Robust, valid and interpretable deep learning for quantitative imaging. One of the biggest challenges in employing artificial intelligence is the “black-box” nature of the models used. This project aims to improve the effectiveness and trustworthiness of deep learning within quantitative magnetic resonance imaging. Deep learning has great promise in speeding-up complex image processing tasks, but currently suffers from variable data inputs, predictions are not guaranteed to be plausible and it i ....Robust, valid and interpretable deep learning for quantitative imaging. One of the biggest challenges in employing artificial intelligence is the “black-box” nature of the models used. This project aims to improve the effectiveness and trustworthiness of deep learning within quantitative magnetic resonance imaging. Deep learning has great promise in speeding-up complex image processing tasks, but currently suffers from variable data inputs, predictions are not guaranteed to be plausible and it is not clear to the end user how reliable the results are. The outcomes intend to deliver advanced knowledge and capability in artificial intelligence and machine learning that Australia urgently needs to capitalise on bringing deep learning into practical applications delivering economic, commercial and social impact.Read moreRead less
Unlocking the potential of quantitative x-ray micro-tomography. This project aims to build on two new ideas in data acquisition and 3D image reconstruction to bring 3D X-ray microscopy or computed tomography (CT) into advanced research use as well as common industrial applications. In the past 10 years, CT has improved our understanding in areas ranging from the evolution of life and osteoporosis to composite material failure and oil recovery. However, the full potential of CT remains unrealised ....Unlocking the potential of quantitative x-ray micro-tomography. This project aims to build on two new ideas in data acquisition and 3D image reconstruction to bring 3D X-ray microscopy or computed tomography (CT) into advanced research use as well as common industrial applications. In the past 10 years, CT has improved our understanding in areas ranging from the evolution of life and osteoporosis to composite material failure and oil recovery. However, the full potential of CT remains unrealised because crucial features in structure and composition are overlooked by simplistic algorithms. Users cannot directly capture quantities of interest such as key compositional variation or defects, and workflows are poorly adapted for large-scale use in industrial fabrication or phenomics. This project aims to address these shortcomings using advanced mathematics and algorithms.Read moreRead less
Advanced Signal Processing for Radiation Spectroscopy. Southern Innovation develops and markets world-leading pulse processing technologies for the rapid, accurate detection and measurement of radiation. The underlying real-time signal processing challenge relates to isolating often overlapping pulses, determining when each pulse arrived and the energy of each pulse. Recent advances in the computational power of digital signal processing boards makes it timely to develop innovative pulse process ....Advanced Signal Processing for Radiation Spectroscopy. Southern Innovation develops and markets world-leading pulse processing technologies for the rapid, accurate detection and measurement of radiation. The underlying real-time signal processing challenge relates to isolating often overlapping pulses, determining when each pulse arrived and the energy of each pulse. Recent advances in the computational power of digital signal processing boards makes it timely to develop innovative pulse processing algorithms based on optimal filtering of stochastic processes. It is expected that these algorithms will have widespread impact, both commercially for minerals exploration, materials analysis, medical imaging and security screening, and scientifically for improving the performance of synchrotrons and other equipment.Read moreRead less
Foundation technology for quantum measurement, sensing and computing. This project will advance quantum control of cold ions, atoms and diamond colour centres for application of quantum science to high-tech problems, from ion-based quantum computing to diamond-based quantum imaging inside living cells.
