Discovery Early Career Researcher Award - Grant ID: DE120101331
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
Fundamental electromagnetic modelling of light-biological tissue interactions: a platform for future medical microscopy. Methods for modelling the fundamental electromagnetic interaction of light with biological tissue will be developed. This will allow a range of biomedical optical images to be properly interpreted ultimately leading to the holy grail of quick and minimally invasive methods for detecting cancer.
Theoretical modelling of the interaction of THz with hydrated materials. Terahertz (THz) technology is in use in diverse applications from security screening to biomedical imaging. A critical hurdle to the widespread adoption of the technology is the poor understanding of the basic interaction between THz radiation and hydrated materials. The aim of this project is to develop new mathematical and computer models for exploring the interaction of THz radiation with different materials. These model ....Theoretical modelling of the interaction of THz with hydrated materials. Terahertz (THz) technology is in use in diverse applications from security screening to biomedical imaging. A critical hurdle to the widespread adoption of the technology is the poor understanding of the basic interaction between THz radiation and hydrated materials. The aim of this project is to develop new mathematical and computer models for exploring the interaction of THz radiation with different materials. These models aim to create a platform for the future development of THz technology and applications, and are expected to lead to accelerated implementation for use in biology and protein analysis; pharmaceutical sciences, formulations and medicine; and burn assessment and cancer detection.Read moreRead less
A new tool for comprehensive label-free micro-imaging of cancer in situ. This project aims to engineer a new micro-imaging tool for comprehensive characterisation of the tumour microenvironment in situ, including micro-morphology, microvasculature, extracellular matrix, local stiffness and the functional variables of pH, oxygen content and temperature. The project will provide accessible, label-free longitudinal monitoring of tumours in animal models of disease; thereby, reducing animal use, imp ....A new tool for comprehensive label-free micro-imaging of cancer in situ. This project aims to engineer a new micro-imaging tool for comprehensive characterisation of the tumour microenvironment in situ, including micro-morphology, microvasculature, extracellular matrix, local stiffness and the functional variables of pH, oxygen content and temperature. The project will provide accessible, label-free longitudinal monitoring of tumours in animal models of disease; thereby, reducing animal use, improving experimental power, and providing better micro-scale characterisation to underpin discovery and application in cancer biology. With potential for translation to humans and commercialisation, such a tool will ultimately contribute to improved diagnosis and treatment of cancer.Read moreRead less
Investigation of three dimensional terahertz computed tomography for biomedical applications. Terahertz (T-ray) imaging is an exciting newly emerging technology that can perform safe, non-invasive, imaging and chemical sensing at the same time. This research aims to achieve an advance in terahertz imaging by using advanced methods that will enhance our ability to achieve accurate detection of diseased tissue in vivo. Socio-economic benefits to Australia include: (i) contributions to terahertz sy ....Investigation of three dimensional terahertz computed tomography for biomedical applications. Terahertz (T-ray) imaging is an exciting newly emerging technology that can perform safe, non-invasive, imaging and chemical sensing at the same time. This research aims to achieve an advance in terahertz imaging by using advanced methods that will enhance our ability to achieve accurate detection of diseased tissue in vivo. Socio-economic benefits to Australia include: (i) contributions to terahertz systems, enhancing Australia's reputation for cutting-edge research; (ii) international collaboration will be strengthened; (iii) results will potentially lead to commercialisation opportunities; (iv) the outcomes will ultimately impact on improving terahertz imaging in quality control, medical diagnosis, and detection for national security.Read moreRead less
Learning control and computational models of human motor systems. With the aim of understanding how humans learn their body movements, this project addresses fundamental cross-disciplinary issues of learning control, robotics and computational models of human motor systems. The results will lead to improvements in smart industrial automation and the development of more effective rehabilitation stategies.
