Near Unsupervised Learning for Early Discovery of Novel Patterns: Methods, Scalability and Label Dependability. This project aims to predict the unknown class labels using the existing small number of class labels. The outcomes of the project have direct relevance to the economy, environment, energy and health sectors due to the abundance of data coming out of these areas. For example, if an oncogene, a gene that can cause cancer when mutated can be found using data with only few labels and a la ....Near Unsupervised Learning for Early Discovery of Novel Patterns: Methods, Scalability and Label Dependability. This project aims to predict the unknown class labels using the existing small number of class labels. The outcomes of the project have direct relevance to the economy, environment, energy and health sectors due to the abundance of data coming out of these areas. For example, if an oncogene, a gene that can cause cancer when mutated can be found using data with only few labels and a large amount of unlabelled data, the costs and time needed for lab experimentation can be greatly reduced enabling pharmaceutical companies to develop corresponding medicines quicker. It will not only save more lives but also generates millions of dollars of income.Read moreRead less
Clean fuels for the future: Scale up and optimisation of microalgal oil production and biodiesel synthesis. The development of renewable carbon-neutral fuels is an urgent challenge facing our society. This project aims to develop an innovative system for biodiesel production from local Australian algae species. If cultivated under the right conditions, microalgae are very efficient near-continuous producers of biodiesel and are likely the only renewable source of fuel that could match our curren ....Clean fuels for the future: Scale up and optimisation of microalgal oil production and biodiesel synthesis. The development of renewable carbon-neutral fuels is an urgent challenge facing our society. This project aims to develop an innovative system for biodiesel production from local Australian algae species. If cultivated under the right conditions, microalgae are very efficient near-continuous producers of biodiesel and are likely the only renewable source of fuel that could match our current and future demand without competing for arable land and food production. Such systems couple the national/community benefits of energy generation, carbon-capture, biodiesel production and the clean-up of wastewater. Successful outcomes from this project will bring this innovative technology closer to commercial reality. Read moreRead less
Second generation biofuels: developing environmentally friendly high-efficiency microalgae for biofuel production. The development of CO2-neutral (biodiesel) and CO2-free (hydrogen) fuels is an urgent challenge facing our society to combat climate change and protect against oil price shocks. Successful outcomes from this project will bring this innovative technology closer to commercial reality. The solar-powered microalgal systems being developed, offer a number of national/community benefits ....Second generation biofuels: developing environmentally friendly high-efficiency microalgae for biofuel production. The development of CO2-neutral (biodiesel) and CO2-free (hydrogen) fuels is an urgent challenge facing our society to combat climate change and protect against oil price shocks. Successful outcomes from this project will bring this innovative technology closer to commercial reality. The solar-powered microalgal systems being developed, offer a number of national/community benefits including
1. A high-efficiency frontier-technology for clean fuel production for the Australian and international market
2. A new process to desalinate water
3. Frontier technology to sequester atmospheric CO2
4. Frontier technologies for wealth generation in drought- or salinity-affected and naturally arid regionsRead moreRead less
Targeted bioengineering and systems biology for solar powered hydrogen production in green algal cells. The development of clean fuels to combat climate change and protect against oil price shocks, is an urgent challenge facing our society. Fuels make up ~67% of the energy market, yet most low-CO2 emissions technologies (e.g. nuclear and clean-coal-technology) target the electricity market. In contrast the Solar Bio-H2 process uses algal photobioreactors to drive solar-powered H2 fuel production ....Targeted bioengineering and systems biology for solar powered hydrogen production in green algal cells. The development of clean fuels to combat climate change and protect against oil price shocks, is an urgent challenge facing our society. Fuels make up ~67% of the energy market, yet most low-CO2 emissions technologies (e.g. nuclear and clean-coal-technology) target the electricity market. In contrast the Solar Bio-H2 process uses algal photobioreactors to drive solar-powered H2 fuel production from water (ultimately sea water, facilitating desalination). This project aims to improve the efficiency of the process towards economical levels. The Solar Bio-H2 process reduces water requirements for biofuel production. Locating bioreactors on non-arable land also eliminates competition between biofuel and food production.Read moreRead less
Enhancing long-term soil organic carbon sequestration. This project addresses National Research Priority One areas, restoration of land surfaces through sustainable land management practices and sequestration of carbon. The resulting data will be transferable to domestic and international sustainable agricultural and land rehabilitation applications. The project specifically addresses an area of global significance, the long-term, millennia rather than short-term sequestration of terrestrial car ....Enhancing long-term soil organic carbon sequestration. This project addresses National Research Priority One areas, restoration of land surfaces through sustainable land management practices and sequestration of carbon. The resulting data will be transferable to domestic and international sustainable agricultural and land rehabilitation applications. The project specifically addresses an area of global significance, the long-term, millennia rather than short-term sequestration of terrestrial carbon. There will be spin-off benefits including the provision of a formula for sustainable agriculture resources and localised employment opportunities, educational and financial incentives for farmers to improve on-farm soil health as well as health benefits from the reduction of atmospheric CO2.Read moreRead less
