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Australian Laureate Fellowships - Grant ID: FL210100045
Funder
Australian Research Council
Funding Amount
$3,245,263.00
Summary
Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected ....Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected outcomes are neuromorphic computers that operate efficiently—with low-energy cost—and rapidly—achieving speeds impossible with conventional electronic approaches. The anticipated benefits are transformative technologies for AI, new applications across society, and new tools for exploring brain function and cognition.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL200100096
Funder
Australian Research Council
Funding Amount
$3,367,940.00
Summary
Mapping the genetic and lifestyle landscape of Healthy Ageing. This project aims to dissect how genes interact with the environment to control healthy ageing using a multidisciplinary approach combining state-of-the-art omics technologies, metabolic and ageing phenotyping and genetic analysis and a highly diverse model system. The project is expected to establish fundamental new understanding of the ageing process by identifying genes that regulate ageing either alone or in response to diet; by ....Mapping the genetic and lifestyle landscape of Healthy Ageing. This project aims to dissect how genes interact with the environment to control healthy ageing using a multidisciplinary approach combining state-of-the-art omics technologies, metabolic and ageing phenotyping and genetic analysis and a highly diverse model system. The project is expected to establish fundamental new understanding of the ageing process by identifying genes that regulate ageing either alone or in response to diet; by defining the mechanism by which such genes control ageing and by identifying biomarkers that predict different ageing outcomes. This knowledge will contribute to future strategies based on genetic testing and biomarkers to optimise healthy ageing in humans. Read moreRead less
Australian Laureate Fellowships - Grant ID: FL150100106
Funder
Australian Research Council
Funding Amount
$2,951,945.00
Summary
Bio-metrology and modelling of a complex system: the malaria parasite. Bio-metrology and modelling of a complex system: the malaria parasite: This fellowship project aims to develop a cross-disciplinary program to measure, model and manipulate a complex cellular system — sexual differentiation of the human malaria parasite. Combining life and physical sciences with powerful imaging techniques, the project seeks to develop quantitative biochemical, biophysical and modelling techniques to probe a ....Bio-metrology and modelling of a complex system: the malaria parasite. Bio-metrology and modelling of a complex system: the malaria parasite: This fellowship project aims to develop a cross-disciplinary program to measure, model and manipulate a complex cellular system — sexual differentiation of the human malaria parasite. Combining life and physical sciences with powerful imaging techniques, the project seeks to develop quantitative biochemical, biophysical and modelling techniques to probe a complex system in a way previously not possible. It expects to integrate and correlate thousands of measurements of the dynamic processes inside cells and use these datasets to generate rigorous and sophisticated mathematical models that can predict drivers of commitment for transformation of the parasite to a sexual phase in preparation for transmission to mosquitoes. This holistic approach hopes to deliver new biotechnology and biomedical outcomes, including new ways to combat disease in livestock and humans.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL160100139
Funder
Australian Research Council
Funding Amount
$2,965,538.00
Summary
Outside-In: Strain stiffening as a key to cell control. Outside-In: Strain stiffening as a key to cell control. This research project aims to unravel the highly complex mechanical behaviour of the extracellular matrix, and develop a whole new class of sophisticated and responsive extracellular matrix (ECM) materials. In any multicellular organism, the ECM provides cells with essential mechanical (such as strain stiffening) and biochemical support. The ECM is also critical for biological processe ....Outside-In: Strain stiffening as a key to cell control. Outside-In: Strain stiffening as a key to cell control. This research project aims to unravel the highly complex mechanical behaviour of the extracellular matrix, and develop a whole new class of sophisticated and responsive extracellular matrix (ECM) materials. In any multicellular organism, the ECM provides cells with essential mechanical (such as strain stiffening) and biochemical support. The ECM is also critical for biological processes inside the cell, including proliferation, differentiation and migration. Exactly how the physical and chemical properties of ECMs on the outside of the cell modify the behaviour of a cell on the inside remains unclear. Outcomes would include a blueprint for synthetic ECMs, pushing the boundaries of materials development in the biological and life sciences.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL190100149
Funder
Australian Research Council
Funding Amount
$3,280,000.00
Summary
Autonomous learning for decision making in complex situations. The project aims to create a novel research direction – autonomous machine learning for data-driven decision-making – that innovatively and effectively learns from big data to support decision-making in complex (massive, uncertain, dynamic) situations. A set of new theories, methodologies and algorithms will give artificial intelligence the ability to learn autonomously from data to enable machine learning capability to effectively h ....Autonomous learning for decision making in complex situations. The project aims to create a novel research direction – autonomous machine learning for data-driven decision-making – that innovatively and effectively learns from big data to support decision-making in complex (massive, uncertain, dynamic) situations. A set of new theories, methodologies and algorithms will give artificial intelligence the ability to learn autonomously from data to enable machine learning capability to effectively handle tremendous uncertainties in data, learning processes and decision outputs, particularly enabling smart learning in massive domains, massive streams, and massive-agent sequentially changing environments. The project’s outcomes are expected to improve data-driven decision-making in multiple industry sectors.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL230100100