Biologically Inspired Binaural Coupling for Selective Machine Hearing. This project aims to investigate biologically-inspired binaural coupling models in the context of the deep learning paradigm by formulating desirable higher level auditory structures as neural network sub-systems. This project expects to generate new knowledge for developing the next generation of robust speech processing systems that are capable of mimicking the selecting listening ability of humans when faced with realistic ....Biologically Inspired Binaural Coupling for Selective Machine Hearing. This project aims to investigate biologically-inspired binaural coupling models in the context of the deep learning paradigm by formulating desirable higher level auditory structures as neural network sub-systems. This project expects to generate new knowledge for developing the next generation of robust speech processing systems that are capable of mimicking the selecting listening ability of humans when faced with realistic noisy speech signals and the ‘cocktail party problem’ using innovative binaural feedback systems. This work should provide significant benefits, including improved voice biometrics and selective auditory attention capabilities in machines.Read moreRead less
Integrating biologically-inspired auditory models into deep learning. This project aims to discover how a biologically inspired auditory model can be tightly integrated into a state-of-the-art deep learning speech processing framework, to model, design and verify a deep learning based auditory model. Voice-based technologies, ranging from cochlear implants to smart homes, are growing at a rapid pace and speech interfaces are being integrated with all aspects of our lives. However, there is a gro ....Integrating biologically-inspired auditory models into deep learning. This project aims to discover how a biologically inspired auditory model can be tightly integrated into a state-of-the-art deep learning speech processing framework, to model, design and verify a deep learning based auditory model. Voice-based technologies, ranging from cochlear implants to smart homes, are growing at a rapid pace and speech interfaces are being integrated with all aspects of our lives. However, there is a growing demand to improve these voice-enabled services, making them more secure and less open to cyber-crime attack by unauthorised users. The project is expected to improve techniques for modelling and automatic processing of speech and audio signals, which should provide significant benefits, including improved voice biometrics and cochlear implants.Read moreRead less
Active Sound Control and Noise Cancellation over Space. This project aims to address the critical issues for creating acoustic quiet zones in a noisy environment. It will provide novel signal processing theory for further development of active noise cancellation techniques over spatial regions. New technologies developed from this project are expected to underpin the future development of acoustic signal processing research and will have a broad range of applications such as reduction of noise i ....Active Sound Control and Noise Cancellation over Space. This project aims to address the critical issues for creating acoustic quiet zones in a noisy environment. It will provide novel signal processing theory for further development of active noise cancellation techniques over spatial regions. New technologies developed from this project are expected to underpin the future development of acoustic signal processing research and will have a broad range of applications such as reduction of noise inside cars, creation of individual quiet zones in passenger planes and mitigation of acoustic noise made by industrial plants to neighbouring suburbs. The outcomes from this proposal will also have economic importance as it can reduce the health risk posed to people working or living in noisy environments.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE150100363
Funder
Australian Research Council
Funding Amount
$330,000.00
Summary
The cocktail party problem: Advancing binaural localisation techniques. This project aims to advance fundamental research in source localisation by using a binaural system with two sensors to mimic human listening capabilities. It will provide new theory of source localisation features, novel signal processing techniques and design of binaural devices for localising sound sources in a cluttered acoustic environment. New technologies developed from this project will endeavour to lead to further d ....The cocktail party problem: Advancing binaural localisation techniques. This project aims to advance fundamental research in source localisation by using a binaural system with two sensors to mimic human listening capabilities. It will provide new theory of source localisation features, novel signal processing techniques and design of binaural devices for localising sound sources in a cluttered acoustic environment. New technologies developed from this project will endeavour to lead to further development of binaural audio research and will have a broad range of applications, such as hearing aids, personal sound amplification products and humanoid robots. The project aims to enable people wearing binaural devices or robots having two artificial ears to localise sounds and to follow a conversation in realistic situations.Read moreRead less
Wideband Silicon-Based Radio-Frequency Front-End Module for 5G New Radio . The project aims to advance knowledge in radio-frequency integrated circuit design in low-cost silicon technologies, particularly power amplifiers design with enhanced energy efficiency at output power back-off levels. The intended outcome of this project will be a wideband RF front-end module with beam steering capability that can cover the 24-50 GHz spectrum band. This will ultimately enable the creation of a low-cost a ....Wideband Silicon-Based Radio-Frequency Front-End Module for 5G New Radio . The project aims to advance knowledge in radio-frequency integrated circuit design in low-cost silicon technologies, particularly power amplifiers design with enhanced energy efficiency at output power back-off levels. The intended outcome of this project will be a wideband RF front-end module with beam steering capability that can cover the 24-50 GHz spectrum band. This will ultimately enable the creation of a low-cost and energy-efficient 5G millimetre-wave network that could potentially trigger the development of ultra-reliable low latency communications, which is critical for emerging intelligent transportation systems and will maintain Australia’s leadership position in the development of break-through wireless technology.Read moreRead less