Optical technology for quantum science. This project aims to develop and commercialise optical cavity and frequency stabilisation technology to generate laser light at new and precise wavelengths. Australia plays a leading role internationally in quantum science, a burgeoning area of research where fundamental quantum mechanical principles underpin exciting new technological applications, such as ion-based quantum computing, ultracold atom sensing for geo-exploration and defence, and nanoscale i ....Optical technology for quantum science. This project aims to develop and commercialise optical cavity and frequency stabilisation technology to generate laser light at new and precise wavelengths. Australia plays a leading role internationally in quantum science, a burgeoning area of research where fundamental quantum mechanical principles underpin exciting new technological applications, such as ion-based quantum computing, ultracold atom sensing for geo-exploration and defence, and nanoscale imaging inside living human cells. This project aims to continue and develop this role.Read moreRead less
ARC Centre of Excellence for All Sky Astrophysics in 3 Dimensions. This Centre aims to answer fundamental questions in astrophysics including the origin of matter and the periodic table of elements, and the origin of ionisation in the Universe. It intends to use Australian three-dimensional technology to transform our understanding of the Universe. It will unify world-leading Australian optical and radio surveys with theoretical simulations and new e-Science techniques for Peta-scale data sets. ....ARC Centre of Excellence for All Sky Astrophysics in 3 Dimensions. This Centre aims to answer fundamental questions in astrophysics including the origin of matter and the periodic table of elements, and the origin of ionisation in the Universe. It intends to use Australian three-dimensional technology to transform our understanding of the Universe. It will unify world-leading Australian optical and radio surveys with theoretical simulations and new e-Science techniques for Peta-scale data sets. The Centre will also nurture young scientific leaders and make high-school students interested in STEM sciences through education and outreach programmes. It is expected the research will propel Australia to the forefront of astronomical research for the coming decade while capitalising on innovative instrumentation.Read moreRead less
Agile synthesizers for quantum computing, simulation and sensing. The project aims to develop breakthrough technology for generating the complex radio and microwave pulses that underpin the revolution in quantum computing and quantum sensing. Quantum technologies are rapidly emerging from laboratory to real-world applications including neural imaging, defence surveillance, and mining exploration, but further advances require increased precision and flexibility in controlling the quantum states ....Agile synthesizers for quantum computing, simulation and sensing. The project aims to develop breakthrough technology for generating the complex radio and microwave pulses that underpin the revolution in quantum computing and quantum sensing. Quantum technologies are rapidly emerging from laboratory to real-world applications including neural imaging, defence surveillance, and mining exploration, but further advances require increased precision and flexibility in controlling the quantum states at the heart of these new capabilities. Our innovative and more flexible approach to signal generation requires a fraction of the size, weight, power and cost of conventional approaches, enabling the translation of quantum technology to commercial practicality.Read moreRead less
A versatile optical wavelength and mode switching device for future telecommunication networks. This project will develop a next generation switching device for future fibre optical communication networks that will divide their information among several modes of specialty fibre. This device will be a key component for allowing network operators to move to these novel mode-multiplexed networks in order to overcome the looming capacity crunch.
Discovery Early Career Researcher Award - Grant ID: DE150101665
Funder
Australian Research Council
Funding Amount
$345,000.00
Summary
Nanophotonic engineering for Petabyte 3D opto-magnetic data storage. To tackle the capacity bottleneck of current big data centres enabled by hard disk drives, this project aims to investigate an entirely new concept of petabyte 3D opto-magnetic data storage by nanophotonic engineering of the Inverse Faraday Effect (IFE) based on breakthrough achievements in 3D orientation-unlimited polarisation control and the innovative discovery of the polarisation dependent IFE. This project aims to produce ....Nanophotonic engineering for Petabyte 3D opto-magnetic data storage. To tackle the capacity bottleneck of current big data centres enabled by hard disk drives, this project aims to investigate an entirely new concept of petabyte 3D opto-magnetic data storage by nanophotonic engineering of the Inverse Faraday Effect (IFE) based on breakthrough achievements in 3D orientation-unlimited polarisation control and the innovative discovery of the polarisation dependent IFE. This project aims to produce cutting-edge opto-magnetic information technologies to revolutionise magnetic storage industries and provide a new paradigm of exabyte data centres for a sustainable future, thereby maximising Australia's competitive advantage in the emerging big data sector.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120100291
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
Refractive index manipulation in photonic bandgap materials for highly efficient far-field three-dimensional nonlinear nanofocusing. The project will extend our fundamental knowledge and advance the science of functional negative-index materials. The outcome will address the great challenge of nanofocusing in an integrated optical system, leading to more powerful and energy sustainable systems beneficial for the green photonics and other industries.