Handling unreliable, uncertain and inadequate data for Intelligence led Investigation. Intelligence led investigation has been successful recently in drug and people smuggling, preparation or instigation of acts of terrorism, and can benefit profoundly from the techniques we will develop, in the timely management and inference from many sources and kinds of uncertain information. This work will assist in making Australia a safer and more secure country.
E.g., Australian Bureau of Statistics ....Handling unreliable, uncertain and inadequate data for Intelligence led Investigation. Intelligence led investigation has been successful recently in drug and people smuggling, preparation or instigation of acts of terrorism, and can benefit profoundly from the techniques we will develop, in the timely management and inference from many sources and kinds of uncertain information. This work will assist in making Australia a safer and more secure country.
E.g., Australian Bureau of Statistics figures show that for 2004, investigations of some 35% of murders, 63% of kidnappings, and 80% of robberies are incomplete at 30 days. Terrorism investigations are harder in that usually there is no initial crime trigger for an investigation. Any assistance our tools can provide in will be of significant benefit to Australia.Read moreRead less
Efficient PV-Thermal Micro-concentrator. Australia must reduce its dependence on carbon sources for electricity, heating, and cooling. The PV-thermal hybrid micro-concentrator development will deliver a light-weight, low-profile, cost-effective system that can be installed in almost any situation, with versatile output that can deliver electricity at grid parity as well as providing water heating, space heating, industrial process heat, and solar cooling capabilities. The nation will benefit thr ....Efficient PV-Thermal Micro-concentrator. Australia must reduce its dependence on carbon sources for electricity, heating, and cooling. The PV-thermal hybrid micro-concentrator development will deliver a light-weight, low-profile, cost-effective system that can be installed in almost any situation, with versatile output that can deliver electricity at grid parity as well as providing water heating, space heating, industrial process heat, and solar cooling capabilities. The nation will benefit through enhanced energy independence, international research recognition, and reduced greenhouse gas emissions. Further, successful commercialisation of this technology will enhance Australia's research standing and provide a good royalty income that will fund future research and development.Read moreRead less
Computational Intelligence for Complex Structured Data. This project aims to use computational intelligence techniques to reliably learn adaptive natural human pointing and gestures to control an interface on a pseudo-3D display. Highly complex data with interconnections between elements is hard to visualise on screens. Most current tools are operated using point/click/drag on 2D screens. The physical technology to capture appropriate human behaviours exists already, but not the adaptive learnin ....Computational Intelligence for Complex Structured Data. This project aims to use computational intelligence techniques to reliably learn adaptive natural human pointing and gestures to control an interface on a pseudo-3D display. Highly complex data with interconnections between elements is hard to visualise on screens. Most current tools are operated using point/click/drag on 2D screens. The physical technology to capture appropriate human behaviours exists already, but not the adaptive learning of the syntax and semantics of individual gestures and actions, nor the multi-gesture information fusion required for understanding, which could significantly enhance efficiency, for example, in sorting through named entities in an investigation. All of this is done naturally by most human beings, using biological neural networks.Read moreRead less
Creating new methods to study structure vision. The majority of the structure within natural images is due to third to fifth order correlations between image points. Research has shown that sensitivity to this higher order structure, provides so called Structure Vision. Research has also shown that as few as three to four brain mechanisms are involved, and these may be related to the Minkowski functionals, which in turn are related to the structural and surface properties of real materials. This ....Creating new methods to study structure vision. The majority of the structure within natural images is due to third to fifth order correlations between image points. Research has shown that sensitivity to this higher order structure, provides so called Structure Vision. Research has also shown that as few as three to four brain mechanisms are involved, and these may be related to the Minkowski functionals, which in turn are related to the structural and surface properties of real materials. This project aims to build on recent discoveries of new stimuli to implement objective tests with which to study structure vision with the Partner Organisation. The project aims to also expand on realistic models of how Structure Vision may be computed by just a few coupled cortical pyramidal cells.Read moreRead less
Advanced Sliver Solar Cells. The expected outcome of the proposed research is the development of second generation Sliver solar cell technology, encouraging large commercial impact, which would be of substantial benefit to Australia in terms of export income and employment. Origin Energy has committed >$60 million to the development and commercialisation of the first generation Sliver cell technology. Substantial further commercial investment is expected during scale-up for full scale manufactur ....Advanced Sliver Solar Cells. The expected outcome of the proposed research is the development of second generation Sliver solar cell technology, encouraging large commercial impact, which would be of substantial benefit to Australia in terms of export income and employment. Origin Energy has committed >$60 million to the development and commercialisation of the first generation Sliver cell technology. Substantial further commercial investment is expected during scale-up for full scale manufacturing.
