Platform technology to decode motor control through ultra high-field MRI. This project aims to advance our understanding of the poorly understood neural circuits that enable fine motor control in humans. To obtain this knowledge, new platform technology will be developed to capture the full kinematics of the hand during concurrent functional magnetic resonance imaging at ultra high-field. This device will allow testing of fundamental theories describing the canonical microcircuits involved in ha ....Platform technology to decode motor control through ultra high-field MRI. This project aims to advance our understanding of the poorly understood neural circuits that enable fine motor control in humans. To obtain this knowledge, new platform technology will be developed to capture the full kinematics of the hand during concurrent functional magnetic resonance imaging at ultra high-field. This device will allow testing of fundamental theories describing the canonical microcircuits involved in hand motion. Expected outcomes include new evidence of mirror neurons and observation of predictive error signals in the motor cortex. This new knowledge paves the way towards improved computer-brain interface technology which is likely to create benefits through translation to applications such as artificial limb control.Read moreRead less
Understanding the generation of hypothalamic sleep neurons. This Project aims to investigate the mechanisms controlling the formation of the sleep neurons in the hypothalamus. We all sleep, and normal sleep-wake cycles play a central role in our biology. The functional role of these sleep neurons in the mature brain are well established. However, how the neurons are generated during development is very poorly defined. This project aims to address this critical knowledge gap, and will greatly inc ....Understanding the generation of hypothalamic sleep neurons. This Project aims to investigate the mechanisms controlling the formation of the sleep neurons in the hypothalamus. We all sleep, and normal sleep-wake cycles play a central role in our biology. The functional role of these sleep neurons in the mature brain are well established. However, how the neurons are generated during development is very poorly defined. This project aims to address this critical knowledge gap, and will greatly increase our understanding of how the development of this critical aspect of organismal function is orchestrated during development. This project will also develop bioinformatics tools with broad utility within the biosciences field and enhance the capacity for interdisciplinary international collaborations.Read moreRead less
Co-design and dynamic mission optimisation of hypersonic flight vehicles. This project aims to deliver fundamental knowledge by integrating the modelling and control with the design of next generation hypersonic platforms. In an era where Australia's national security reliance on geographic isolation and support from allied forces are being challenged, the research outcomes of this project will play an important role in understanding the capabilities of hypersonic systems. The project will also ....Co-design and dynamic mission optimisation of hypersonic flight vehicles. This project aims to deliver fundamental knowledge by integrating the modelling and control with the design of next generation hypersonic platforms. In an era where Australia's national security reliance on geographic isolation and support from allied forces are being challenged, the research outcomes of this project will play an important role in understanding the capabilities of hypersonic systems. The project will also have significant spillover benefits into other complex system domains, where computational tools can be used to aid in design leading to high embedded-IP products for Australian industry. Furthermore, the proposal encompasses a strong research training aspect, with graduates exposed to leading edge industry and academia.Read moreRead less
Old brain cells perform new tricks to allow life-long learning. In the brain, nerve cells transmit electrical signals more quickly and reliably when they are insulated. The insulating cells undergo small adaptive changes that speed up information transfer during learning, and the faster the electrical signal, the better the learning outcomes. This project aims to understand the signals that direct insulating cells to adapt and support life-long learning. In the longer term, this knowledge may be ....Old brain cells perform new tricks to allow life-long learning. In the brain, nerve cells transmit electrical signals more quickly and reliably when they are insulated. The insulating cells undergo small adaptive changes that speed up information transfer during learning, and the faster the electrical signal, the better the learning outcomes. This project aims to understand the signals that direct insulating cells to adapt and support life-long learning. In the longer term, this knowledge may be used to: develop interventions that improve learning and educational outcomes; counteract age-related memory decline and enable longer work force participation; develop strategies to circumvent the memory loss caused by brain diseases, or improve the design of computer hardware.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210101864
Funder
Australian Research Council
Funding Amount
$442,500.00
Summary
Unlocking Urban Airspace for Drone Transport. This project aims to accurately quantify the mid-air collision risk associated with low-altitude unmanned operations in urban airspace through the creation of new data-driven collision risk modelling techniques. Without such techniques, drone operations remain suppressed so their true potential cannot be realised. The collision risk models address this by providing the key missing knowledge that can underpin/enable vital unmanned traffic management ....Unlocking Urban Airspace for Drone Transport. This project aims to accurately quantify the mid-air collision risk associated with low-altitude unmanned operations in urban airspace through the creation of new data-driven collision risk modelling techniques. Without such techniques, drone operations remain suppressed so their true potential cannot be realised. The collision risk models address this by providing the key missing knowledge that can underpin/enable vital unmanned traffic management applications, including airspace design and the development of separation standards. This can ultimately enable greater access to urban airspace without compromising air safety such that we unlock the commercial and societal benefits of drone use and help modernise urban air transportation.
