SENSORS FOR AROMATIC MOLECULES BASED ON METAL ION ACTIVATED MOLECULAR RECEPTORS. This project aims to develop highly sensitive chemical sensors for aromatic compounds which will quantify their concentration, in situ, without elaborate sample preparation or instrumentation. The sensors will employ advanced supramolecular chemistry in which the aromatic molecule becomes trapped within a binding cavity in the three dimensional structure of a larger receptor molecule. Coincident with the entrapmen ....SENSORS FOR AROMATIC MOLECULES BASED ON METAL ION ACTIVATED MOLECULAR RECEPTORS. This project aims to develop highly sensitive chemical sensors for aromatic compounds which will quantify their concentration, in situ, without elaborate sample preparation or instrumentation. The sensors will employ advanced supramolecular chemistry in which the aromatic molecule becomes trapped within a binding cavity in the three dimensional structure of a larger receptor molecule. Coincident with the entrapment a change in the fluorescence level of the receptor occurs which signals the presence of the aromatic compound and its concentration. This research will stimulate economic and social benefits through the development of new environmental and medical sensing techniques and analytical diagnostics.Read moreRead less
Porous silicon biosensor for rapid detection of water-borne contaminants. We have recently demonstrated the rapid degradation of porous silicon by certain transition metal complexes known as biomimetic catalysts. The catalysed degradation forms the basis of a new sensor principle where the porous layer serves as matrix, transducer and signal amplification stage. Using this mechanism, we will develop a biosensor for the rapid detection of contaminants (toxins etc.) in water resources. Reservoir w ....Porous silicon biosensor for rapid detection of water-borne contaminants. We have recently demonstrated the rapid degradation of porous silicon by certain transition metal complexes known as biomimetic catalysts. The catalysed degradation forms the basis of a new sensor principle where the porous layer serves as matrix, transducer and signal amplification stage. Using this mechanism, we will develop a biosensor for the rapid detection of contaminants (toxins etc.) in water resources. Reservoir water treatment today is reactive rather than preventive because current analysis is slow. Our biosensor can be turned into a field kit to improve water quality management and prevent acts of deliberate sabotage to the water supply.Read moreRead less
Constraints in XML Schema Integration. This project will produce worldwide leading technologies for designing XML data integration system. With the technologies, the well designed integration systems will be able store data with rich semantics and thus provide accurate and understandable information to users. In this way, Australia and communities will be benefited both financially and informatively. The research of this project will also add to the research reputation of Australia in data integ ....Constraints in XML Schema Integration. This project will produce worldwide leading technologies for designing XML data integration system. With the technologies, the well designed integration systems will be able store data with rich semantics and thus provide accurate and understandable information to users. In this way, Australia and communities will be benefited both financially and informatively. The research of this project will also add to the research reputation of Australia in data integration areas. At the same time, the knowledge capacity of Australia on data integration will be enlarged which further improves frontier research activities in the area. Through the research of the project, PhD students will be trained.Read moreRead less
Multifunctional mixed matrix membranes incorporating aligned carbon nanotubes. The pressure on water supplies in Australia will only increase in coming years meaning that effective and cheap means of recycling water must be found. By developing a carbon nanotube-based water filtration system, we intend to promote the growth of Australia's world-class reputation in water remediation. The technological outcomes from this research will lead to direct economic and environmental benefits for the comm ....Multifunctional mixed matrix membranes incorporating aligned carbon nanotubes. The pressure on water supplies in Australia will only increase in coming years meaning that effective and cheap means of recycling water must be found. By developing a carbon nanotube-based water filtration system, we intend to promote the growth of Australia's world-class reputation in water remediation. The technological outcomes from this research will lead to direct economic and environmental benefits for the community and offer commercial opportunities for industry. Training research scientists of the future forms an integral part of our program as it is crucial to maintain a critical mass in this potentially forthcoming water based economy.
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Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify ....Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify its competency and decisions, to explore unknown situations and fully utilise existing expertise to deal with unknowns. The expected outcomes of the project will enable ML systems to become truely intelligent and reliable machine partners for human decision makers in a wide range of applications.Read moreRead less
New strategies to transmit data: Coping with exponential growth in demand. The aim of this project is to provide new technologies to facilitate the exponential growth in demand for streaming of digital data. Based on novel techniques combining graph theory, information theory, and coding, this project aims to change the way we encode data, offering significant improvements to the efficiency of communication networks and providing a 10-100 fold increase in transmission speed. If successful this p ....New strategies to transmit data: Coping with exponential growth in demand. The aim of this project is to provide new technologies to facilitate the exponential growth in demand for streaming of digital data. Based on novel techniques combining graph theory, information theory, and coding, this project aims to change the way we encode data, offering significant improvements to the efficiency of communication networks and providing a 10-100 fold increase in transmission speed. If successful this project expects to bring digital transmission improvements which could impact on almost every sector of the economy from education to advanced healthcare. Possible applications include cloud storage for big data, high-definition video streaming, and wide-coverage high-speed mobile broadband.Read moreRead less
Foundations for future wireless networks. Most of us have first-hand experience with temperamental wireless communications devices that don't meet our expectations. This project will deliver new technologies that enable lower costs, through more efficient use of radio spectrum. It will deliver more reliable and higher speed wireless broadband with better coverage, even to highly mobile users.
Development of an interferometric nanoscale silicon biosensor. Voelcker et al. have recently demonstrated the rapid degradation of porous silicon by certain supramolecular transition metal complexes known as functional mimics of metalloproteins. The catalyzed degradation forms the basis of a new sensor principle where the porous layer serves as matrix, transducer and signal amplification stage. This project uses porous silicon degradation to develop a biosensor platform capable of detecting a ra ....Development of an interferometric nanoscale silicon biosensor. Voelcker et al. have recently demonstrated the rapid degradation of porous silicon by certain supramolecular transition metal complexes known as functional mimics of metalloproteins. The catalyzed degradation forms the basis of a new sensor principle where the porous layer serves as matrix, transducer and signal amplification stage. This project uses porous silicon degradation to develop a biosensor platform capable of detecting a range of analytes with high sensitivity. The project includes detection of an water-borne toxin, a plant virus and a cancer antigen as demonstrators of its wide applicability. Multiplexing of the biosensor to demonstrate its potential as high-throughput chip sensors is also included.Read moreRead less
XML Views of Relational Databases: Semantics and Update Problems. XML is the standard for representing, publishing and exchanging data over the Internet and relational database is the dominant technology for data management. Updating XML views over relational data is fundamental to bring these two technologies together to serve Internet-based applications. Australia has been a leading country in both developing and applying internet technologies. The theoretic outcomes of this project will contr ....XML Views of Relational Databases: Semantics and Update Problems. XML is the standard for representing, publishing and exchanging data over the Internet and relational database is the dominant technology for data management. Updating XML views over relational data is fundamental to bring these two technologies together to serve Internet-based applications. Australia has been a leading country in both developing and applying internet technologies. The theoretic outcomes of this project will contribute to the advance in database and web research communities and establish us as an internationally leading group in this research area. The technological outcomes will help organisations in Australia effectively and efficiently conduct e-Business on the Internet. Read moreRead less
Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, te ....Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, tested on real datasets, that combines new techniques in data modelling, algorithm development, and system design. Likely benefits are enhanced Australia's competence in data science through student training and new, robust data tools relevant to critical sectors such as cybersecurity, healthcare, and defence.Read moreRead less