Reconceiving Machine Learning. The proposed research will develop a new way to consider problems to which machine learning can be applied. Machine learning is crucial enabler of the digital economy. The research will provide better opportunities for Australian industry to gain a competitive advantage with machine learning technology. The framework developed will enable better opportunities for collaborative research and will build and strengthen international linkages.
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE200100168
Funder
Australian Research Council
Funding Amount
$550,000.00
Summary
Integrated Functional Printing Facility for Advanced Material Technologies. The project aims to develop Australia’s first fully integrated small-scale and agile prototyping facility for printing. This facility will provide critical infrastructure to deposit a wide range of advanced materials with unprecedented precision & process flexibility allowing realistic form, configuration and device-ready formats with minimal usage of functional ink. Using this unique facility, researchers will be able t ....Integrated Functional Printing Facility for Advanced Material Technologies. The project aims to develop Australia’s first fully integrated small-scale and agile prototyping facility for printing. This facility will provide critical infrastructure to deposit a wide range of advanced materials with unprecedented precision & process flexibility allowing realistic form, configuration and device-ready formats with minimal usage of functional ink. Using this unique facility, researchers will be able to assess integration of novel functional materials in a wide range of devices and applications, including critical components of affordable healthcare diagnostic devices, advanced security features in banknotes, integrated RFID tracking systems, high performance solar cells and separation membranes. Read moreRead less
Kernel and Margin Based Machine Learning Algorithms. Certain machine learning algorithms, such as support vector machines, utilizing
the ideas of large margins and kernels have attracted much attention lately
because of their impressive performance on real world problems such as optical
character recognition. We plan to refine and extend such algorithms to a wide
range of different machine learning problems such as gene sequence analysis,
image processing and text classification. Expected ....Kernel and Margin Based Machine Learning Algorithms. Certain machine learning algorithms, such as support vector machines, utilizing
the ideas of large margins and kernels have attracted much attention lately
because of their impressive performance on real world problems such as optical
character recognition. We plan to refine and extend such algorithms to a wide
range of different machine learning problems such as gene sequence analysis,
image processing and text classification. Expected outcomes include the
development of software that allows the solution of hitherto unsolved machine
learning problems, and the ability to solve problems larger than those solvable
by the current generation of machine learning tools.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE140100003
Funder
Australian Research Council
Funding Amount
$280,000.00
Summary
Flexible forming facility for low cost light weight applications. Flexible forming facility for low-cost light-weight applications: This project will establish Australia’s first flexible roll forming facility. The facility will be unique in the world, being specifically designed to roll form the most advanced high strength alloys into complex three-dimensional shapes and investigate their material behaviour under a wide range of loading conditions. This technology represents a step change in com ....Flexible forming facility for low cost light weight applications. Flexible forming facility for low-cost light-weight applications: This project will establish Australia’s first flexible roll forming facility. The facility will be unique in the world, being specifically designed to roll form the most advanced high strength alloys into complex three-dimensional shapes and investigate their material behaviour under a wide range of loading conditions. This technology represents a step change in commercial processing and has the capacity to form materials with high strength and limited ductility. This will lead to the development of new techniques for the manufacture of new advanced materials including advanced high strength steels, composites, nano structured metals and light metal alloys for automotive and aerospace applications.Read moreRead less
AM of MAX Phase parts for applications in extreme environments. This project aims to develop techniques to synthesize MAX Phase compound materials in-situ using laser additive manufacturing. The project expects to increase jet engine fuel efficiency and thrust, and to fabricate longer-lasting parts for supersonic speed applications. The expected outcomes include well-developed additive manufacturing processes to make high performance engineering components with shape complexity for extreme envir ....AM of MAX Phase parts for applications in extreme environments. This project aims to develop techniques to synthesize MAX Phase compound materials in-situ using laser additive manufacturing. The project expects to increase jet engine fuel efficiency and thrust, and to fabricate longer-lasting parts for supersonic speed applications. The expected outcomes include well-developed additive manufacturing processes to make high performance engineering components with shape complexity for extreme environment applications, and new methods to increase the 3D printability of brittle materials. This should provide significant benefits to aerospace and defense industries through solving their long standing bottleneck material and processing problems. The outcomes also enhance Australia’s manufacturing capacity.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC160100040
Funder
Australian Research Council
Funding Amount
$3,815,143.00
Summary
ARC Training Centre for Automated Manufacture of Advanced Composites. ARC Training Centre for Automated Manufacture of Advanced Composites. This centre aims to develop innovative researchers who can transform Australia’s high-performance carbon composites manufacturing industry. This aim will be achieved through the adoption and creative use of advanced automation technology, which brings benefits of speed, flexibility and accuracy. Industry-based research experience will be enhanced through exp ....ARC Training Centre for Automated Manufacture of Advanced Composites. ARC Training Centre for Automated Manufacture of Advanced Composites. This centre aims to develop innovative researchers who can transform Australia’s high-performance carbon composites manufacturing industry. This aim will be achieved through the adoption and creative use of advanced automation technology, which brings benefits of speed, flexibility and accuracy. Industry-based research experience will be enhanced through exposure to international partners at the cutting edge of advanced composites manufacturing research and development in developed economies. The intended outcome is a generation of innovators who can use the benefits of automation to position Australian manufacturers as world-class agile producers of high-value advanced composite structures using high-rate, error-free processes.Read moreRead less
Industrial Transformation Training Centres - Grant ID: IC140100003
Funder
Australian Research Council
Funding Amount
$2,389,935.00
Summary
The ARC Research Training Centre for Naval Design and Manufacturing. ARC Training Centre for Transforming Australia's Naval Manufacturing Industry. The aim of the Training Centre is to transform the Australian naval manufacturing industry by creating a new cohort of industry-focused, high-level and broadly skilled engineers and researchers. The resulting network of engineering researchers will enable the industry to more rapidly innovate and solve key problems concerning the efficient design, co ....The ARC Research Training Centre for Naval Design and Manufacturing. ARC Training Centre for Transforming Australia's Naval Manufacturing Industry. The aim of the Training Centre is to transform the Australian naval manufacturing industry by creating a new cohort of industry-focused, high-level and broadly skilled engineers and researchers. The resulting network of engineering researchers will enable the industry to more rapidly innovate and solve key problems concerning the efficient design, construction and sustainment of naval platforms. This industrial transformation will bring significant benefits to Australia as it commences a very ambitious shipbuilding program comprising the design and manufacture of new fleets of submarines, future frigates and patrol boats. The success of these major projects is reliant on developing this cohort of researchers to solve the key research questions.Read moreRead less
Special Research Initiatives - Grant ID: SR0354623
Funder
Australian Research Council
Funding Amount
$20,000.00
Summary
Network for Australian security technologies integration. The frontline of community safety is security technologies which include sensors to track movements and conversations of suspects; signal processing techniques for extracting information; intelligent search/audit techniques to track financial transactions; analysis techniques for predicting the spread of epidemic; and above all human factors in security operations. The aim of this initiative is to establish a network for "safeguarding Aus ....Network for Australian security technologies integration. The frontline of community safety is security technologies which include sensors to track movements and conversations of suspects; signal processing techniques for extracting information; intelligent search/audit techniques to track financial transactions; analysis techniques for predicting the spread of epidemic; and above all human factors in security operations. The aim of this initiative is to establish a network for "safeguarding Australia". This network, built on the concept of "network of networks", draws on the expertise of researchers and practitioners from diverse fields to provide an integrated approach towards development and use of security technologies for the safety of the community.Read moreRead less