Biophysics-informed deep learning framework for magnetic resonance imaging. This project aims to bring about a paradigm shift from the conventional non-quantitative magnetic resonance imaging to ultra-fast, quantitative, and artefact free imaging. This project integrates biophysics and artificial intelligence, and it is expected to bring new knowledge in both fields. The expected outcomes of this project include next generation magnetic resonance imaging methods with a fundamental shift in the ....Biophysics-informed deep learning framework for magnetic resonance imaging. This project aims to bring about a paradigm shift from the conventional non-quantitative magnetic resonance imaging to ultra-fast, quantitative, and artefact free imaging. This project integrates biophysics and artificial intelligence, and it is expected to bring new knowledge in both fields. The expected outcomes of this project include next generation magnetic resonance imaging methods with a fundamental shift in the approach to image artefacts and image quantification. This project is expected to advance both single subject and population level biomedical imaging with greater accuracy and cost-effectiveness. This project also promotes explainable and generalisable artificial intelligence in medical imaging.Read moreRead less
Non-invasive and safe human-machine interface (HMI) systems . This project aims to establish novel non-invasive human-machine interface systems based on multi-modal sensing and machine learning to intuitively command and control robotic and autonomous systems safely interacting and cooperating with humans. This will be achieved by harnessing the synergies across design optimisation, multi-modal sensing, additive manufacturing, machine learning, and assistive and cooperative robotic devices. Expe ....Non-invasive and safe human-machine interface (HMI) systems . This project aims to establish novel non-invasive human-machine interface systems based on multi-modal sensing and machine learning to intuitively command and control robotic and autonomous systems safely interacting and cooperating with humans. This will be achieved by harnessing the synergies across design optimisation, multi-modal sensing, additive manufacturing, machine learning, and assistive and cooperative robotic devices. Expected outcomes are a novel human-machine interface methodology, a new multi-purpose wearable data glove, and function and application-specific machine learning methods for cutting-edge applications in assistive robotic devices such as a prosthetic hand, advanced manufacturing, construction and agriculture.Read moreRead less
Portable three-dimensional ultra-low field MRI. This project aims to address low signal-to-noise ratio in ultra-low-field (ULF) MRI, using dynamic, mechanically-operated small permanent magnet arrays to generate magnetic fields needed for pre-polarisation and spatial encoding. Superconducting magnets make conventional MRI scanners too heavy and expensive for much of the world’s population. ULF MRI instruments offer image contrast mechanisms, are less costly and potentially portable, so can be us ....Portable three-dimensional ultra-low field MRI. This project aims to address low signal-to-noise ratio in ultra-low-field (ULF) MRI, using dynamic, mechanically-operated small permanent magnet arrays to generate magnetic fields needed for pre-polarisation and spatial encoding. Superconducting magnets make conventional MRI scanners too heavy and expensive for much of the world’s population. ULF MRI instruments offer image contrast mechanisms, are less costly and potentially portable, so can be used in unconventional situations. This project will design, construct and evaluate an instrument capable of three-dimensional 3D ULF-MRI. This technology is expected to be useable in field hospitals and emergency settings, and to benefit fields including magnetic refrigeration and remote sensing.Read moreRead less
Rotating Radiofrequency Phased-array for 7 Tesla Magnetic Resonance Imaging. This project aims to develop a new type of radiofrequency coil array to ensure high-field magnetic resonance imaging (MRI), with all its benefits, is available for a broader range of applications. High-field MRI offers faster scans with more detailed images than lower field systems. This enhanced sensitivity potentially enables smaller structures to be resolved in the body. At high fields, however, standard radiofrequen ....Rotating Radiofrequency Phased-array for 7 Tesla Magnetic Resonance Imaging. This project aims to develop a new type of radiofrequency coil array to ensure high-field magnetic resonance imaging (MRI), with all its benefits, is available for a broader range of applications. High-field MRI offers faster scans with more detailed images than lower field systems. This enhanced sensitivity potentially enables smaller structures to be resolved in the body. At high fields, however, standard radiofrequency coils, an essential component of MRI systems, can distort images and induce potentially harmful tissue heating. The aim is to design and develop a rotating multi-channel radiofrequency coil array, with dedicated image reconstruction software, to overcome these limitations. This would facilitate detailed images that can be obtained quickly and safely.Read moreRead less
In vivo mechano-microscopy: a discovery platform for cell mechanics. This project aims to develop a platform for quantitative 3-D imaging of cell elasticity in tissue which may make possible new discoveries in cell mechanics. Mechanical properties, in concert with chemical properties, act to determine the function and behaviour of cells, and play a vital role in diseases such as cancer. Measurement of the mechanical properties of the cell in its native tissue environment, currently not possible, ....In vivo mechano-microscopy: a discovery platform for cell mechanics. This project aims to develop a platform for quantitative 3-D imaging of cell elasticity in tissue which may make possible new discoveries in cell mechanics. Mechanical properties, in concert with chemical properties, act to determine the function and behaviour of cells, and play a vital role in diseases such as cancer. Measurement of the mechanical properties of the cell in its native tissue environment, currently not possible, could accelerate the understanding of cell mechanics. This project plans to develop in vivo mechano-microscopy by combining innovations in optical microscopy, micro-mechanical loading, and computational methods. It then plans to demonstrate its capability by producing the first 3-D elasticity maps of skeletal muscle cells in living animals.Read moreRead less