Funder
Australian Research Council
Funding Amount
$3,300,000.00
Summary
Forces in Nature: Tissue mechanics and cell sociology. Epithelial cells cover surfaces in the body, forming a shield to protect us from the environment. Despite their importance, we understand poorly how the cells communicate. This project aims to test the novel concept that epithelial cells communicate via transmission and detection of mechanical forces, using an innovative combination of cellular and biophysical experiments and physical theory. The expected outcomes are new knowledge, interdis ....Forces in Nature: Tissue mechanics and cell sociology. Epithelial cells cover surfaces in the body, forming a shield to protect us from the environment. Despite their importance, we understand poorly how the cells communicate. This project aims to test the novel concept that epithelial cells communicate via transmission and detection of mechanical forces, using an innovative combination of cellular and biophysical experiments and physical theory. The expected outcomes are new knowledge, interdisciplinary training for young scientists, new national research capacity and growing international collaborations. Benefits include enhancing Australia’s scientific linkages and research capacity and providing fundamental knowledge that could lead to future advances in bioengineering and drug discovery. Read moreRead less
Australian Laureate Fellowships - Grant ID: FL140100179
Funder
Australian Research Council
Funding Amount
$2,800,000.00
Summary
Controlling gene expression with synthetic RNA-binding proteins. Controlling gene expression with synthetic RNA-binding proteins. The growth and development of living organisms is largely determined by the genes they contain, but converting the genetic information into biological activity requires intermediary processes involving RNA and proteins that bind to and process RNA. This project aims to understand how the largest class of RNA-binding protein in plants recognise their target RNAs and ai ....Controlling gene expression with synthetic RNA-binding proteins. Controlling gene expression with synthetic RNA-binding proteins. The growth and development of living organisms is largely determined by the genes they contain, but converting the genetic information into biological activity requires intermediary processes involving RNA and proteins that bind to and process RNA. This project aims to understand how the largest class of RNA-binding protein in plants recognise their target RNAs and aims to develop custom-designed proteins for switching genes on or off. This technology will be used to create new hybrid cereal varieties and will also be valuable for applications in human health, such as the correction of genetic mutations.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL130100038
Funder
Australian Research Council
Funding Amount
$2,796,748.00
Summary
Molecular machines and bacterial cell biology. This project will deliver a detailed understanding and visual rendering of molecular machines at work on the surface of bacteria. This ground-breaking research provides unique training opportunities for research students and staff: with projects driving frontier technology, and the transfer of new technological capabilities to Australia.
Australian Laureate Fellowships - Grant ID: FL210100107
Funder
Australian Research Council
Funding Amount
$2,960,000.00
Summary
Tracking nanoparticles: from cell culture to in vivo delivery. Understanding how cells function in the ‘real-time’ context of a living organism is a key challenge in the new era of cell biology. Using super-resolution light microscopy and state-of-the-art correlative electron microscopy together with model systems, this Fellowship aims to deliver new understandings of cells in their natural environment. Significantly, the project will elucidate how proteins or nanoparticles pass from the bloodst ....Tracking nanoparticles: from cell culture to in vivo delivery. Understanding how cells function in the ‘real-time’ context of a living organism is a key challenge in the new era of cell biology. Using super-resolution light microscopy and state-of-the-art correlative electron microscopy together with model systems, this Fellowship aims to deliver new understandings of cells in their natural environment. Significantly, the project will elucidate how proteins or nanoparticles pass from the bloodstream into tissues and then into cells, and in doing so deliver much-needed knowledge of protein and particle trafficking in situ. Outcomes and benefits include leading-edge fundamental science into the function of cells, education, outreach and building of Australian capacity in high-demand skill sets.Read moreRead less
Australian Laureate Fellowships - Grant ID: FL200100057
Funder
Australian Research Council
Funding Amount
$3,311,491.00
Summary
Dynamic Proteins for Nutritious Future Crops. This project aims to understand the processes and genes that regulate synthesis and degradation of proteins in wheat and barley plants. This project will develop methodologies and a new field of research for optimising protein stability in crops. Its significance lies in defining new ways to control protein abundance to increase crop performance and quality and increase the value of recombinant proteins for biotech industries. Expected outcomes will ....Dynamic Proteins for Nutritious Future Crops. This project aims to understand the processes and genes that regulate synthesis and degradation of proteins in wheat and barley plants. This project will develop methodologies and a new field of research for optimising protein stability in crops. Its significance lies in defining new ways to control protein abundance to increase crop performance and quality and increase the value of recombinant proteins for biotech industries. Expected outcomes will enable the protein abundance in plant cells to be designed and control selective protein degradation in plants for the first time. Benefits will include building biotechnology capacity in WA, brokering new collaborations and providing an ideal training environment for students and postdocs.Read moreRead less