Regularisation methods of inverse problems: theory and computation. This project aims to investigate regularisation methods for inverse problems which are ill-posed in the sense that their solutions depend discontinuously on the data. When only noisy data is available, regularisation methods define stable approximate solutions by replacing the original inverse problem with a family of well-posed neighbouring problems monitored by a so-called regularisation parameter. The project expects to devel ....Regularisation methods of inverse problems: theory and computation. This project aims to investigate regularisation methods for inverse problems which are ill-posed in the sense that their solutions depend discontinuously on the data. When only noisy data is available, regularisation methods define stable approximate solutions by replacing the original inverse problem with a family of well-posed neighbouring problems monitored by a so-called regularisation parameter. The project expects to develop purely data-driven rules to choose the regularisation parameter and show how they work in theory, and in practice. It will also develop convex framework, acceleration strategies as well as preconditioning and splitting ideas to design efficient regularisation solvers.Read moreRead less
Solving and estimating dynamic models of strategic interaction. This project aims to investigate how firms interact with each other through time and how these interactions drive both the operation of, and value created in, economic markets. While recent theoretical models predominantly capture the complexity of these dynamic interactions, the methods for testing these models’ predictions against observed data do not. Instead, they are based on a range of simplifying assumptions that undermine th ....Solving and estimating dynamic models of strategic interaction. This project aims to investigate how firms interact with each other through time and how these interactions drive both the operation of, and value created in, economic markets. While recent theoretical models predominantly capture the complexity of these dynamic interactions, the methods for testing these models’ predictions against observed data do not. Instead, they are based on a range of simplifying assumptions that undermine the reliability of their analysis. This project will develop statistical and computational methods to better understand observed economic behaviour. By allowing the effects of proposed economic interventions and regulations ex ante, this project will support the development of more efficient and better-targeted policies in every area of the economy.Read moreRead less
Single spin molecular microscope. This project aims to create a new tool for imaging and analysing material at the atomic level. The tool is based on individual quantum coherent spins in diamond which can be manipulated and optically read. The project expects to generate knowledge in quantum metrology and an understanding of molecular dynamics at the nanoscale. The expected outcome is a new type of device capable of imaging complex physical systems at the level of their individual constituent co ....Single spin molecular microscope. This project aims to create a new tool for imaging and analysing material at the atomic level. The tool is based on individual quantum coherent spins in diamond which can be manipulated and optically read. The project expects to generate knowledge in quantum metrology and an understanding of molecular dynamics at the nanoscale. The expected outcome is a new type of device capable of imaging complex physical systems at the level of their individual constituent components. This has significant benefits in improving designer materials, energy production, information storage, and drug design.Read moreRead less
Laser interferometry for Space Science. Laser interferometry is an ultra-sensitive technique for physical measurements. This project will develop laser interferometry to benefit future space missions studying astronomy, astrophysics, climate change and Australia's water resources.
Foundations of Vision Based Control of Robotic Vehicles. Automated and partially automated robotic vehicles are an emerging technology in society. The safety and performance of such systems depends crucially on their sensing and control algorithms. Vision sensing is one of the few sensor modalities that has the potential to adequately represent the complexity of a real world environment. By providing simple and effective vision based control algorithms this project develops Frontier Technologi ....Foundations of Vision Based Control of Robotic Vehicles. Automated and partially automated robotic vehicles are an emerging technology in society. The safety and performance of such systems depends crucially on their sensing and control algorithms. Vision sensing is one of the few sensor modalities that has the potential to adequately represent the complexity of a real world environment. By providing simple and effective vision based control algorithms this project develops Frontier Technologies for Building and Transforming Australian Industries by enabling a wide range of robotic vehicle applications, including aerial, submersible, and wheeled vehicles.Read moreRead less
