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Research Topic : NEURAL NETWORK
Scheme : Discovery Projects
Socio-Economic Objective : Other
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  • Funded Activity

    Discovery Projects - Grant ID: DP0449443

    Funder
    Australian Research Council
    Funding Amount
    $720,000.00
    Summary
    Hollow-core microstructured polymer fibres for optical sensing applications. A range of remarkable new optical fibres will be fabricated utilising the capabilities of a unique polymer fibre fabrication facility and focussing on the highly demanding class of microstructured fibres in which guidance in a hollow core is achieved through photonic band gap or Bragg guidance. Long lengths of low-loss fibres of this type will be developed, and applications in optical gas sensing, spectroscopy, voltage .... Hollow-core microstructured polymer fibres for optical sensing applications. A range of remarkable new optical fibres will be fabricated utilising the capabilities of a unique polymer fibre fabrication facility and focussing on the highly demanding class of microstructured fibres in which guidance in a hollow core is achieved through photonic band gap or Bragg guidance. Long lengths of low-loss fibres of this type will be developed, and applications in optical gas sensing, spectroscopy, voltage sensing and telecommunications will be explored.
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    Funded Activity

    Discovery Projects - Grant ID: DP0773333

    Funder
    Australian Research Council
    Funding Amount
    $300,000.00
    Summary
    Next Generation Planar Tellurite Waveguides. The project provides the basis for the production of new high technology photonic products in Australia, the availability of at least one new unique facility for future scientific endeavour, and the generation of skillsets new to Australia. New IP will also be developed during the project. A successful outcome could also ultimately result in new products offering, for example, enhanced National Security through the Defence applications, better measure .... Next Generation Planar Tellurite Waveguides. The project provides the basis for the production of new high technology photonic products in Australia, the availability of at least one new unique facility for future scientific endeavour, and the generation of skillsets new to Australia. New IP will also be developed during the project. A successful outcome could also ultimately result in new products offering, for example, enhanced National Security through the Defence applications, better measurements of atmospheric contaminants through the sensing route, and more advanced telecommunications services at lower cost for citizens and businesses, and for lower operating costs for service providers.
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    Funded Activity

    Discovery Projects - Grant ID: DP0559213

    Funder
    Australian Research Council
    Funding Amount
    $195,557.00
    Summary
    Uncertain Information Processing for Situation Awareness and Dynamic Decision-Making in Emergency Management. The Australian national counter-terrorism committee indicates that Australia should have a strong intelligence-led prevention and preparedness to support Australia on risk management, emergency services and maintaining capabilities to manage various types of terrorist attacks. The proposed situation awareness support technique can be used to develop situation analysis software systems or .... Uncertain Information Processing for Situation Awareness and Dynamic Decision-Making in Emergency Management. The Australian national counter-terrorism committee indicates that Australia should have a strong intelligence-led prevention and preparedness to support Australia on risk management, emergency services and maintaining capabilities to manage various types of terrorist attacks. The proposed situation awareness support technique can be used to develop situation analysis software systems or directly support Australia government agencies and industries to correctly assess a situation, increase awareness for crisis problems, and therefore improve emergency management and decision-making effectiveness, in particular, for avoiding disaster problems in the first place and preparing plans for those that undoubtedly will occur.
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    Funded Activity

    Discovery Projects - Grant ID: DP0560207

    Funder
    Australian Research Council
    Funding Amount
    $232,000.00
    Summary
    Teaching Software Agents to Play. This project is fundamental to computational intelligence and human brain science. Both strongly impact on the community and the nation. They form the backbone of contemporary information science and are key to our National Research Priorities. This research is of great community benefit. Our results will enable everyone to rapidly search, analyse and interpret vast amounts of information that is irretrievable by current methods. They will also enliven interacti .... Teaching Software Agents to Play. This project is fundamental to computational intelligence and human brain science. Both strongly impact on the community and the nation. They form the backbone of contemporary information science and are key to our National Research Priorities. This research is of great community benefit. Our results will enable everyone to rapidly search, analyse and interpret vast amounts of information that is irretrievable by current methods. They will also enliven interactive entertainment by spontaneously creating unique, tailor-made music. In sum, we are making a leap forward in the crucial area of collaborative intelligence.
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    Funded Activity

    Discovery Projects - Grant ID: DP0211847

    Funder
    Australian Research Council
    Funding Amount
    $203,000.00
    Summary
    The Physics of Network Computation. This project combines expertise in nonlinear soliton physics and computational sciences in order to provide new insights into the physics of network computation. Our proposal addresses the mathematics and computer modelling underlying nonconscious problem solving. We develop a new template concept, the meta-mode, which embodies the network structure of knowledge and the linking mechanisms, which underpin human creativity. We establish the optimal connectiv .... The Physics of Network Computation. This project combines expertise in nonlinear soliton physics and computational sciences in order to provide new insights into the physics of network computation. Our proposal addresses the mathematics and computer modelling underlying nonconscious problem solving. We develop a new template concept, the meta-mode, which embodies the network structure of knowledge and the linking mechanisms, which underpin human creativity. We establish the optimal connectivity distributions to preserve distinct pattern classes yet allow model radical shifts in paradigms, and develop algorithms for autonomous connectivity optimisation. We investigate nonlinear process such as solitons and random Boolean networks as realisations of these principles.
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