A Multi-Optrode Array for Closed-Loop Bionics. We will design, implement and characterise a disruptive multi-channel optrode array (MOA) to record and stimulate excitable living tissue. The MOA will be a combination of individual optical electrodes (optrodes) that either comprise a new class of liquid crystals, used to passively sense extracellular biopotentials, or microphotovoltaic cells that will be used for electrical stimulation of excitable tissue. By employing light for communication with ....A Multi-Optrode Array for Closed-Loop Bionics. We will design, implement and characterise a disruptive multi-channel optrode array (MOA) to record and stimulate excitable living tissue. The MOA will be a combination of individual optical electrodes (optrodes) that either comprise a new class of liquid crystals, used to passively sense extracellular biopotentials, or microphotovoltaic cells that will be used for electrical stimulation of excitable tissue. By employing light for communication with optrodes, this new approach alleviates many of the wiring, packaging and encapsulation issues associated with existing devices. Computational modelling and in vitro testing in cardiac tissue and retinal neurons will demonstrate the utility of the MOA to sense and control electrical activity.Read moreRead less
Bio-inspired conducting peptide nanowires for bioelectronic applications. Some bacteria possess a natural conductive tail constructed from proteins (called a nanowire) that has metal-like conductivity. The electrical signals in these nanowires are carried through aromatic groups in the peptides and/or attached cytochromes. This project addresses the design and assembly of conducting peptide-based fibrils inspired by these nanowires. It has already been shown that peptides can, by design, self-as ....Bio-inspired conducting peptide nanowires for bioelectronic applications. Some bacteria possess a natural conductive tail constructed from proteins (called a nanowire) that has metal-like conductivity. The electrical signals in these nanowires are carried through aromatic groups in the peptides and/or attached cytochromes. This project addresses the design and assembly of conducting peptide-based fibrils inspired by these nanowires. It has already been shown that peptides can, by design, self-assemble into long thermostable fibrils that support cell growth and development. The project’s goal is now to create cost-effective, non-toxic, conducting peptide fibrils that can be used in water or physiological environments for bioelectronics applications.Read moreRead less
Super-resolution imaging techniques based on van der Waals materials. This project aims to address the most pressing challenges in the field of super-resolution fluorescence nanoscopies, which underpin a vast range of biomedical imaging and sensing applications. The project will develop fluorescent probes and new imaging schemes that are simultaneously ultra-bright, photostable, biocompatible and do not require the use of high-power lasers that damage samples during image acquisition. This will ....Super-resolution imaging techniques based on van der Waals materials. This project aims to address the most pressing challenges in the field of super-resolution fluorescence nanoscopies, which underpin a vast range of biomedical imaging and sensing applications. The project will develop fluorescent probes and new imaging schemes that are simultaneously ultra-bright, photostable, biocompatible and do not require the use of high-power lasers that damage samples during image acquisition. This will be achieved by exploiting unique properties of recently-discovered quantum emitters in van der Waals nanomaterials. The project outcomes will yield a new approach to super-resolution imaging, advance understanding of quantum emitters, and develop new techniques for the processing of van der Waals materials. This is expected to have applications in a diverse range of sectors, and enable new markets in nanotechnology and manufacturing of high-performance Australian-made products.Read moreRead less
Towards direct imaging of neuronal currents with MRI. This project aims to develop novel neuronal current magnetic resonance imaging (nc-MRI) methods that harness the oscillatory behaviour of neuronal magnetic fields. Current methods of detecting neuronal activity in the living human brain have limited spatial and temporal resolution. Use of nc-MRI aims to overcome these limitations by imaging the effects on the MRI signal of small transient magnetic fields associated with neuronal activity. Sig ....Towards direct imaging of neuronal currents with MRI. This project aims to develop novel neuronal current magnetic resonance imaging (nc-MRI) methods that harness the oscillatory behaviour of neuronal magnetic fields. Current methods of detecting neuronal activity in the living human brain have limited spatial and temporal resolution. Use of nc-MRI aims to overcome these limitations by imaging the effects on the MRI signal of small transient magnetic fields associated with neuronal activity. Signal-to-noise ratio is at the limits of detectability using current imaging systems and nc-MRI is yet to be convincingly demonstrated. An integrated framework for simulating nc-MRI in the visual cortex is expected to be developed.Read moreRead less
Three dimensional (3D) optical coherence tomography in cancer. This project will establish for the first time how well 3D optical coherence tomography, a form of medical imaging, can image cancer. Based on this, a version built into a needle will be developed which will enable extension much deeper into tissues than previously possible to image cancer and to guide related surgical procedures.