Discovering Activity Patterns Driven by High Impacts in Heterogeneous and Imbalanced Data. The identification of high impact activities is important for detecting and preventing their occurrences and reducing resulting risks and losses to our society. This project will deliver cutting-edge techniques for effectively extracting activity patterns driven by high business impacts. It can safeguard Australia and build and transform Australian industries by delivering frontier techniques and smart pre ....Discovering Activity Patterns Driven by High Impacts in Heterogeneous and Imbalanced Data. The identification of high impact activities is important for detecting and preventing their occurrences and reducing resulting risks and losses to our society. This project will deliver cutting-edge techniques for effectively extracting activity patterns driven by high business impacts. It can safeguard Australia and build and transform Australian industries by delivering frontier techniques and smart prevention and intervention capabilities to enhance key industries such as finance compliance, national security and crime reduction. The resulting activity mining system, researchers trained and high quality publications will further enhance Australia's global leading role in tackling critical data mining challenges and applications.Read moreRead less
A Framework for Adaptive Extensible Personae for Interactive Toys. This project will be of benefit in that it will facilitate the development of quality toys, based on sound psychological foundations. These toys will have a long life since they can be extended over time, growing with the child. There is also potential to be used for children with psychological difficulties, and applications in health and aged-care. This project will provide opportunities for Australian business, and will also h ....A Framework for Adaptive Extensible Personae for Interactive Toys. This project will be of benefit in that it will facilitate the development of quality toys, based on sound psychological foundations. These toys will have a long life since they can be extended over time, growing with the child. There is also potential to be used for children with psychological difficulties, and applications in health and aged-care. This project will provide opportunities for Australian business, and will also help to keep Australia at the forefront in the area of intelligent agent technology. It is an example of a project that helps create a culture of innovation in Australian industry.Read moreRead less
Variation and Perceptual Ecologies in Computer Games and Simulations: Towards a Generic Model of Variable 3D Environments. The non repeatability is a key element in providing a challenging and interesting experience in computer games and simulations. However, too much variation could lead to a rejection of the environment and reluctance to accept the premise as a base for game play or training. Examples of applications that could utilise this research include; (a) Computer Games - always playing ....Variation and Perceptual Ecologies in Computer Games and Simulations: Towards a Generic Model of Variable 3D Environments. The non repeatability is a key element in providing a challenging and interesting experience in computer games and simulations. However, too much variation could lead to a rejection of the environment and reluctance to accept the premise as a base for game play or training. Examples of applications that could utilise this research include; (a) Computer Games - always playing in an unknown environment, (b) Vocational Training - a Forest Fire Fighting simulation that allows for different terrain configurations, undergrowth volatility, fire source, etc., and (c) Military Simulations - Anti-terrorist simulations where the level of variability will manifest itself both in the physical environment and in the nature of the combatants. Read moreRead less
Integrating deep-earth and surface processes for frontier-basin exploration. It is well-known that mantle convection has a profound influence on basin evolution, and the next step will be to quantify this relationship and provide the science that will make these concepts applicable to exploration. To do this, we will develop a workflow to link plate-reconstruction software with the mantle convection modelling to link plate motions mantle convection and the history of sedimentation systematically ....Integrating deep-earth and surface processes for frontier-basin exploration. It is well-known that mantle convection has a profound influence on basin evolution, and the next step will be to quantify this relationship and provide the science that will make these concepts applicable to exploration. To do this, we will develop a workflow to link plate-reconstruction software with the mantle convection modelling to link plate motions mantle convection and the history of sedimentation systematically for the first time for frontier basin-scale applications. We will apply these emerging technologies to the evolution of basins in the Arctic borderlands frontier for resource exploration and on the Australian continent.Read moreRead less
Thermo-mechanical interactive atlas of basin evolution. We propose to create a thermo-mechanical interactive atlas of basin evolution as a desktop geodynamic modelling resource for exploration geologists. The atlas will allow the user to iteratively run our 2D/3D basin modelling software ELLIPSIS to alter model parameters until they match observed basin geometries or thermal history. Model iteration will be based on interactive user evaluation of model outputs and genetic algorithms, which pr ....Thermo-mechanical interactive atlas of basin evolution. We propose to create a thermo-mechanical interactive atlas of basin evolution as a desktop geodynamic modelling resource for exploration geologists. The atlas will allow the user to iteratively run our 2D/3D basin modelling software ELLIPSIS to alter model parameters until they match observed basin geometries or thermal history. Model iteration will be based on interactive user evaluation of model outputs and genetic algorithms, which progressively modify the solution set by mimicking the evolutionary behavior of biological systems (selection, cross-over and mutation), until an acceptable result is achieved. The interactive atlas will be applied to Australian and international case studies.Read moreRead less
