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
Discovery Early Career Researcher Award - Grant ID: DE220100487
Funder
Australian Research Council
Funding Amount
$450,000.00
Summary
Thermal hotspots detection in nanoscale two-dimensional electronics. The emergence of flexible nanoelectronics holds the promise to impact the way we live—from smart wearables to foldable smartphones. However, heat dissipation in the atomically-thin materials used for their conception has remained poorly understood due to their planar structures. This project aims at the detection and mapping of nanoscale thermal hotspots in flexible nanoelectronics devices using a two-dimensional-based optical ....Thermal hotspots detection in nanoscale two-dimensional electronics. The emergence of flexible nanoelectronics holds the promise to impact the way we live—from smart wearables to foldable smartphones. However, heat dissipation in the atomically-thin materials used for their conception has remained poorly understood due to their planar structures. This project aims at the detection and mapping of nanoscale thermal hotspots in flexible nanoelectronics devices using a two-dimensional-based optical thermometer. The expected outcome of this project is the development of a non-invasive thermometric technology that enables locating these critical nanoscale hotspots with nanoscale precision. This will lead to better design and manufacturing strategies for heat dissipation in these devices.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
Development and investigation of functional solid-state nano-pore membranes. This project aims to develop robust membranes with molecular size pores using atomically thin layers and silicon-based materials. Using state-of-the-art characterisation techniques and computer simulations it seeks to derive a fundamental understanding of the membrane formation processes and pore properties. Expected outcomes include industrially compatible fabrication processes that should enable rapid integration of t ....Development and investigation of functional solid-state nano-pore membranes. This project aims to develop robust membranes with molecular size pores using atomically thin layers and silicon-based materials. Using state-of-the-art characterisation techniques and computer simulations it seeks to derive a fundamental understanding of the membrane formation processes and pore properties. Expected outcomes include industrially compatible fabrication processes that should enable rapid integration of the membranes into advanced device applications as well as enhancing national capabilities for materials characterisation. Significant benefits should result from novel applications of the technologies in the areas of medical- and bio-sensing, filtration, and lab-on-the-chip devices.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