Control and learning for enhancing capabilities of quantum sensors. This project aims to develop new theories and algorithms to enhance capabilities in engineering quantum sensors from the perspective of systems and control. The project is significant because it is anticipated to advance key knowledge and provide systematic methods to enable achievement of high-precision sensing for wide applications, e.g., early disease detection, medical research, discovery of ore deposits and groundwater moni ....Control and learning for enhancing capabilities of quantum sensors. This project aims to develop new theories and algorithms to enhance capabilities in engineering quantum sensors from the perspective of systems and control. The project is significant because it is anticipated to advance key knowledge and provide systematic methods to enable achievement of high-precision sensing for wide applications, e.g., early disease detection, medical research, discovery of ore deposits and groundwater monitoring. The intended outcomes are fundamental theories, effective control and learning algorithms for achieving highly-sensitive sensors. These outcomes should make important contributions to and deliver new knowledge and skills for Australia's sensing industries, which could benefit Australia's economic growth.Read moreRead less
Thermal transport by design for fast and efficient solar thermochemical fuel production. This project aims to demonstrate the utility of the thermal transport by design approach to develop functionally graded reactive materials that allow for fast and efficient solar thermo-chemical fuel production. Prediction capabilities will be developed to optimise multi-scale radiative and gas transport coupled with non-stoichiometric redox reactions. Synthesis gas production will be demonstrated using the ....Thermal transport by design for fast and efficient solar thermochemical fuel production. This project aims to demonstrate the utility of the thermal transport by design approach to develop functionally graded reactive materials that allow for fast and efficient solar thermo-chemical fuel production. Prediction capabilities will be developed to optimise multi-scale radiative and gas transport coupled with non-stoichiometric redox reactions. Synthesis gas production will be demonstrated using the new structures in a prototype solar thermochemical reactor under high-flux irradiation. This project aims to advance the fields of thermal sciences and high-temperature solar thermochemical processing and expand the engineering knowledge base to pave the way to sustainable transportation with the existing infrastructure.Read moreRead less
Plasma touches life: advancing plasma technologies for the life sciences. The aim of this project is to develop a mechanistic understanding of how electrically excited gas (plasma) jets deliver reactive oxygen and nitrogen species into tissue, ensuring safety and precision in their use to combat disease. Overcoming barriers in delivery is intended to help realise the full potential of plasma in the life sciences. The project is expected to generate new knowledge across physics, chemistry and bio ....Plasma touches life: advancing plasma technologies for the life sciences. The aim of this project is to develop a mechanistic understanding of how electrically excited gas (plasma) jets deliver reactive oxygen and nitrogen species into tissue, ensuring safety and precision in their use to combat disease. Overcoming barriers in delivery is intended to help realise the full potential of plasma in the life sciences. The project is expected to generate new knowledge across physics, chemistry and biology, leading to new approaches for the future development of plasma technologies. This should provide significant benefits by expanding the human capacity of research in plasma, and in growing the advanced manufacturing of plasma devices for future applications in engineering, biology and health.Read moreRead less
Nanophotonic tandem designs for high efficiency solar cells. This project will develop high-efficiency tandem solar cells that combine established silicon cell technology with novel low-cost thin-film solar cells. It will incorporate nanostructured layers between the cells that selectively trap different wavelengths of light, maximising light absorption in the top cell. This will make it possible to use a very thin top cell, reducing the requirements on electronic quality of the material. This p ....Nanophotonic tandem designs for high efficiency solar cells. This project will develop high-efficiency tandem solar cells that combine established silicon cell technology with novel low-cost thin-film solar cells. It will incorporate nanostructured layers between the cells that selectively trap different wavelengths of light, maximising light absorption in the top cell. This will make it possible to use a very thin top cell, reducing the requirements on electronic quality of the material. This project will also develop self-assembly techniques to enable the new nanostructures to be fabricated quickly and cheaply but with a high degree of control. Such cells will allow open the door to higher efficiencies, and lower costs, than is achievable with conventional solar cells.Read moreRead less
Mechanisms of nucleation with special emphasis on gas hydrates. Successful recovery of natural gas from hydrate reservoirs, flow assurance in natural gas pipelines, prevention of undesirable dissociation of methane hydrates in deep ocean sediments, sequestration of carbon dioxide and high density gas storage, all depend on timely formation and dissociation of gas hydrates. Controlled extraction of methane hydrates from, and simultaneous sequestration of carbon dioxide to, deep ocean sediments ha ....Mechanisms of nucleation with special emphasis on gas hydrates. Successful recovery of natural gas from hydrate reservoirs, flow assurance in natural gas pipelines, prevention of undesirable dissociation of methane hydrates in deep ocean sediments, sequestration of carbon dioxide and high density gas storage, all depend on timely formation and dissociation of gas hydrates. Controlled extraction of methane hydrates from, and simultaneous sequestration of carbon dioxide to, deep ocean sediments have been considered to be the 'next big thing' in energy and environment sectors. Sequestration of carbon dioxide is necessary not only for reducing the greenhouse gases in the atmosphere but also to stabilise the sediments once methane is extracted.Read moreRead less