Successful implementation of technology developed during the research will result in the displacement of fossil fuel technologies and corresponding greenhouse gas emissions reduction, assisting Government in its objective to make major cuts to greenhouse gas emissions.
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Discovering Patterns using Near Unsupervised Leaning to Support the Quick Detection of New Animal Disease Outbreaks Caused by Viruses. Without the capability to identify and study the vast majority of extant viruses using traditional laboratory techniques, emerging threats to Australian livestock health cannot be efficiently diagnosed or treated. New approaches based on high-throughput sequencing have recently been developed to study such viruses, but making sense of the sequence data is still a ....Discovering Patterns using Near Unsupervised Leaning to Support the Quick Detection of New Animal Disease Outbreaks Caused by Viruses. Without the capability to identify and study the vast majority of extant viruses using traditional laboratory techniques, emerging threats to Australian livestock health cannot be efficiently diagnosed or treated. New approaches based on high-throughput sequencing have recently been developed to study such viruses, but making sense of the sequence data is still a complex problem. Together with the project's Partner Organisations, including YourGene Biosciences Australia and the CSIRO Australian Animal Health Laboratory, this project aims to develop new computational methods to broaden the scope of detection and analysis of unknown viruses, enhancing the capability for research into the causative viral agents of animal diseases.Read moreRead less
The development of inexpensive negatively charged films to increase the efficiency of commercial solar cells. This project aims to reduce the cost of solar electricity by developing inexpensive, negatively charged dielectric films. When deposited on the surfaces of commercial solar cells, these films will significantly increase cell efficiency, thereby producing more power from a given area.
Towards in-vehicle situation awareness using visual and audio sensors. This project aims to characterise driver awareness, activity and interactions with other vehicle occupants using visual and audio cues from internally mounted sensors. Road accidents cost Australia an estimated $30 billion per year and tragic loss of thousands of lives, yet the vast majority of severe vehicle crashes are linked to driver fatigue or distraction. The expected project outcomes include advanced artificial intelli ....Towards in-vehicle situation awareness using visual and audio sensors. This project aims to characterise driver awareness, activity and interactions with other vehicle occupants using visual and audio cues from internally mounted sensors. Road accidents cost Australia an estimated $30 billion per year and tragic loss of thousands of lives, yet the vast majority of severe vehicle crashes are linked to driver fatigue or distraction. The expected project outcomes include advanced artificial intelligence to infer and predict dangerous driver and passenger behaviour. This has the potential to significantly benefit society by advancing autonomous driving capabilities and reducing driver-induced accidents and fatalities, ensuring that every driver, passenger and pedestrian arrives home safely at the end of each day.Read moreRead less
Stable perovskite-unlocking the full potential of low-cost solar cells. Despite impressive conversion efficiency, the perovskites' poor stability impedes their commercialization. This project aims to develop strategies for stable perovskite solar cells. This will be realized by a thorough understanding of the degradation origins with stimuli, and development of degradation mitigation strategies including materials and interfaces engineering, defect control and passivation, synergized by a system ....Stable perovskite-unlocking the full potential of low-cost solar cells. Despite impressive conversion efficiency, the perovskites' poor stability impedes their commercialization. This project aims to develop strategies for stable perovskite solar cells. This will be realized by a thorough understanding of the degradation origins with stimuli, and development of degradation mitigation strategies including materials and interfaces engineering, defect control and passivation, synergized by a systematic degradation evaluation, state-of-art multi-scale material and device characterizations and device modeling providing feedback for optimization. The project will bring new scientific findings, key technological step-change solutions, unlocking the full potential of perovskites for cheaper photovoltaic technologies.
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Efficient, durable and green chalcopyrite solar powered building steel. This project aims to develop a long-life, stable, high-performance, and green chalcopyrite solar powered building steel, which is expected to offer a shapable truly green building integrated photovoltaic (BIPV) product for building deployment. This will be realized by synergising multidiscipline expertise, integrating established technologies of steel surface treatment, steel and solar cell integration and shaping, high-effi ....Efficient, durable and green chalcopyrite solar powered building steel. This project aims to develop a long-life, stable, high-performance, and green chalcopyrite solar powered building steel, which is expected to offer a shapable truly green building integrated photovoltaic (BIPV) product for building deployment. This will be realized by synergising multidiscipline expertise, integrating established technologies of steel surface treatment, steel and solar cell integration and shaping, high-efficiency chalcopyrite, identified strategies for tackling its durability and toxicity, and advanced macro-to-micro characterizations. The project completion will accelerate the transition to the zero-emission building, establish Australia's excellence in green steel for BIPV, and access a share in the soaring BIPV market.Read moreRead less