Understanding bone structure evolution using machine learning. Bone remodeling is the ancient process of bone resorption and formation that optimises material properties and has led to evolution of terrestrial vertebrates. To date it is not understood how remodeling achieves tuning of bone material. This proposal aims to develop a machine learning based approach, linking computational modeling and imaging to address this problem. Intended outcomes are development of a multiscale model of remodel ....Understanding bone structure evolution using machine learning. Bone remodeling is the ancient process of bone resorption and formation that optimises material properties and has led to evolution of terrestrial vertebrates. To date it is not understood how remodeling achieves tuning of bone material. This proposal aims to develop a machine learning based approach, linking computational modeling and imaging to address this problem. Intended outcomes are development of a multiscale model of remodeling and machine learning algorithms for image analysis. This approach will help establish a structural-functional link between remodeling and bone material optimisation which ultimately provides significant benefits for bone tissue engineering, fracture healing and improved therapies for osteoporosis. Read moreRead less
A novel precision-engineered microfluidic chip for wear particle research. This project aims to develop 1- novel protocols to generate clinically-relevant wear particles from spinal implants in-vitro and 2- a technological framework for the fabrication of a novel microfluidic 3D spinal implant-on-a-chip with tailored mechanical, material and biological properties. This will provide a cost-effective tool, currently unavailable, that allows investigation into the impact of wear particles on health ....A novel precision-engineered microfluidic chip for wear particle research. This project aims to develop 1- novel protocols to generate clinically-relevant wear particles from spinal implants in-vitro and 2- a technological framework for the fabrication of a novel microfluidic 3D spinal implant-on-a-chip with tailored mechanical, material and biological properties. This will provide a cost-effective tool, currently unavailable, that allows investigation into the impact of wear particles on healthy spinal disc cells. We expect our technological framework to become an invaluable tool for biomedical engineers, biologists, and bio-engineers to work together and generate clinically relevant in-vitro data that supports optimisation for spinal implant design, fabrication, and safety. Read moreRead less
Tissue Bio-physicochemical Quantification Using Magnetic Resonance Imaging. This project aims to develop novel magnetic resonance imaging methods to investigate tissue structure and function. Current MRI technologies use standard water-based contrast mechanisms to generate images with limited tissue information. In contrast, this project expects to provide a non-invasive, ultra-high-resolution MRI technology that measures the electrical, magnetic, and chemical signals generated from the human bo ....Tissue Bio-physicochemical Quantification Using Magnetic Resonance Imaging. This project aims to develop novel magnetic resonance imaging methods to investigate tissue structure and function. Current MRI technologies use standard water-based contrast mechanisms to generate images with limited tissue information. In contrast, this project expects to provide a non-invasive, ultra-high-resolution MRI technology that measures the electrical, magnetic, and chemical signals generated from the human body. Thus, the new imaging methods can probe deeper biological functionality while examining tissue structure. The potential benefits include: expanding the scope and capabilities of current MRI, facilitating a wide range of imaging-based research and applications, and accelerating knowledge expansion in life science.Read moreRead less
A Biologically Responsive and Anatomically Authentic Human Nasal Model. As respiratory conditions caused by pollutants and viruses become more prevalent, human nasal models to study infection/protection mechanisms and nasal drug/vaccine delivery are increasingly important. This project aims to develop a world-first human nasal model to mimic both anatomical and biological aspects of the nasal cavity and predict the distribution and deposition of fine particles and the resultant biological respon ....A Biologically Responsive and Anatomically Authentic Human Nasal Model. As respiratory conditions caused by pollutants and viruses become more prevalent, human nasal models to study infection/protection mechanisms and nasal drug/vaccine delivery are increasingly important. This project aims to develop a world-first human nasal model to mimic both anatomical and biological aspects of the nasal cavity and predict the distribution and deposition of fine particles and the resultant biological response from the nasal mucosa. The aim is to overcome a key fabrication challenge - to 3D print an anatomically accurate nasal construct with a porous wall on which to grow and mature functional nasal tissue that lines a nasal cavity wall. The benefit would be enabling faster development of more targeted drugs and vaccines.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE240100128
Funder
Australian Research Council
Funding Amount
$450,000.00
Summary
Engineering microenvironments to regulate osteocyte 3D networks in vitro. Most knowledge of bone is based on only a fraction of cells found in bone because the majority of cells in our bones (called osteocyte cell networks) cannot easily be grown or studied outside the body. This results in the inability to understand how the bone organ functions. Using bioinspired engineering, this project will use advanced biomaterials to biofabricate, for the first time, osteocyte cell networks in vitro. By u ....Engineering microenvironments to regulate osteocyte 3D networks in vitro. Most knowledge of bone is based on only a fraction of cells found in bone because the majority of cells in our bones (called osteocyte cell networks) cannot easily be grown or studied outside the body. This results in the inability to understand how the bone organ functions. Using bioinspired engineering, this project will use advanced biomaterials to biofabricate, for the first time, osteocyte cell networks in vitro. By unravelling how they are formed and controlled by manipulating their microenvironment, we will discover how different types of bones are formed. The benefits will be a valuable tool for the bone research community, allowing unresolved questions to be addressed in the future, such as how bone forms, repairs, and remodels.Read moreRead less
