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
Composites for thermal expansion matched oxygen electrodes. This project aims to develop high performance composite oxygen electrodes by using both negative thermal expansion materials and electrolyte materials to tailor the thermal expansion and activities of the perovskite-based electrodes for use in reduced temperature solid oxide cells. Such composite electrodes will show highly matched thermal expansion with electrolyte without sacrificing high activity at reduced temperatures. This project ....Composites for thermal expansion matched oxygen electrodes. This project aims to develop high performance composite oxygen electrodes by using both negative thermal expansion materials and electrolyte materials to tailor the thermal expansion and activities of the perovskite-based electrodes for use in reduced temperature solid oxide cells. Such composite electrodes will show highly matched thermal expansion with electrolyte without sacrificing high activity at reduced temperatures. This project seeks to address an important practical issue in the operation of solid oxide power cells - thermal expansion compatibility, which causes poor efficiency outside a narrow temperature band.Read moreRead less
Synthetic storage for improving flexibility and security of micro-grids. This project aims to remove the need for energy storage in micro-grids via adoption of synthetic storage. Micro-grids encounter high renewable energy penetrations early, given their small size. Typically, micro-grid variability is managed with technologies such as energy storage. Synthetic storage involves replacing fixed speed diesel assets with variable speed diesel technology. This project offers a cost-effective way to ....Synthetic storage for improving flexibility and security of micro-grids. This project aims to remove the need for energy storage in micro-grids via adoption of synthetic storage. Micro-grids encounter high renewable energy penetrations early, given their small size. Typically, micro-grid variability is managed with technologies such as energy storage. Synthetic storage involves replacing fixed speed diesel assets with variable speed diesel technology. This project offers a cost-effective way to improve renewable penetration and reduce diesel fuel consumption in micro-grids by removing the need for expensive energy storage. The expected project outcomes include reductions in cost and complexity for high renewable energy penetration micro-grids, reduced emissions and improved micro-grid reliability.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC210100021
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Training Centre in Energy Technologies for Future Grids. The proposed Future Grids Training Centre will advance Australia’s transition to a clean energy future. It will address the complex and challenging issues currently limiting the growth of renewable energy through innovations that facilitate widespread integration of these resources into electricity grids while maintaining grid stability. The Centre will deliver the next generation of industry leaders and specialists in future grid tech ....ARC Training Centre in Energy Technologies for Future Grids. The proposed Future Grids Training Centre will advance Australia’s transition to a clean energy future. It will address the complex and challenging issues currently limiting the growth of renewable energy through innovations that facilitate widespread integration of these resources into electricity grids while maintaining grid stability. The Centre will deliver the next generation of industry leaders and specialists in future grid technologies for renewable energy generation, transmission and distribution, supported by renewable hydrogen energy storage and market driven customer responsiveness enabled by new information and communications technologies, to provide a more sustainable, reliable, secure and affordable electricity system.Read moreRead less