The improvement of climate change investigations by developing and applying innovative evolutionary subset time series modelling using semi-parametric sparse-patterned approaches. With an estimated US$6.98 trillion loss indicated in the Stern review, severe climate change will make world climate conditions harsher and more likely include large natural climate disasters. The health of the Australian economy is critically dependent on decisions of environmental managers. However, most problems of ....The improvement of climate change investigations by developing and applying innovative evolutionary subset time series modelling using semi-parametric sparse-patterned approaches. With an estimated US$6.98 trillion loss indicated in the Stern review, severe climate change will make world climate conditions harsher and more likely include large natural climate disasters. The health of the Australian economy is critically dependent on decisions of environmental managers. However, most problems of complexity arising in climate change involve issues on which we do not possess a deep understanding. This project draws upon a set of inter-disciplinary concepts and models centred in neural networks that enable us to advance our understanding of complexity, leading to superior quantitative tools and models to allow for improved environmental decision-making.
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Positrons in biosystems. This project aims to improve our understanding of the damage processes in Positron Emission Tomography (PET). PET is a widely used medical imaging technique, but there are gaps in our understanding of the underlying interactions, in particular in the case of the radiation damage induced during the process. By using new models incorporating accurate descriptions of interactions processes, verified by experimental measurement, this project will develop a new model of posit ....Positrons in biosystems. This project aims to improve our understanding of the damage processes in Positron Emission Tomography (PET). PET is a widely used medical imaging technique, but there are gaps in our understanding of the underlying interactions, in particular in the case of the radiation damage induced during the process. By using new models incorporating accurate descriptions of interactions processes, verified by experimental measurement, this project will develop a new model of positron transport in PET. The project will allow validation of predictions from the model by undertaking experiments in liquid water.Read moreRead less
Protein Structure and Dynamics by Electron/Nuclear Paramagnetic Resonance. This interdisciplinary project aims to establish new magnetic resonance methods for the analysis of protein structure and motion at low concentrations and in physiological conditions that are otherwise difficult or impossible to study. It brings together four different research groups with expertise in advanced biochemistry, modern magnetic spectroscopy and high-performance computing. The project expects to develop tools ....Protein Structure and Dynamics by Electron/Nuclear Paramagnetic Resonance. This interdisciplinary project aims to establish new magnetic resonance methods for the analysis of protein structure and motion at low concentrations and in physiological conditions that are otherwise difficult or impossible to study. It brings together four different research groups with expertise in advanced biochemistry, modern magnetic spectroscopy and high-performance computing. The project expects to develop tools to study protein structure, protein-protein association and protein-ligand interactions of established drug-targets. Expected outcomes include new techniques that quickly inform how drugs work, providing significant benefits to many researchers studying biomolecules, and supporting Australia’s growing biotechnology sector. Read moreRead less
Universal quantum imaging. This project will integrate quantum technology with the rapidly advancing techniques of spatial light modulation utilised in LCD displays and video projectors. We will develop, for the first time, broadly versatile imaging technology based on quantum mechanics, enabling both important applications in future medical diagnostic devices and communication systems; and fundamental advances in the biological and quantum sciences. Quantum technologies offer the promise to rev ....Universal quantum imaging. This project will integrate quantum technology with the rapidly advancing techniques of spatial light modulation utilised in LCD displays and video projectors. We will develop, for the first time, broadly versatile imaging technology based on quantum mechanics, enabling both important applications in future medical diagnostic devices and communication systems; and fundamental advances in the biological and quantum sciences. Quantum technologies offer the promise to revolutionise many aspects of modern life, from computing and communications, to medical imaging and metrology. This project will put Australia at the international forefront of quantum imaging, enhancing Australia's already significant international presence in the area.Read moreRead less
Multiscale modelling of multiphase interactions in shale gas reservoirs. As conventional oil and gas become depleted in most of the producing basins, extraction of unconventional gas trapped in shale formations needs to become more viable. Since Australian shales have different characteristics from North American ones, the existing knowledge cannot be directly applied. We aim to develop a novel multiscale framework for deep understanding of the complex multiphase interactions in shale gas reserv ....Multiscale modelling of multiphase interactions in shale gas reservoirs. As conventional oil and gas become depleted in most of the producing basins, extraction of unconventional gas trapped in shale formations needs to become more viable. Since Australian shales have different characteristics from North American ones, the existing knowledge cannot be directly applied. We aim to develop a novel multiscale framework for deep understanding of the complex multiphase interactions in shale gas reservoirs. The outcomes will not only enable us to effectively assess the viability of gas extraction from Australian shale reservoirs with accurate long-term production forecasting, but help to develop strategies to effectively extract this relatively low carbon-emitting fossil fuel in the transition to a renewable economy.Read moreRead less
Towards autonomous structural safety prognostics: integrating in-situ imaging and predictive modelling. This project aims to advance a scientific basis for autonomous safety prognostics by developing predictive models and in-situ damage imaging principles. Development of this new health prognostic approach will overcome the significant challenge of safety assurance of composite structures in the presence of in-service damage, which is largely hidden.