Development of Environmental Health Indicators in the Context of Sustainable Development. Protecting and promoting community well-being and population health is an essential aspect of sustainable development (SD). It is critical, therefore, to develop rigorous environmental health indicators (EHIs) to provide solid bases for the planning of SD and environmental management decision-making. However, a framework for the development of EHIs has not been attempted. This research aims to increase fun ....Development of Environmental Health Indicators in the Context of Sustainable Development. Protecting and promoting community well-being and population health is an essential aspect of sustainable development (SD). It is critical, therefore, to develop rigorous environmental health indicators (EHIs) to provide solid bases for the planning of SD and environmental management decision-making. However, a framework for the development of EHIs has not been attempted. This research aims to increase fundamental knowledge on the relationship between EHIs and SD, to identify a core and extended set of EHIs, and to assess implications of EHIs in the planning of SD and environmental management. A framework for identification and application of EHIs will be developed.Read moreRead less
Learning the complexity of scientific knowledge about climate change with computer modelling and visualization technologies. This project provides benefits to the national priorities of a environmentally sustainable Australia; and frontier technologies for building and transforming Australian industries. The project helpins students in Australia more deeply understand the sciences that underlie environmental sustainability. Learning with modelling and visualization technologies will help student ....Learning the complexity of scientific knowledge about climate change with computer modelling and visualization technologies. This project provides benefits to the national priorities of a environmentally sustainable Australia; and frontier technologies for building and transforming Australian industries. The project helpins students in Australia more deeply understand the sciences that underlie environmental sustainability. Learning with modelling and visualization technologies will help students learn important scientific knowledge and prepare them for the use of frontier technologies that are becoming infused into the practices of scientists and professionals in many fields. This project also directly contributes to the national Digital Education Revolution initiative.Read moreRead less
Managing Ecosystem Change in the Greater Blue Mountains World Heritage Area. Protected areas are the primary mechanism for conserving Australia's unique biodiversity. Of added significance are areas of biodiversity recognised as World Heritage Areas, such as the GBMWA. Climate, pest species and altered fire regimes potentially diminish their ecological values but some of these anthropogenic threats can be managed. Effective management depends on spatially-explicit understanding that allows prior ....Managing Ecosystem Change in the Greater Blue Mountains World Heritage Area. Protected areas are the primary mechanism for conserving Australia's unique biodiversity. Of added significance are areas of biodiversity recognised as World Heritage Areas, such as the GBMWA. Climate, pest species and altered fire regimes potentially diminish their ecological values but some of these anthropogenic threats can be managed. Effective management depends on spatially-explicit understanding that allows priorities to be set and management objectives identified and tested. This research will develop a model for determining management priorities for large protected areas, meeting State, National and International obligations. Significant conservation benefits will accrue along with social, economic and human well-being benefits.Read moreRead less
Science and Citizenship: Democracy in the age of science-mediated risk. This community-based project in the Goulburn Valley focuses on citizens' negotiation of scientific expertise, perceptions of risk and participation in policy formation. It asks: 'how can democracy work in a world of proliferating cultures of expertise?' The project will produce an environmental history drawn from citizens' experience of transforming the landscape for irrigation and agribusiness, and of scientific advice ov ....Science and Citizenship: Democracy in the age of science-mediated risk. This community-based project in the Goulburn Valley focuses on citizens' negotiation of scientific expertise, perceptions of risk and participation in policy formation. It asks: 'how can democracy work in a world of proliferating cultures of expertise?' The project will produce an environmental history drawn from citizens' experience of transforming the landscape for irrigation and agribusiness, and of scientific advice over time. It will explore how citizens deal with conflicting scientist-generated scenarios around climate change and environmental flows in the light of their historical experience, and trial new modes of public policy formation.Read moreRead less
Climate Change Projections and Policy Design Under Uncertainty. The issue of climate change and policy responses is one of the most important questions facing the world today. This research develops a global framework for understanding the many complexities surrounding this issue, for undertaking projections of emissions, for evaluating alternative policy proposals and for developing new policies. In particular it will provide a framework for undertaking alternative scenarios about future econom ....Climate Change Projections and Policy Design Under Uncertainty. The issue of climate change and policy responses is one of the most important questions facing the world today. This research develops a global framework for understanding the many complexities surrounding this issue, for undertaking projections of emissions, for evaluating alternative policy proposals and for developing new policies. In particular it will provide a framework for undertaking alternative scenarios about future economic growth and carbon emissions and attempt to quantify uncertainties. It will also focus on major developing countries such as China and India which will be critical in the future evolution of world economic activity and greenhouse emissions.Read moreRead less