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Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and ....Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and inventing non-removable watermarks on AI models. The outcomes are new tools for securing AI-based FinTech systems before deployment and tools for IP violation forensics post-deployment. Such capabilities are beneficial by improving the security and safety of FinTech systems and other nationally critical AI systems.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL180100109
Funder
Australian Research Council
Funding Amount
$2,762,247.00
Summary
Unifying mechanisms of innate immunity signaling in animals and plants. This project aims to improve our understanding of innate immunity, the first line of defense against pathogens in diverse organisms. Innate immune pathways are key to a range of pathological states in animals, and provide plants with resistance to the diseases that account for 15% of crop losses. This project will generate knowledge, through characterising mechanisms of cell signalling for mammalian and plant innate immunity ....Unifying mechanisms of innate immunity signaling in animals and plants. This project aims to improve our understanding of innate immunity, the first line of defense against pathogens in diverse organisms. Innate immune pathways are key to a range of pathological states in animals, and provide plants with resistance to the diseases that account for 15% of crop losses. This project will generate knowledge, through characterising mechanisms of cell signalling for mammalian and plant innate immunity. The outcomes will include a unified signalling model, and form the foundation for a range of applications in human biology and agriculture, such as the development of durable and effective resistance in crops.Read moreRead less
How does timing affect mammalian brain development and evolution? This project aims to generate fundamental knowledge on the origin of diversity in mammalian brain circuits by studying development of marsupials and rodents. The expected outcome is to elucidate how differences in the timing, rate and sequence of development of gene expression, cell differentiation and circuit formation can relate to the origin of key evolutionary innovations in the mammalian brain. The significance of understandi ....How does timing affect mammalian brain development and evolution? This project aims to generate fundamental knowledge on the origin of diversity in mammalian brain circuits by studying development of marsupials and rodents. The expected outcome is to elucidate how differences in the timing, rate and sequence of development of gene expression, cell differentiation and circuit formation can relate to the origin of key evolutionary innovations in the mammalian brain. The significance of understanding the dynamics of developmental systems that shape complex brain traits includes establishing new developmental paradigms in evolutionary theory, generating new tools to investigate and manipulate brain gene expression in vivo, and the potential discovery of the causes of neurodevelopmental dysfunction.Read moreRead less
Network activity and the role of NMDA receptors in associative learning. The brain is the most complex machine we know, and its activity shapes every aspect our lives. Studies over decades using tools from molecular and cellular neuroscience and behavioural experiments have discovered the parts of the brain involved in learning and memory formation. Much is understood about the neural circuits that mediate learning but how memories are formed and stored are not understood. The aim of this proj ....Network activity and the role of NMDA receptors in associative learning. The brain is the most complex machine we know, and its activity shapes every aspect our lives. Studies over decades using tools from molecular and cellular neuroscience and behavioural experiments have discovered the parts of the brain involved in learning and memory formation. Much is understood about the neural circuits that mediate learning but how memories are formed and stored are not understood. The aim of this project is to understand learning and memory formation using a simple Pavlovian learning paradigm, fear conditioning. Using cutting-edge molecular tools we will label the circuits in the amygdala that mediate this learning and the nature of the memory trace. In the long term, these results may drive novel storage devices.Read moreRead less