Ultrathin Gold Nanocrystal Conductors for Wearable Epidermal Biofuel Cells. This project aims to fabricate ultrathin, soft yet stretchable gold nanocrystal conductors to push the thickness limit of next-generation soft bioelectrodes for fabrication of wearable epidermal biofuel cells. This will generate new knowledge and patentable technologies related to design/fabrication of soft nanocrystal conductors, bioanode and biocathode, which require to be thin, soft, conductive and biocompatible. Expe ....Ultrathin Gold Nanocrystal Conductors for Wearable Epidermal Biofuel Cells. This project aims to fabricate ultrathin, soft yet stretchable gold nanocrystal conductors to push the thickness limit of next-generation soft bioelectrodes for fabrication of wearable epidermal biofuel cells. This will generate new knowledge and patentable technologies related to design/fabrication of soft nanocrystal conductors, bioanode and biocathode, which require to be thin, soft, conductive and biocompatible. Expected outcomes of this project include enhanced national capacity in disruptive wearable bioelectronics, strengthening international collaborations, unskilled workforce training, as well as advancement of Australian knowledge base in the fields of nanotechnology, materials science, energy, biosensors and bioelectronics.Read moreRead less
Engineering nanoscale tools for cellular interrogation. The aim is to address fundamental hurdles to engineering seamless nanobiointerfaces between electroactive nanoscale tools and living cells. This is expected to allow efficient delivery of many bioactive cargo types into cells, intracellular sampling of cytosol contents, and probing of action potential, all at the cell—material interface. New, powerful, electroactive nanoscale tools that deliver precise spatio-temporal resolution and minimal ....Engineering nanoscale tools for cellular interrogation. The aim is to address fundamental hurdles to engineering seamless nanobiointerfaces between electroactive nanoscale tools and living cells. This is expected to allow efficient delivery of many bioactive cargo types into cells, intracellular sampling of cytosol contents, and probing of action potential, all at the cell—material interface. New, powerful, electroactive nanoscale tools that deliver precise spatio-temporal resolution and minimal invasiveness and perturbation are likely to transform ex-vivo cellular processes. The intended outcomes are crucial for maximising precision in engineering and implementing of ex-vivo cellular processes. Fundamental advances in knowledge may eventually be a platform for developing cell-based therapies.
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Next-generation methods for transport in poroelastic media with interfaces. Deformable porous structures are ubiquitous in the design of materials such as filters, sponges, and prosthetics. They often show complex mechano-chemical processes that occur across several spatio-temporal scales. To mathematically describe them requires coupled sets of nonlinear, multiphysical, and multiscale equations. This makes the design of accurate, efficient numerical methods challenging. The Fellowship aims to a ....Next-generation methods for transport in poroelastic media with interfaces. Deformable porous structures are ubiquitous in the design of materials such as filters, sponges, and prosthetics. They often show complex mechano-chemical processes that occur across several spatio-temporal scales. To mathematically describe them requires coupled sets of nonlinear, multiphysical, and multiscale equations. This makes the design of accurate, efficient numerical methods challenging. The Fellowship aims to address the mathematical characteristics encountered in poromechanics equations and their discretisation methods, and to devise novel mathematical and computational techniques for extending the analysis to cases where large deformations and the presence of interfaces and coupling with other neighbouring elements are relevant.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE230100435
Funder
Australian Research Council
Funding Amount
$428,568.00
Summary
Measuring and predicting sea spray spume droplets in the field. Sea spray spume droplets modulate heat and moisture fluxes between the ocean and atmosphere. These fluxes are a major source of uncertainty in extreme weather forecasting models due to a lack of reliable field measurement techniques. This project aims to develop a novel measurement technique to measure sea spray and generate new knowledge on the magnitude and nature of sea spray spume production. Expected outcomes include novel tool ....Measuring and predicting sea spray spume droplets in the field. Sea spray spume droplets modulate heat and moisture fluxes between the ocean and atmosphere. These fluxes are a major source of uncertainty in extreme weather forecasting models due to a lack of reliable field measurement techniques. This project aims to develop a novel measurement technique to measure sea spray and generate new knowledge on the magnitude and nature of sea spray spume production. Expected outcomes include novel tools, a baseline dataset of sea spray field observations and predictive capabilities. Providing critical information to forecast extreme weather and tropical cyclones, this research will improve accuracy of coastal weather hazard prediction providing many social and economic benefits for Australia and other nations.Read moreRead less
Industry Laureate Fellowships - Grant ID: IL230100205
Funder
Australian Research Council
Funding Amount
$3,509,590.00
Summary
Recycling Innovations to Transform Electronic Waste into Green Metals. Essential materials needed to achieve sovereign capability and electrification goals are in critical short supply yet are being discarded in mountains of electronic waste. This Green Metals project aims to develop scalable technology to recover valuable metals from complex wastes, to be deployed locally and regionally. The significance of the proposal is it directly addresses key national priorities around reducing waste, boo ....Recycling Innovations to Transform Electronic Waste into Green Metals. Essential materials needed to achieve sovereign capability and electrification goals are in critical short supply yet are being discarded in mountains of electronic waste. This Green Metals project aims to develop scalable technology to recover valuable metals from complex wastes, to be deployed locally and regionally. The significance of the proposal is it directly addresses key national priorities around reducing waste, boosting recycling, creating advanced manufacturing capability. Outcomes expected are recovering metals needed for future products, scalable microrecycling solutions and new materials supply chains. Significant benefits include new jobs and skills, reduced waste, advanced capability, new business opportunities and markets.Read moreRead less