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
High shear fluid flow driving carbon foundry for advanced manufacturing. This project aims to develop versatile continuous flow thin film microfluidic device technology for harnessing contact electrification generated by sub-micron high shear flows in fabricating novel and high-performance nano-carbons for which current methods are ineffective or impossible. This project expects to generate new knowledge on complex vortex fluid fields, their intricate interactions with external electric and magn ....High shear fluid flow driving carbon foundry for advanced manufacturing. This project aims to develop versatile continuous flow thin film microfluidic device technology for harnessing contact electrification generated by sub-micron high shear flows in fabricating novel and high-performance nano-carbons for which current methods are ineffective or impossible. This project expects to generate new knowledge on complex vortex fluid fields, their intricate interactions with external electric and magnetic fields and carbon nanostructure formation. Expected outcomes for this project include exquisite control on reforming nanocarbon with tuneable properties and unprecedented hetero-structures. This should provide significant benefits, such as in generating new processes and products for advanced manufacturing. Read moreRead less
Distributed quantum networks with cascaded superconducting circuits. At the heart of all communication is the need to establish strong correlations between remote sites. The non-local character of quantum correlations enables new communication protocols that are impossible with classical resources alone. This project aims to realise a novel class of superconducting devices capable of establishing quantum correlations between distant electronic chips through long-range irreversible interactions. ....Distributed quantum networks with cascaded superconducting circuits. At the heart of all communication is the need to establish strong correlations between remote sites. The non-local character of quantum correlations enables new communication protocols that are impossible with classical resources alone. This project aims to realise a novel class of superconducting devices capable of establishing quantum correlations between distant electronic chips through long-range irreversible interactions. The resulting technology will enable completely new approaches to quantum information processing in superconducting quantum circuits and provide a powerful platform to test the limits of the ability to engineer macroscopic quantum systems.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE230100972
Funder
Australian Research Council
Funding Amount
$382,462.00
Summary
Reaching deeper into neuronal networks using optical physics. Understanding the functions and intricacies of the brain is a fundamental challenge in scientific research. This project aims to develop new technologies to construct a microscope able to alter and make sense of neuronal activity in situ. This project also aims to investigate the precise role of a key brain region involved in sensory processing: the locus coeruleus. The results will reveal how this brain region influences brain dynami ....Reaching deeper into neuronal networks using optical physics. Understanding the functions and intricacies of the brain is a fundamental challenge in scientific research. This project aims to develop new technologies to construct a microscope able to alter and make sense of neuronal activity in situ. This project also aims to investigate the precise role of a key brain region involved in sensory processing: the locus coeruleus. The results will reveal how this brain region influences brain dynamics as well as behaviour. Expected outcomes include state of the art microscopes, high impact publications, and international collaborations. The anticipated benefits are the high quality training of the Australian workforce and further establishment of Australia as a leader in microscopy and neuroscience.Read moreRead less
Dielectric contrast imaging for 7 Tesla magnetic resonance applications. This project aims to develop novel radio-frequency (RF) technology, ensuring that the benefits of high-field magnetic resonance imaging (MRI) are available for a broader range of applications. This project will develop a new contrast mechanism directly related to the RF properties of individual tissue types, circumventing a limitation of intensity based imaging. This technology will enhance Australia’s global impact the dev ....Dielectric contrast imaging for 7 Tesla magnetic resonance applications. This project aims to develop novel radio-frequency (RF) technology, ensuring that the benefits of high-field magnetic resonance imaging (MRI) are available for a broader range of applications. This project will develop a new contrast mechanism directly related to the RF properties of individual tissue types, circumventing a limitation of intensity based imaging. This technology will enhance Australia’s global impact the development of imaging technology for healthcare, biomedical research and advanced diagnostics.Read moreRead less
Advanced Magnetic Resonance Imaging at 7 Tesla: Resolving the fundamental radiofrequency field-tissue interaction problem at ultra-high field. Ultra-high-field Magnetic Resonance Imaging (MRI) systems offer the potential for faster, more accurate diagnostic imaging. However, current applications are limited by the fundamental challenge of strong interactions between the electromagnetic field and human tissues, which result in poor image quality and/or compromised patient safety. Using a novel, s ....Advanced Magnetic Resonance Imaging at 7 Tesla: Resolving the fundamental radiofrequency field-tissue interaction problem at ultra-high field. Ultra-high-field Magnetic Resonance Imaging (MRI) systems offer the potential for faster, more accurate diagnostic imaging. However, current applications are limited by the fundamental challenge of strong interactions between the electromagnetic field and human tissues, which result in poor image quality and/or compromised patient safety. Using a novel, subject-specific imaging approach, this research will design and develop an ultra-high-field radiofrequency technology capable of offering high-performance imaging without jeopardising patient safety. This research will lay the groundwork for the translation of ultra-high field MRI research into clinical practice, generating new capabilities for diagnostic technologies.Read moreRead less