Investigating a classroom simulation designed to support pre-service teacher decision making in planning and implementing literacy teaching. This project investigates teacher mentor and preservice teacher participation in an online simulation of the teaching of literacy in junior primary classrooms. It will investigate how simulation can support preservice teachers to make complex sequences of decisions about the use of language and learning resources, teaching strategies and behaviour managemen ....Investigating a classroom simulation designed to support pre-service teacher decision making in planning and implementing literacy teaching. This project investigates teacher mentor and preservice teacher participation in an online simulation of the teaching of literacy in junior primary classrooms. It will investigate how simulation can support preservice teachers to make complex sequences of decisions about the use of language and learning resources, teaching strategies and behaviour management strategies for a class of virtual students. The simulation will employ embedded cognitive tools to support teacher decision making. Once effective simulation learning of teacher performance is achieved, it will investigate the transfer of these skill to the real classrooms.Read moreRead less
Bayesian inference for complex regression models using mixtures. The project will use mixtures to flexibly model complex regression functions and will develop Bayesian methods for carrying out statistical inference on these models. The models will deal with both Gaussian and non-Gaussian data. Multiple explanatory variables are dealt with by mixing simple additives to produce flexible high dimensional function estimates. Variable selection and model averaging will be used to identify important v ....Bayesian inference for complex regression models using mixtures. The project will use mixtures to flexibly model complex regression functions and will develop Bayesian methods for carrying out statistical inference on these models. The models will deal with both Gaussian and non-Gaussian data. Multiple explanatory variables are dealt with by mixing simple additives to produce flexible high dimensional function estimates. Variable selection and model averaging will be used to identify important variables and thus make the estimation more efficient. The methods will be extended to multivariate responses where account will taken be taken of the structure of the dependence between responses.Read moreRead less
Nonlinear Dynamics of Pulse Coupled Oscillators. A mathematical model of the heart pacemaker system will be created, based on simple interacting units. These units have been shown to be good models of physiological information e.g. the discrimination of different influences on heart rate. We will firstly look at the interaction of the units in simple combinations and then tune the model to mimic the behaviour of the cardiac pacemaker.
Potential benefits may arise from elucidating the mechanis ....Nonlinear Dynamics of Pulse Coupled Oscillators. A mathematical model of the heart pacemaker system will be created, based on simple interacting units. These units have been shown to be good models of physiological information e.g. the discrimination of different influences on heart rate. We will firstly look at the interaction of the units in simple combinations and then tune the model to mimic the behaviour of the cardiac pacemaker.
Potential benefits may arise from elucidating the mechanisms underlying arrhythmias which contribute to ?sudden cardiac death? in young men, and suggesting strategies for artificial pacemakers to effectively arrest abnormal rhythms before they convert to potentially fatal fibrillation.Read moreRead less
Special Research Initiatives - Grant ID: SR0566892
Funder
Australian Research Council
Funding Amount
$220,000.00
Summary
The EarthByte software and database system. Earth processes over geological timescales cannot be understood outside of a plate tectonic context. However, no standard tool exists to explore the causes and effects of lithosphere-mantle interaction in accordance with past plate configurations. Our aim is to develop a Palaeo-Geographic Information System called EarthByte that will connect the open source and architecture-independent GPlates and GMT software, and implement XML-based service interfac ....The EarthByte software and database system. Earth processes over geological timescales cannot be understood outside of a plate tectonic context. However, no standard tool exists to explore the causes and effects of lithosphere-mantle interaction in accordance with past plate configurations. Our aim is to develop a Palaeo-Geographic Information System called EarthByte that will connect the open source and architecture-independent GPlates and GMT software, and implement XML-based service interfaces and databases. EarthByte will create the foundation for an e-geoscience framework for grid-based data access and Earth process modelling by linking geological and geophysical observations to palaeogeographic models for constraining mantle convection and lithospheric deformation.Read moreRead less
Planet-scale reorganizations of the plate-mantle system. Vast sedimentary basins, fold belts and associated resources represent the main source of Australia's wealth, formed largely as consequences of major global tectonic events. We propose to connect two key national Simulation and Modelling infrastructures to a novel geodynamic modelling tool, developed specifically for modelling plate tectonics at the global and regional scale and suitable to unravel the causes and consequences of sudden gl ....Planet-scale reorganizations of the plate-mantle system. Vast sedimentary basins, fold belts and associated resources represent the main source of Australia's wealth, formed largely as consequences of major global tectonic events. We propose to connect two key national Simulation and Modelling infrastructures to a novel geodynamic modelling tool, developed specifically for modelling plate tectonics at the global and regional scale and suitable to unravel the causes and consequences of sudden global plate tectonic reorganizations. The knowledge-base derived from this work will considerably improve our understanding of catastrophic tectonic events affecting plate boundaries and plate interiors.Read moreRead less