Discovery Early Career Researcher Award - Grant ID: DE130100771
Funder
Australian Research Council
Funding Amount
$278,780.00
Summary
Automated system for bone texture analysis of osteoarthritis in hand radiographs. Early detection and prediction of hand osteoarthritis are not feasible by current methods of visual grading of hand radiographs. This project will develop a novel, fully automated system for selection of bone texture regions on hand radiographs and their analysis to address this problem.
Emergency Control of Catastrophic Disturbances in a Power System. Following the tragic events of 11 September 2001, there are increased concerns about the security and robustness of power systems to evolving spectra of threats, such as natural disasters (e.g., earthquakes and hurricanes), equipment failure, human error, or deliberate sabotage and attack by terrorists. In this project, pattern recognition of local parameter changes in distributed monitoring systems will be used to identify any th ....Emergency Control of Catastrophic Disturbances in a Power System. Following the tragic events of 11 September 2001, there are increased concerns about the security and robustness of power systems to evolving spectra of threats, such as natural disasters (e.g., earthquakes and hurricanes), equipment failure, human error, or deliberate sabotage and attack by terrorists. In this project, pattern recognition of local parameter changes in distributed monitoring systems will be used to identify any threatened breakdown in the power system. Once identified, methods based on intelligent agents will be used to trigger the appropriate countermeasures to maintain the integrity of transmission grids.Read moreRead less
Adaptive Vector Filters for the Restoration of Digital Colour Images. Colour image restoration has very important applications in colour cameras, robotic navigation, video security systems, multimedia communications, and digital TV broadcast. Conventional vector filters have difficulty in simultaneously achieving three major objectives: noise suppression, detail preservation, and chromaticity retention. This project aims at formulating and evaluating novel adaptive filters to accomplish the th ....Adaptive Vector Filters for the Restoration of Digital Colour Images. Colour image restoration has very important applications in colour cameras, robotic navigation, video security systems, multimedia communications, and digital TV broadcast. Conventional vector filters have difficulty in simultaneously achieving three major objectives: noise suppression, detail preservation, and chromaticity retention. This project aims at formulating and evaluating novel adaptive filters to accomplish the three objectives simultaneously. Theoretical basis will be investigated for devising different adaptive filters to restore colour images and video sequences contaminated by various types of noise. The new filters will provide significant improvement over exiting techniques, yielding better tools and packages for colour image processing and restoration applications.Read moreRead less
Shape4D: Modelling the Spatiotemporal Deformation Patterns in 3D Shapes. This research will develop new mathematical methods and algorithms that will enable the use of population-level longitudinal studies to model the spatial and temporal deformation patterns in 3D biological objects. Using novel geometric and deep learning techniques, it will create new methods that will allow the characterization of how the 3D shape of objects deforms with ageing, disease progression and interaction with thei ....Shape4D: Modelling the Spatiotemporal Deformation Patterns in 3D Shapes. This research will develop new mathematical methods and algorithms that will enable the use of population-level longitudinal studies to model the spatial and temporal deformation patterns in 3D biological objects. Using novel geometric and deep learning techniques, it will create new methods that will allow the characterization of how the 3D shape of objects deforms with ageing, disease progression and interaction with their environment, and the simulation of spatiotemporal deformations in anatomical organs. Benefits include a better understanding of growth processes, predictive models of how degenerative diseases progress and a computational framework that will assist in designing proper mitigation and intervention strategies.Read moreRead less
Surviving the data deluge: Scalable feature extraction, discrimination and analysis for computer vision tasks using compressed sensed data. Strategically, our pioneering solutions besides being technically and socially significant, open fresh options for sensor-agnostic data analysis. The technical significance lies through the creation of new technologies for the critical national and global security markets, currently overwhelmed by data. The social significance arises from our solutions being ....Surviving the data deluge: Scalable feature extraction, discrimination and analysis for computer vision tasks using compressed sensed data. Strategically, our pioneering solutions besides being technically and socially significant, open fresh options for sensor-agnostic data analysis. The technical significance lies through the creation of new technologies for the critical national and global security markets, currently overwhelmed by data. The social significance arises from our solutions being privacy preserving, providing new avenues for the production of novel, socially acceptable products for aged care monitoring. Our methods spearhead future advancement in diverse disciplines due to the wide applicability of the methods to other sensor networks (Square Kilometre Array) and data types, providing new frameworks for addressing crucial problems of data management. Read moreRead less
