Learning to Pinpoint Emerging Software Vulnerabilities. This project aims to develop learning-based software vulnerability detection techniques to improve the reliability and security of modern software systems. The existing techniques relying on conventional yet rigid software analysis and testing techniques are ineffective and/or inefficient when detecting a wide variety of emerging software vulnerabilities. The outcomes of this project will be a deep-learning-based detection approach and an ....Learning to Pinpoint Emerging Software Vulnerabilities. This project aims to develop learning-based software vulnerability detection techniques to improve the reliability and security of modern software systems. The existing techniques relying on conventional yet rigid software analysis and testing techniques are ineffective and/or inefficient when detecting a wide variety of emerging software vulnerabilities. The outcomes of this project will be a deep-learning-based detection approach and an open-source tool that can capture precision correlations between deep code features and diverse vulnerabilities to pinpoint emerging vulnerabilities without the need for bug specifications. Significant benefits include greatly improved quality, reliability and security for modern software systems.Read moreRead less
Nature's mechanisms for leaching and remobilising metals. This project aims to understand the chemical and physical processes that govern reactive transport and metal scavenging in rocky environments. Much of Australia's mineral wealth is the result of the interaction of warm fluids with rocks deep in the Earth over geological timescales. The formation of ore deposits is governed by the physical chemistry of mineral dissolution and crystallisation, and by fluid flow through porous rocks and frac ....Nature's mechanisms for leaching and remobilising metals. This project aims to understand the chemical and physical processes that govern reactive transport and metal scavenging in rocky environments. Much of Australia's mineral wealth is the result of the interaction of warm fluids with rocks deep in the Earth over geological timescales. The formation of ore deposits is governed by the physical chemistry of mineral dissolution and crystallisation, and by fluid flow through porous rocks and fractures. This project integrates innovation in geology, chemistry, and mineral engineering, and will deliver mineral-scale reaction models that will increase efficiency of in-situ mining and leaching technologies. Knowledge generated can be applied to improve mineral exploration, mining, and processing, contributing to unlocking billions of dollars’ worth of resources tied up in low grade, mineralogically complex ores.Read moreRead less
Energy big data analytics from a cybersecurity perspective. This project aims to develop a framework on energy big data analytics from security and privacy perspectives. Unlike other big data analytics such as social network big data analytics, energy big data analytics involve research challenges on how to cope with real-time tight cyber-physical couplings, and security/safety of the smart grid system. This project will develop advanced data-driven algorithms that are capable of detecting coord ....Energy big data analytics from a cybersecurity perspective. This project aims to develop a framework on energy big data analytics from security and privacy perspectives. Unlike other big data analytics such as social network big data analytics, energy big data analytics involve research challenges on how to cope with real-time tight cyber-physical couplings, and security/safety of the smart grid system. This project will develop advanced data-driven algorithms that are capable of detecting coordinated cyber-attacks that will potentially lead to catastrophic cascaded failures; and develop new solutions in detecting the false data-injection attacks that are conventionally considered as unobservable. This project will provide the benefit of enhancing our national critical infrastructure's security.Read moreRead less
Privacy-preserving Biometrics based Authentication and Security. Password based authentication systems cannot verify genuine users. Biometric authentication can address this issue. However, the booming IoT applications and cloud computing require that the biometric authentication must be conducted in the privacy-protected setting in order to comply with privacy protection legal regulations. Latest reports show that current biometric authentication systems, under protected setting, exhibit poor ....Privacy-preserving Biometrics based Authentication and Security. Password based authentication systems cannot verify genuine users. Biometric authentication can address this issue. However, the booming IoT applications and cloud computing require that the biometric authentication must be conducted in the privacy-protected setting in order to comply with privacy protection legal regulations. Latest reports show that current biometric authentication systems, under protected setting, exhibit poor authentication performance, which is not commercially applicable. This project aims to investigate innovative solutions to this issue. The intended deliverables will include deep learning based biometric feature extractor, cancellable biometrics and cloud oriented biometrics security protocols. Read moreRead less
