Discovery Early Career Researcher Award - Grant ID: DE220100265
Funder
Australian Research Council
Funding Amount
$417,000.00
Summary
A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and ....A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and interpretability in decision making. Expected outcomes will benefit national cybersecurity by improving our understanding of vulnerabilities and threats involving decision actions, and by ensuring that human feedback and evaluations can help prevent catastrophic events in explorations of dynamic and complex environments.Read moreRead less
Eruption dynamics and tsunami potential from submarine volcanoes. This project is based on recently acquired seafloor samples and geophysical data from extraordinary deposits at a modern submarine volcano. This project aims to determine the conditions that lead to explosive eruption underwater, the dynamics of associated sediment flows, and if these events can trigger tsunami. Expected outcomes include an unprecedented reconstruction of the architecture of submarine caldera volcanoes, new innova ....Eruption dynamics and tsunami potential from submarine volcanoes. This project is based on recently acquired seafloor samples and geophysical data from extraordinary deposits at a modern submarine volcano. This project aims to determine the conditions that lead to explosive eruption underwater, the dynamics of associated sediment flows, and if these events can trigger tsunami. Expected outcomes include an unprecedented reconstruction of the architecture of submarine caldera volcanoes, new innovative models applicable globally for a richer understanding of volcanic tsunami and eruptions that shape the seafloor. This project will provide significant benefits through mitigation of global marine natural hazards, and by improving knowledge on the volcanic hosts of ore deposits.Read moreRead less
Impact of hot gas on volcanic rocks and ore-forming processes. High temperature gases move from Earth's interior to the atmosphere at volcanoes, but little is known about how they react. Recent work shows that exceptionally rapid reactions occur between hot gases and the surfaces of solids. These reactions are instrumental in forming ore deposits. The proposed work aims to apply state-of-the-art chemical analysis of natural samples and investigate gas-solid reactions experimentally to determine ....Impact of hot gas on volcanic rocks and ore-forming processes. High temperature gases move from Earth's interior to the atmosphere at volcanoes, but little is known about how they react. Recent work shows that exceptionally rapid reactions occur between hot gases and the surfaces of solids. These reactions are instrumental in forming ore deposits. The proposed work aims to apply state-of-the-art chemical analysis of natural samples and investigate gas-solid reactions experimentally to determine how chemical elements, including metals, are distributed in these reactions. The study seeks to create robust geochenmical models for understanding geochemical and ore-forming processes. Improved understanding of ore deposition will enhance the long-term viability of Australia's metals sector.Read moreRead less
Governing solar radiation management research, development and deployment. This project will expand Australia’s climate response options by developing a governance framework for research, development and deployment of solar radiation management. These emerging technologies seek to reflect part of the sun’s energy from the earth to reduce climate change impacts. Through case studies of key proposals, marine cloud brightening and stratospheric aerosol injection, the project aims to develop nationa ....Governing solar radiation management research, development and deployment. This project will expand Australia’s climate response options by developing a governance framework for research, development and deployment of solar radiation management. These emerging technologies seek to reflect part of the sun’s energy from the earth to reduce climate change impacts. Through case studies of key proposals, marine cloud brightening and stratospheric aerosol injection, the project aims to develop national laws and research policies to responsibly govern research, development and deployment in Australia. This will deliver benefits for Australian governments, civil society, communities and researchers by managing risks and building public confidence in these technologies and provide a best practice model for other countries.Read moreRead less
Remote presence for guidance on physical tasks. This project aims to transform remote collaboration on physical tasks. Current systems for remote collaboration on physical tasks are not as effective as working face-to-face. This could be overcome by sharing non-verbal cues, designing systems to account for cultural issues, and using a new model of communication. This project will develop theories and interaction methods for remote guidance based on natural non-verbal communication cues and cultu ....Remote presence for guidance on physical tasks. This project aims to transform remote collaboration on physical tasks. Current systems for remote collaboration on physical tasks are not as effective as working face-to-face. This could be overcome by sharing non-verbal cues, designing systems to account for cultural issues, and using a new model of communication. This project will develop theories and interaction methods for remote guidance based on natural non-verbal communication cues and cultural issues. This project is expected to benefit industries with widely distributed multi-cultural workforces such as mining, defence and medicine.Read moreRead less
