Smart comparison and assessment of prediction models for better health using next generation data mining. Prediction models can be used to provide early warning of events, such as adverse medical outcomes. This project will develop principles for the smart management of large collections of prediction models using data mining, enabling more timely medical interventions for Australians to live healthier and longer.
Secure and Efficient Fair Exchange Protocols. Information security is becoming increasingly important in the rapidly growing field of e-commerce. This project will enable the development of secure fair exchange protocols and schemes, which will be absolutely crucial to Australia's national security. The project will also strengthen international collaboration through the reciprocal exchange of researchers leading to a more collaborative and productive research environment. Furthermore, the proje ....Secure and Efficient Fair Exchange Protocols. Information security is becoming increasingly important in the rapidly growing field of e-commerce. This project will enable the development of secure fair exchange protocols and schemes, which will be absolutely crucial to Australia's national security. The project will also strengthen international collaboration through the reciprocal exchange of researchers leading to a more collaborative and productive research environment. Furthermore, the project will help to maintain the high research profile of Australian researchers and provide cutting-edge information technology for the Australian telecommunication industry, business and government.Read moreRead less
Advanced Interface Technologies for Computational Science & Simulation. The project will research novel computer vision technologies that enable the next generation of visualisation portals for scientific collaboration. The development of new computer vision tools is key to truly natural human-machine interaction. The research outcomes of this project directly align with National Research Priority 3: Frontier Technologies. It supports four of the five relevant priority goals - Breakthrough Scien ....Advanced Interface Technologies for Computational Science & Simulation. The project will research novel computer vision technologies that enable the next generation of visualisation portals for scientific collaboration. The development of new computer vision tools is key to truly natural human-machine interaction. The research outcomes of this project directly align with National Research Priority 3: Frontier Technologies. It supports four of the five relevant priority goals - Breakthrough Science, Frontier Technologies, Smart Information Use, and Promoting an Innovation Culture and Economy. Outcomes of this research are also relevant to Research Priority 4: Safeguarding Australia, and has direct applications to video surveillance technology. Significant commercial opportunities, including licensing and spin-offs exist.Read moreRead less
Bio-inspired Computing for Problems with Chance Constraints. Bio-inspired algorithms have successfully been applied to a wide range of optimisation problems. Uncertainties in real-world applications can lead to critical failures of production schedules or safe critical systems. Chance constraints model such uncertainties and allow to limit the possibility of such failures. This future fellowship builds up the area of bio-inspired computing for problems with chance constraints. It develops high ....Bio-inspired Computing for Problems with Chance Constraints. Bio-inspired algorithms have successfully been applied to a wide range of optimisation problems. Uncertainties in real-world applications can lead to critical failures of production schedules or safe critical systems. Chance constraints model such uncertainties and allow to limit the possibility of such failures. This future fellowship builds up the area of bio-inspired computing for problems with chance constraints. It develops high performing bio-inspired algorithms for stochastic problems where the constraints can only be violated with a small probability. The outcomes will lead to more effective and reliable optimisation methods for complex planning processes in areas of national priority such as mining and manufacturing.Read moreRead less
Sustainability in Computing: A Holistic View. Green computing must provide sustainable processing capabilities with high energy efficiency (lower carbon footprint) and increased product longevity (reducing the need for product replacement). While advances in technology have afforded significant reduction in power requirements, they come with inherent challenges due to uncertainties in micro-scale behaviour, high complexity of quantifying/optimising energy cost or system lifetime in extreme scale ....Sustainability in Computing: A Holistic View. Green computing must provide sustainable processing capabilities with high energy efficiency (lower carbon footprint) and increased product longevity (reducing the need for product replacement). While advances in technology have afforded significant reduction in power requirements, they come with inherent challenges due to uncertainties in micro-scale behaviour, high complexity of quantifying/optimising energy cost or system lifetime in extreme scale computing, and the interaction of non-computing components with individual computing systems. This project addresses these challenges via a holistic, multi-scale paradigm for modelling, analysis, and optimisation of energy cost, carbon footprint, and product lifetime in emerging computing systems.Read moreRead less
Comparative Biogeography of Australasian biota. Establishing an internationally recognised biogeographical research program will help scientists, policy makers and the public understand the past and future distribution patterns of the plants and animals of Australia. Discovering these patterns will help conservation biologists and government implement the right policies and practices to deal with biodiversity loss and climate change.
