies. It will launch an innovative training program for future leaders who will build relationships with end users and engage meaningfully with communities for effective implementation strategies. Expected outcomes include a cohort of highly skilled graduates tha ....ARC Training Centre in Plant Biosecurity. The ARC Training Centre in Plant Biosecurity aims to deliver a solution for Australia’s increasing biosecurity risk through generational change in its workforce coupled with breakthrough technologies. It will launch an innovative training program for future leaders who will build relationships with end users and engage meaningfully with communities for effective implementation strategies. Expected outcomes include a cohort of highly skilled graduates that will innovate novel diagnostic technologies, enable data-driven decision platforms and address barriers to biosecurity adoption. This suite of graduates and technologies will transform the plant biosecurity sector to protect Australia’s $5.7 trillion natural and productive ecosystems.Read moreRead less
Environmental Justice and the Making of Just Food and Energy Policy. This project aims to improve two key areas of environmental policy by investigating the meaning of environmental justice and how it is best implemented. It will generate a significant new framework of the idea of environmental justice and offer innovative research that demonstrates what hinders and enables just policies in practice. Expected outcomes of this project include an updated and enhanced theory of environmental justic ....Environmental Justice and the Making of Just Food and Energy Policy. This project aims to improve two key areas of environmental policy by investigating the meaning of environmental justice and how it is best implemented. It will generate a significant new framework of the idea of environmental justice and offer innovative research that demonstrates what hinders and enables just policies in practice. Expected outcomes of this project include an updated and enhanced theory of environmental justice, a new understanding of the enablers and barriers to its implementation in practice, and recommendations to make policies on urban food security and energy transition more just. Overall, the project should provide the benefit of the development of more just policies on two key environmental issues facing Australia.Read moreRead less
The Political and Economic Agency of Africans in Australia. This project examines the nature and impact of political and economic agency among African migrants in Australia, using mixed methods (survey, interviews, media and policy analysis). With the right policy settings, African migrants and Australian communities stand to benefit enormously from projected African population growth. However, due to a two decade research focus on African refugees, little is known about the successful navigatio ....The Political and Economic Agency of Africans in Australia. This project examines the nature and impact of political and economic agency among African migrants in Australia, using mixed methods (survey, interviews, media and policy analysis). With the right policy settings, African migrants and Australian communities stand to benefit enormously from projected African population growth. However, due to a two decade research focus on African refugees, little is known about the successful navigation of political and economic life among the wider African diaspora. This project will generate new knowledge offering a blueprint for such policy settings. Outcomes include a monograph, 8 papers, and evidence-based policy advice on enhancing African migrant political and economic engagement in Australia. Read moreRead less