Robust Beamforming for Radar Imaging. The impact of radar imaging technologies on security and search and rescue operations is indisputable. They play a vital role in safeguarding a country from terrorism and crime, protecting its borders, and predicting adverse weather patterns. Searching for survivors in disaster areas such as earthquakes and fires can greatly benefit from the proposed research. Law-enforcement officers can employ radar imaging technology to enable accurate determination of t ....Robust Beamforming for Radar Imaging. The impact of radar imaging technologies on security and search and rescue operations is indisputable. They play a vital role in safeguarding a country from terrorism and crime, protecting its borders, and predicting adverse weather patterns. Searching for survivors in disaster areas such as earthquakes and fires can greatly benefit from the proposed research. Law-enforcement officers can employ radar imaging technology to enable accurate determination of targets of interest, obstacles, weapons, victims, outlaws, and hostages inside enclosed structures or buildings. The proposed research and its findings will support the development of cutting edge radar imaging research and technology in Australia.Read moreRead less
Efficient data manipulation in document classification. Document Classification has an enormous relevance in an era where large amounts of textual information is available. Document Classification is based on statistical and machine learning techniques that model documents represented as points in a multidimensional space. The Computer Engineering Laboratory (CEL) has ongoing projects using neural networks and other techniques for document classification. We are developing a development environm ....Efficient data manipulation in document classification. Document Classification has an enormous relevance in an era where large amounts of textual information is available. Document Classification is based on statistical and machine learning techniques that model documents represented as points in a multidimensional space. The Computer Engineering Laboratory (CEL) has ongoing projects using neural networks and other techniques for document classification. We are developing a development environment for large classification tasks, and Prof. Lee¡¯s work will focus in managing large amounts of data for them. Using his experience in data compression, databases and web applications, he will produce a set of tools for handling Gigabytes of textual data in our classification environment.Read moreRead less
Characterisation and fabrication of nanophotonic devices based on multi-layer stacks. The aim of this proposal is to continue the existing collaborative project on fabrication and characterisation of nanophotonic devices based on the multi-layer stack method. The project will integrate the state-of-the-art techniques in the respective collaborating universities to fabricate a nano-probe which can produce an evanescent field approximately four orders of magnitude stronger than that under the conv ....Characterisation and fabrication of nanophotonic devices based on multi-layer stacks. The aim of this proposal is to continue the existing collaborative project on fabrication and characterisation of nanophotonic devices based on the multi-layer stack method. The project will integrate the state-of-the-art techniques in the respective collaborating universities to fabricate a nano-probe which can produce an evanescent field approximately four orders of magnitude stronger than that under the conventional condition. This novel probe provides a key to the successful fabrication of innovative nanophotonic devices including photonic transistors, photonic circuits, high-density data storage disks and drives, nano-motors and biochips, which underpin biotechnology, information technology and optical computing technology.Read moreRead less
A novel spectrum encoding technology using nanoparticles for high-density, high-speed information coding and retrieval. The key-sector in high tech markets has been the photonics industry over the last decade, and it will continue to revolutionise our ways of information storage, processing and transfer for the next 10 to 20 years. The current project of novel spectrum-encoding technology will prove to be the key technological innovation in photonics (one of the National Research Priorities), w ....A novel spectrum encoding technology using nanoparticles for high-density, high-speed information coding and retrieval. The key-sector in high tech markets has been the photonics industry over the last decade, and it will continue to revolutionise our ways of information storage, processing and transfer for the next 10 to 20 years. The current project of novel spectrum-encoding technology will prove to be the key technological innovation in photonics (one of the National Research Priorities), which will not only meet the growing demands of the consumer market, but also continue to drive the industry and create new markets. This is in line with the Priority Goals set by the Minister for Education, Science and Training, as it will put Australia into the unique position in the information age.Read moreRead less
Adaptive aberration compensation in high refractive index materials for next-generation active microphotonic devices. The method proposed in this project is a very promising and versatile method to compensate the strong aberration in a high refractive index material. The successful compensation of such aberration will allow people to fabricate microdevices directly inside high refractive index materials. This project will greatly advance optical fabrication techniques and expand the national kno ....Adaptive aberration compensation in high refractive index materials for next-generation active microphotonic devices. The method proposed in this project is a very promising and versatile method to compensate the strong aberration in a high refractive index material. The successful compensation of such aberration will allow people to fabricate microdevices directly inside high refractive index materials. This project will greatly advance optical fabrication techniques and expand the national knowledge in the area of nonlinear PhCs (photonic crystals) and related applications. It is expected that the project will provide many chances for postgraduate students to be involved. In future, nonlinear PhCs and related devices may be widely used in daily life and this project may provide some opportunities for industry.Read moreRead less