Engineering Artificial Intelligence: A Spatial Representation and Reasoning Perspective. Spatial information is important in areas of national interest such as mining and exploration, environmental monitoring and planning, emergency response, and defence. Mission control centres, for instance, receive different forms of spatial data from satellites, radar, or people on the ground. They have to process the input data and make intelligent decisions in a very limited time. Intelligent systems that ....Engineering Artificial Intelligence: A Spatial Representation and Reasoning Perspective. Spatial information is important in areas of national interest such as mining and exploration, environmental monitoring and planning, emergency response, and defence. Mission control centres, for instance, receive different forms of spatial data from satellites, radar, or people on the ground. They have to process the input data and make intelligent decisions in a very limited time. Intelligent systems that are able to assist with processing different forms of spatial data efficiently and that offer reliable decision support are essential for improving the quality and reliability of such applications. This research enables future intelligent systems with these capabilities. This will directly benefit applications in areas of national interest.Read moreRead less
Smart Algorithms Linking Medical Image Data and Measures of Dysfunction. Losing sight has a profound affect on a person's quality of life. Advances in devices that monitor vision have not been matched by advances in computer software that analyses data from those devices. This project will combine computer science, visual neuroscience and clinical expertise to devise algorithms and build software that will vastly improve clinician's abilities to diagnose and monitor vision loss. In turn, this wi ....Smart Algorithms Linking Medical Image Data and Measures of Dysfunction. Losing sight has a profound affect on a person's quality of life. Advances in devices that monitor vision have not been matched by advances in computer software that analyses data from those devices. This project will combine computer science, visual neuroscience and clinical expertise to devise algorithms and build software that will vastly improve clinician's abilities to diagnose and monitor vision loss. In turn, this will dramatically improve the chances of those with diseases such as glaucoma to preserve their sight into old age. Furthermore, outcomes from this project will inform the development bionic eye technologies, which will assist those with eye diseases such as retinis pigmantosa and age-related macular degeneration to see.Read moreRead less
New-generation flexible thermoelectrics for wearable electronics. This project aims to develop lightweight, flexible, and durable thermoelectric thin films for wearable electronics using a computation-guided approach, coupled with novel device design and materials nanoengineering strategies. The key breakthrough will overcome the stereotype of fragile thermoelectric materials and their low thermoelectric efficiency for achieving localised, instant, and controllable power generation and/or coolin ....New-generation flexible thermoelectrics for wearable electronics. This project aims to develop lightweight, flexible, and durable thermoelectric thin films for wearable electronics using a computation-guided approach, coupled with novel device design and materials nanoengineering strategies. The key breakthrough will overcome the stereotype of fragile thermoelectric materials and their low thermoelectric efficiency for achieving localised, instant, and controllable power generation and/or cooling with record-high performance in carefully designed wearable thermoelectric devices. Expected outcomes include new understanding of thermoelectrics and innovative technologies for achieving electronics/energy applications, which will provide significant economic and educational benefits for Australia.Read moreRead less
Molecular evolution of a model oligomeric enzyme from bacterial extremophiles. The national benefits of this research program include insight into the sustainability of marine microorganisms that play an important role in Australia's diverse ecosystem, the development and applications of frontier technologies including high-performance computing on the world's largest supercomputer facility for life science research, and knowledge impacting on the discovery of novel antibiotics that target patho ....Molecular evolution of a model oligomeric enzyme from bacterial extremophiles. The national benefits of this research program include insight into the sustainability of marine microorganisms that play an important role in Australia's diverse ecosystem, the development and applications of frontier technologies including high-performance computing on the world's largest supercomputer facility for life science research, and knowledge impacting on the discovery of novel antibiotics that target pathogenic bacteria, like Golden Staph. This program will also train several young Australians in highly sought after skills, including bacteriology, biophysics, enzymology, molecular biology, molecular modelling, protein chemistry and structural biology. Read moreRead less