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.Read moreRead less
Intelligent Agents for Concept Invention of Design Forms. Concept invention refers to the act of discovering new concepts for the first time. Concept invention may require a new interpretation and a shift in intentional mode that motivates new mappings of the situation prior to the discovery of a new concept. This project is concerned with developing intelligent design agents that are capable of inventing creative concepts of design forms, shapes and compositions while involved in the design pr ....Intelligent Agents for Concept Invention of Design Forms. Concept invention refers to the act of discovering new concepts for the first time. Concept invention may require a new interpretation and a shift in intentional mode that motivates new mappings of the situation prior to the discovery of a new concept. This project is concerned with developing intelligent design agents that are capable of inventing creative concepts of design forms, shapes and compositions while involved in the design process. A new approach of exploiting the notion of displacement of concepts with regard to concept invention in designing will be adopted and utilised in developing the structure of intelligent agents.Read moreRead less
Complexity Measures Of Design Spaces As Basis For Mass Customisation Of Novel Designs. This project aims to develop, implement and test a means to determine the potential of any arbitrary design generator to produce a diversity of designs and to utilise that means to control the mass customisation of novel designs. Globalisation of markets has produced the need to be able to mass customise designs that are not simple variants of existing designs. Any improvement in Australia's capacity to provid ....Complexity Measures Of Design Spaces As Basis For Mass Customisation Of Novel Designs. This project aims to develop, implement and test a means to determine the potential of any arbitrary design generator to produce a diversity of designs and to utilise that means to control the mass customisation of novel designs. Globalisation of markets has produced the need to be able to mass customise designs that are not simple variants of existing designs. Any improvement in Australia's capacity to provide this service will improve both its internal efficiency and increase its competitiveness in the increasing international marketplace for designing through the production of the basis for a new class of designing tools.Read moreRead less
Curious Places: Agent-Mediated Self-Aware Worlds. This project develops and demonstrates a model of curious places: physical and digital environments that adapt their behaviour based on their experiences. This means that we can implement new kinds of places, rooms, public spaces, that respond to human activity and new technology by creating their own goals and behaviours. This is a benefit to Australia by expanding its capability in home automation and leading developments in novel human-comput ....Curious Places: Agent-Mediated Self-Aware Worlds. This project develops and demonstrates a model of curious places: physical and digital environments that adapt their behaviour based on their experiences. This means that we can implement new kinds of places, rooms, public spaces, that respond to human activity and new technology by creating their own goals and behaviours. This is a benefit to Australia by expanding its capability in home automation and leading developments in novel human-computer interfaces. This benefit can provide economic gain to Australia through the development of frontier technologies.Read moreRead less
Management of Complex Assets Using Smart Information Systems. The aim is to develop an integrative framework and a smart system for holistic asset management in order to manage and optimise asset decisions vis-a-vis shifts in customer and market needs. It will develop an advanced conceptual framework, a dedicated smart system that is capable of handling uncertainty often associated with decision making in large complex operations. The benefits of this research are: a more competitive indusry wit ....Management of Complex Assets Using Smart Information Systems. The aim is to develop an integrative framework and a smart system for holistic asset management in order to manage and optimise asset decisions vis-a-vis shifts in customer and market needs. It will develop an advanced conceptual framework, a dedicated smart system that is capable of handling uncertainty often associated with decision making in large complex operations. The benefits of this research are: a more competitive indusry with focus on markets; a smart system to demonstrate business-based decision making and generally a much more sophisticated approach to asset management.Read moreRead less
Unifying Modern Approaches in Machine Learning. The proposed research will lead to better algorithms for some important machine learning problems that could lead to better tools for extracting useful knowledge from data such as in bioinformatics and sensor networks; it will strengthen an international collaboration with one of the world's top centres of machine learning research; it will contribute to an open source toolkit of machine learning algorithms which will put Australia on the map as a ....Unifying Modern Approaches in Machine Learning. The proposed research will lead to better algorithms for some important machine learning problems that could lead to better tools for extracting useful knowledge from data such as in bioinformatics and sensor networks; it will strengthen an international collaboration with one of the world's top centres of machine learning research; it will contribute to an open source toolkit of machine learning algorithms which will put Australia on the map as a provider of sophisticated machine learning software; it will provide training opportunities for several PhD students and a postdoc to work with some of the best machine learning researchers in the world.Read moreRead less
A New Approach to Studying Whole Bodies and Body Parts Applied to Problems of Forensic Science. To bring to the study of whole humans and human body parts, new methods capable of major advances such as those already provided by DNA technology in the study of human tissues, cells and molecules. This will allow better identification of human groups, geographic populations, gender differences and ageing.
To update facilities in forensic sciences strengthening Australian security systems thus he ....A New Approach to Studying Whole Bodies and Body Parts Applied to Problems of Forensic Science. To bring to the study of whole humans and human body parts, new methods capable of major advances such as those already provided by DNA technology in the study of human tissues, cells and molecules. This will allow better identification of human groups, geographic populations, gender differences and ageing.
To update facilities in forensic sciences strengthening Australian security systems thus helping fight terrorism and crime.
To establish international collaborations for Australia, especially with Asia.
To train young people, through Master's and Doctoral degrees programmes, in handling the new techniques and applying them to problems of forensic science
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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.Read moreRead less