eResearch in the Neurosciences: Building collaborations in Asia. The proposed Australasian collaboration on eResearch in Neuroscience will promote and maintain the good health of Australians by 'improving critical mass through collaboration and information sharing' through increased access to advanced imaging technology in Korea and analysis techniques in Japan. The collaboration will also promote frontier technologies for building and transforming Australian industries by developing a creative ....eResearch in the Neurosciences: Building collaborations in Asia. The proposed Australasian collaboration on eResearch in Neuroscience will promote and maintain the good health of Australians by 'improving critical mass through collaboration and information sharing' through increased access to advanced imaging technology in Korea and analysis techniques in Japan. The collaboration will also promote frontier technologies for building and transforming Australian industries by developing a creative and innovative research environment and enhancing Australian scientists' participation in breakthrough science. Great national benefit can be derived from international research collaboration, due to the contribution frontier technology can make to science and health. Read moreRead less
An interactive drama engine in virtual reality. In computer games, the narrative is generally limited to a graph of possibilities predetermined by an author. In this project, our aim is to go beyond predetermined graphs and build an Interactive Drama Engine to provide the users of the system a fully immersive interactive dramatic experience in a virtual world. Integration of interactive narrative and virtual reality hardware and software is a novel approach to the current problems in digital med ....An interactive drama engine in virtual reality. In computer games, the narrative is generally limited to a graph of possibilities predetermined by an author. In this project, our aim is to go beyond predetermined graphs and build an Interactive Drama Engine to provide the users of the system a fully immersive interactive dramatic experience in a virtual world. Integration of interactive narrative and virtual reality hardware and software is a novel approach to the current problems in digital media. It is expected to lead to the development of new generation interactive films and computer games that benefit from the Interactive Drama engine in the context of narrative.Read moreRead less
Ensembles of Collaborative Neural Networks. Artificial neural networks have been used successfully for data mining and control. A neural network ensemble(NNE) is a collection of networks that exhibits properties of self-organization, plasticity, and adaptive behaviour. The aim of this research is to develop an efficient and theoretically sound algorithm for NNE learning. The outcomes of the project will include insights into self-organization of complex NNE and automatic problem decomposition an ....Ensembles of Collaborative Neural Networks. Artificial neural networks have been used successfully for data mining and control. A neural network ensemble(NNE) is a collection of networks that exhibits properties of self-organization, plasticity, and adaptive behaviour. The aim of this research is to develop an efficient and theoretically sound algorithm for NNE learning. The outcomes of the project will include insights into self-organization of complex NNE and automatic problem decomposition and an efficient algorithm for constructing and training NNE. Practical outcomes will include research training for early career researchers and new modelling tools for data mining, robotics and multi-agent systems. The project contributes to the national priority area of smart information use.Read moreRead less
Internet web page mining. This project aims to study the behaviour of internet search engines designed using a best first search strategy, and to improve on the existing designs. The outcome of the project will be a much better design of internet search engine which can be used to search for specific topics. The benefit to the Australian partner will be the gaining of skills in internet search engine design, originating from the Italian partner's group. The benefit to the Italian partner will be ....Internet web page mining. This project aims to study the behaviour of internet search engines designed using a best first search strategy, and to improve on the existing designs. The outcome of the project will be a much better design of internet search engine which can be used to search for specific topics. The benefit to the Australian partner will be the gaining of skills in internet search engine design, originating from the Italian partner's group. The benefit to the Italian partner will be the gaining of skills in research techniques, e.g., utilising a support vector machine as a classification tool, data mining techniques developed originally by the Australian partner's group, and in further developments of these techniques with specific applications to the internet web page mining problem.Read moreRead less
Extensions to the page scoring algorithm in internet search engine studies. This project proposes to study two extensions to the Page rank equation which is one of the theoretical underpinning of Google's web page scoring engine. In particular, we wish to explore ways to combine page connectivity and page characteristics in the scoring of web pages. This will be the first time a rational way is proposed for combining these two factors. The expected outcome will be a deeper understanding on how t ....Extensions to the page scoring algorithm in internet search engine studies. This project proposes to study two extensions to the Page rank equation which is one of the theoretical underpinning of Google's web page scoring engine. In particular, we wish to explore ways to combine page connectivity and page characteristics in the scoring of web pages. This will be the first time a rational way is proposed for combining these two factors. The expected outcome will be a deeper understanding on how these two factors affect the scores of a web page in a search engine, and hence how they affect the visibility of the page in response to a query.
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