Smart technologies for people with vision impairment and blindness. Our technological solutions for early detection of disease provide the best opportunity for effective treatment, and provision of strategies capable of assisting individuals. It aims to empower primary care providers and will lead to more effective screening methods and improved efficiencies in redirecting resources towards those whose eye disease is treatable. It will further improve and enable access to specialist eye care fo ....Smart technologies for people with vision impairment and blindness. Our technological solutions for early detection of disease provide the best opportunity for effective treatment, and provision of strategies capable of assisting individuals. It aims to empower primary care providers and will lead to more effective screening methods and improved efficiencies in redirecting resources towards those whose eye disease is treatable. It will further improve and enable access to specialist eye care for those living in rural, regional and remote locations. The assistive technologies for the blind will greatly enhance the quality of life of the visually impaired, enhancing their quality of life and removing several risk factors. The net annual savings to the Government from these projects would be considerable.Read moreRead less
Achieving higher availability of storage subsystems through application of a self learning expert system. In todays global business environment the management, storage and security of enterprise data (data unavailability, data loss and corruption, systems performance) has become the heart of so-called Enterprise computing. The storage subsystems increasingly have become the critical subcomponent and single point of failure. Discovering the cause of failure in complex environments involving mul ....Achieving higher availability of storage subsystems through application of a self learning expert system. In todays global business environment the management, storage and security of enterprise data (data unavailability, data loss and corruption, systems performance) has become the heart of so-called Enterprise computing. The storage subsystems increasingly have become the critical subcomponent and single point of failure. Discovering the cause of failure in complex environments involving multiple vendors, machines, software products, topologies and cultures (languages) is in many cases time consuming and difficult resulting in unacceptable systems downtime and high maintenance costs. A more sophisticated tool is needed allowing the accumulation of knowledge, the ability to deal with complexity and change, the ability to interface with unlike knowledge bases and predict solution probability based on experience and feedback. Multi-lingual support and capability through the development of a Natural Language interface would provide a functional capability suited to managing enterprise data in todays global businesses.Read moreRead less
INTELLIGENT SURVEILLANCE SYSTEMS FOR THE TRANSPORT INDUSTRY. Addressing core issues in Research Priority 4, Safeguarding Australia, we will develop frontier technologies for intelligent surveillance of public spaces, particularly in the transportation sector. The key outcomes of this project will be the use of a variety of novel sensors, in combination with new algorithms for analysing and responding to critical patterns of sensor data. Our collaboration with two high-profile industrial partners ....INTELLIGENT SURVEILLANCE SYSTEMS FOR THE TRANSPORT INDUSTRY. Addressing core issues in Research Priority 4, Safeguarding Australia, we will develop frontier technologies for intelligent surveillance of public spaces, particularly in the transportation sector. The key outcomes of this project will be the use of a variety of novel sensors, in combination with new algorithms for analysing and responding to critical patterns of sensor data. Our collaboration with two high-profile industrial partners with complementary capabilities, (DTI (specialising in public transport), and iOmniscient (specialising in surveillance technologies)), will ensure a high probability of success in the development of these technologies, and accelerate their introduction into the Australian and global markets.Read moreRead less
Intelligent Security in Urban Spaces. Successful completion of this work will contribute greatly to Safeguarding Australia, Priority Area 4, and lead to further commercial exploitation on the national and international stages. In particular, we are responding to increasing demand from our partners for sophisticated surveillance systems for infrastructure and public transport. The adoption of these technologies by DTI, with international contracts for video surveillance, positions Australia to ga ....Intelligent Security in Urban Spaces. Successful completion of this work will contribute greatly to Safeguarding Australia, Priority Area 4, and lead to further commercial exploitation on the national and international stages. In particular, we are responding to increasing demand from our partners for sophisticated surveillance systems for infrastructure and public transport. The adoption of these technologies by DTI, with international contracts for video surveillance, positions Australia to gain the leading edge in this niche industry. Additionally we deliver solutions to our end user partners, PTA and WA Police, to facilitate enhanced community security. We will also build research capacity for surveillance technologies through advanced training of research staff.Read moreRead less
Special Research Initiatives - Grant ID: SR0354599
Funder
Australian Research Council
Funding Amount
$10,000.00
Summary
An Integrated Intelligent Bio-machines Network. The increasing use of computing, advanced materials, electronic control with biological or human applications has provided the need to strengthen the nexus of these discipline areas. This proposal is expected to identify the critical areas of integration that can be realistically developed into meaningful technologies and products in the short-to-medium term. The significance of this network is to enhance the science and technology required for sy ....An Integrated Intelligent Bio-machines Network. The increasing use of computing, advanced materials, electronic control with biological or human applications has provided the need to strengthen the nexus of these discipline areas. This proposal is expected to identify the critical areas of integration that can be realistically developed into meaningful technologies and products in the short-to-medium term. The significance of this network is to enhance the science and technology required for systems and products such as bionic eyes, legs, muscles and larynxes. These products and systems characterize the essence of this network: The integration of hardware and software with wetware (Humans).Read moreRead less