Navigating tipping points in complex dynamical systems. This project aims to use applied mathematics to investigate the onset of tipping points in dynamical systems. Working with clinicians and practicing engineers, the project aims to contribute to the development of new treatment regimes for dynamical diseases and develop improved management strategies for resource focussed engineering industries. This should provide significant benefit to many areas, including the personalised treatment of di ....Navigating tipping points in complex dynamical systems. This project aims to use applied mathematics to investigate the onset of tipping points in dynamical systems. Working with clinicians and practicing engineers, the project aims to contribute to the development of new treatment regimes for dynamical diseases and develop improved management strategies for resource focussed engineering industries. This should provide significant benefit to many areas, including the personalised treatment of disease.Read moreRead less
Tunable metamaterials for terahertz and infrared applications. This project proposes novel low-cost miniature devices for spectroscopic, spatial, and temporal manipulation of infrared and terahertz waves, which are important for security and short range communication applications. By enabling the modulation of infrared and terahertz signals, the intended outcome is a platform for imaging applications, detection of chemical composition of objects, and future high-bandwidth communications. Using m ....Tunable metamaterials for terahertz and infrared applications. This project proposes novel low-cost miniature devices for spectroscopic, spatial, and temporal manipulation of infrared and terahertz waves, which are important for security and short range communication applications. By enabling the modulation of infrared and terahertz signals, the intended outcome is a platform for imaging applications, detection of chemical composition of objects, and future high-bandwidth communications. Using microfabrication techniques, the project plans to create metamaterials integrated with micro-electro-mechanical systems, which dynamically vary their electromagnetic properties. This technology would enable the creation of new devices that can controllably absorb, reflect or transmit infrared and terahertz signals.Read moreRead less
Production, processing and combustion of an innovative slurry fuel for high efficiency distributed power generation. This project will advance the science underpinning the development of an innovative technology for energy production (with carbon capture) and use in remote regions. The outcomes of this research will help meet the great challenges of climate change and contribute to the development of an environmentally sustainable Australia.
Development of nanoporous materials for capture and release of oxygen. This project aims to develop new materials to make lighter, more efficient oxygen concentrators. The project will combine materials that can capture oxygen with particles that can be magnetically heated, making it possible to release the oxygen rapidly and efficiently when needed. Expected outcomes from this project include new composite materials and better understanding of how gases are trapped and released within composite ....Development of nanoporous materials for capture and release of oxygen. This project aims to develop new materials to make lighter, more efficient oxygen concentrators. The project will combine materials that can capture oxygen with particles that can be magnetically heated, making it possible to release the oxygen rapidly and efficiently when needed. Expected outcomes from this project include new composite materials and better understanding of how gases are trapped and released within composite materials. Benefits from this project may include oxygen concentrators that are more portable and have longer battery life, both with industrial and medical applications.Read moreRead less
Advancing future primary teachers' engagement in science inquiry learning. Australia's challenges in regard to scientific literacy and growth of student enrolments in science need to be addressed at multiple levels, starting with the preparation of future primary teachers. Promoting children's early interest in inquiry-based science is essential, yet a challenge for many teachers. This project examines the complex and dynamic interplay of cognitive, metacognitive and emotional processes in futur ....Advancing future primary teachers' engagement in science inquiry learning. Australia's challenges in regard to scientific literacy and growth of student enrolments in science need to be addressed at multiple levels, starting with the preparation of future primary teachers. Promoting children's early interest in inquiry-based science is essential, yet a challenge for many teachers. This project examines the complex and dynamic interplay of cognitive, metacognitive and emotional processes in future primary teachers' engagement in collaborative inquiry-based science activities. A comprehensive intervention based on these insights aims to determine how scaffolding productive engagement can improve the quality of primary teachers' preparation for inquiry-based science.Read moreRead less
Establishing nanoscale design principles for non-viral genome engineering. This project aims to develop a bio-nanotechnology platform for non-viral genome engineering using dendronised polymers. The project will advance both fundamental and practical knowledge at the forefront of nanotechnology and cell biology, whilst providing training to the research community. Outcomes from the project will also provide significant benefits, such as positioning Australia at the forefront of genome engineerin ....Establishing nanoscale design principles for non-viral genome engineering. This project aims to develop a bio-nanotechnology platform for non-viral genome engineering using dendronised polymers. The project will advance both fundamental and practical knowledge at the forefront of nanotechnology and cell biology, whilst providing training to the research community. Outcomes from the project will also provide significant benefits, such as positioning Australia at the forefront of genome engineering.Read moreRead less