Three-dimensional Bayesian Modelling of Geological and Geophysical data. The project aims to develop technologies enabling rapid informed decision-making related to the management of natural resources, including critical metals, copper and water. This new technology will support a greener future, securing our energy future, our access to clean water and reduce the mining footprint. Expected outcomes include an enhanced capability in interoperable, integrated three-dimensional geological and geop ....Three-dimensional Bayesian Modelling of Geological and Geophysical data. The project aims to develop technologies enabling rapid informed decision-making related to the management of natural resources, including critical metals, copper and water. This new technology will support a greener future, securing our energy future, our access to clean water and reduce the mining footprint. Expected outcomes include an enhanced capability in interoperable, integrated three-dimensional geological and geophysical modelling in order to predictively characterise sub-surface geology. The outcome will be an open-source forecasting dashboard enabling decision making while considering underlying risk related to resource extractions and management with significant benefits to the Australian society (lower emissions, clean water).Read moreRead less
ARC Centre of Excellence for Indigenous and Environmental Histories and Futures. ARC Centre of Excellence for Indigenous and Environmental Histories and Futures. The proposed Centre aims to generate a new direction in knowledge creation based on Aboriginal- and Torres Strait Islander-led approaches to managing Land and Sea Country. The Centre expects to make a legacy contribution by developing complementary Indigenous and Western knowledge frameworks for modelling environmental, cultural, and hi ....ARC Centre of Excellence for Indigenous and Environmental Histories and Futures. ARC Centre of Excellence for Indigenous and Environmental Histories and Futures. The proposed Centre aims to generate a new direction in knowledge creation based on Aboriginal- and Torres Strait Islander-led approaches to managing Land and Sea Country. The Centre expects to make a legacy contribution by developing complementary Indigenous and Western knowledge frameworks for modelling environmental, cultural, and historical change in Australia over the last millennium and into the near future. Expected outcomes focus on sustainable Indigenous land and sea management planning for future decades. Benefits include improved forecasting of the trajectory of environmental change, an increase in the capacity of Indigenous research, creation of a pipeline for Indigenous students into research, and evidence-based policy-making.Read moreRead less
Creative Antarctica: Australian Artists and Writers in the Far South. The project aims to make the rich history of Australian artists' and writers' engagement with Antarctica visible through an innovative combination of critical, curatorial, and qualitative research. It expects to generate new interdisciplinary knowledge of creative responses to the South Polar region. Anticipated outcomes include the first comprehensive history and analysis of the Antarctic stories, sounds, and images produced ....Creative Antarctica: Australian Artists and Writers in the Far South. The project aims to make the rich history of Australian artists' and writers' engagement with Antarctica visible through an innovative combination of critical, curatorial, and qualitative research. It expects to generate new interdisciplinary knowledge of creative responses to the South Polar region. Anticipated outcomes include the first comprehensive history and analysis of the Antarctic stories, sounds, and images produced by Australian artists and writers and recommendations for maximising Antarctic residency outcomes. At a time when Antarctica's future is threatened by warming temperatures and geopolitical tensions, the project provides significant benefits in the form of broader and deeper public engagement with the ice continent.Read moreRead less
The Great Exhibitions and their Lost Indigenous Objects . This project will rediscover the Australian Indigenous objects sent overseas to the Great Exhibitions of the nineteenth and early twentieth centuries. Such objects acted as powerful forms of cultural, political and economic display, and a form of imperial and colonial projection. It will excavate the hidden histories of Indigenous people involved in these events and the many objects lost to Australia. Through collaborative work at communi ....The Great Exhibitions and their Lost Indigenous Objects . This project will rediscover the Australian Indigenous objects sent overseas to the Great Exhibitions of the nineteenth and early twentieth centuries. Such objects acted as powerful forms of cultural, political and economic display, and a form of imperial and colonial projection. It will excavate the hidden histories of Indigenous people involved in these events and the many objects lost to Australia. Through collaborative work at community dialogues, the project will repatriate knowledge and remake connections between objects, museums, and Indigenous people. In doing so, it will bring contemporary Indigenous perspectives to global attention, generate new exhibition possibilities and influence international museum practice.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