Baseline-free Methods for Early Damage Diagnosis using Nonlinear Ultrasound. To address the significant limitation of existing non-destructive evaluation techniques in detecting and characterising early damage, this project aims to discover the physical nature of self-generated nonlinear waves by structural damage and to explore its potential for an entirely new class of non-destructive evaluation and structural health monitoring techniques. Major applications are expected to include a baseline- ....Baseline-free Methods for Early Damage Diagnosis using Nonlinear Ultrasound. To address the significant limitation of existing non-destructive evaluation techniques in detecting and characterising early damage, this project aims to discover the physical nature of self-generated nonlinear waves by structural damage and to explore its potential for an entirely new class of non-destructive evaluation and structural health monitoring techniques. Major applications are expected to include a baseline-free structural health monitoring technique capable of detecting and quantifying barely-visible impact damage in advanced composite materials, non-destructive evaluation of structures made by additive manufacturing, and detection of hard-to-inspect locations in unitised structures.Read moreRead less
Methods for Protein Structure Analysis by Electron Paramagnetic Resonance. This highly interdisciplinary project aims to establish new tools to analyse the structure and motions of proteins that are otherwise difficult to study. A combination of advanced biochemistry, modern magnetic spectroscopy methods, and high-performance computing techniques will be applied to study proteins at physiological concentrations and in complex environments. New techniques will be developed and tested on proteins ....Methods for Protein Structure Analysis by Electron Paramagnetic Resonance. This highly interdisciplinary project aims to establish new tools to analyse the structure and motions of proteins that are otherwise difficult to study. A combination of advanced biochemistry, modern magnetic spectroscopy methods, and high-performance computing techniques will be applied to study proteins at physiological concentrations and in complex environments. New techniques will be developed and tested on proteins of high biochemical or biomedical importance, and the approach will be applied to established drug targets.Read moreRead less
Discovery and applications of circular proteins. The many national benefits that will flow from this program include (i) new knowledge in plant biochemistry, peptide chemistry and protein engineering protected by a strong intellectual property position that will give Australia a competitive edge in relevant biotechnology applications; (ii) the training of a new generation of skilled researchers to drive a sustainable biotechnology sector in Australia; (iii) economic benefits from royalty returns ....Discovery and applications of circular proteins. The many national benefits that will flow from this program include (i) new knowledge in plant biochemistry, peptide chemistry and protein engineering protected by a strong intellectual property position that will give Australia a competitive edge in relevant biotechnology applications; (ii) the training of a new generation of skilled researchers to drive a sustainable biotechnology sector in Australia; (iii) economic benefits from royalty returns on drugs and agricultural products that will likely arise from the program; (iv) environment benefits due to a reduced need for chemical insecticides; and (v) social benefits due to a reduction in suffering from diseases for which drugs are developed as a result of this program.Read moreRead less
Partially Observable MDPs, Monte Carlo Methods, and Sustainable Fisheries. Partially Observable Markov Decision Processes (POMDPs) provide a general mathematical framework for sequential decision making under uncertainty. However, solving POMDPs effectively under realistic assumptions remains a challenging problem. This project aims to develop new efficient Monte Carlo algorithms to significantly advance the application of POMDPs to real-world decision problems involving complex action spaces an ....Partially Observable MDPs, Monte Carlo Methods, and Sustainable Fisheries. Partially Observable Markov Decision Processes (POMDPs) provide a general mathematical framework for sequential decision making under uncertainty. However, solving POMDPs effectively under realistic assumptions remains a challenging problem. This project aims to develop new efficient Monte Carlo algorithms to significantly advance the application of POMDPs to real-world decision problems involving complex action spaces and system dynamics. Both theoretical and algorithmic approaches will be applied to sustainable fishery management --- an important problem for Australia and an ideal context for POMDPs. The project will advance research in artificial intelligence, dynamical systems, and fishery operations, and benefit the national economy.Read moreRead less