Data Mining by Clustering in Very Large Relational Databases. Many commercial and governmental entities possess very large relational data that cannot be feasibly analyzed by today's computers, e.g., gene expression data, product usage databases and telecommunication call records. The clustering tools developed in this project will have a significant benefit on many business processes that involve clustering this type of data, such as fraud detection and market segmentation.
Modelling and Removal of Noise and Artefacts in Surveillance and Security Video for Forensic Image Analysis and Enhancement. This project spearheads research in advanced digital image and video processing technology, placing Australia at the forefront of both theoretical and applied research to safeguard Australia. It tackles fundamental issues identified in our earlier research in this area and consulting work for Victoria and NSW Police Departments in forensic investigations since 2000. Althou ....Modelling and Removal of Noise and Artefacts in Surveillance and Security Video for Forensic Image Analysis and Enhancement. This project spearheads research in advanced digital image and video processing technology, placing Australia at the forefront of both theoretical and applied research to safeguard Australia. It tackles fundamental issues identified in our earlier research in this area and consulting work for Victoria and NSW Police Departments in forensic investigations since 2000. Although the main investigation focuses on video surveillance and security systems for public safety, policing, crime prevention and border control, the outcomes of the investigation will have other applications, including digital photography for fine-art, medical imaging, picture archiving and communication systems for telemedicine and rural healthcare systems.Read moreRead less
Vision Model Based Perceptual Digital Video Coding. Digital video coding and compression is an enabling technology and has diversified applications in audiovisual communications, multimedia computing, digital television broadcast and electronic entertainment industries. The project aims at spearheading research in theory, techniques and implementation of perceptual video coding in order to achieve constant and guaranteed quality in visual communications and services. It will explore a new appr ....Vision Model Based Perceptual Digital Video Coding. Digital video coding and compression is an enabling technology and has diversified applications in audiovisual communications, multimedia computing, digital television broadcast and electronic entertainment industries. The project aims at spearheading research in theory, techniques and implementation of perceptual video coding in order to achieve constant and guaranteed quality in visual communications and services. It will explore a new approach to digital video coding other than the constant bit rate coding techniques which have dominated digital video research for the past four decades. It will form a part of the theoretical foundation and principles for the next generation video coding and compression techniques, and may lead to new standards and practice.Read moreRead less
Adaptive learning of spatiotemporal patterns: Development of multi-layer spiking neuron networks using Hebbian and competitive learning. The aim of this project is to develop a method for recognising patterns that change in time. The development of a reliable method that is fast and robust to noise will have wide application in many areas, especially computer speech recognition where timing plays a crucial role. Building-blocks similar to those in the brain (spiking neurons) will be used. Aut ....Adaptive learning of spatiotemporal patterns: Development of multi-layer spiking neuron networks using Hebbian and competitive learning. The aim of this project is to develop a method for recognising patterns that change in time. The development of a reliable method that is fast and robust to noise will have wide application in many areas, especially computer speech recognition where timing plays a crucial role. Building-blocks similar to those in the brain (spiking neurons) will be used. Automatic techniques will be used to teach groups of spiking neurons the differences between sequences of events by adjusting connections between them. The significance of this approach is that it captures information about timing that is missed in existing techniques.Read moreRead less
Adaptive learning in networks of spiking neurons for recognising patterns that change with time. The aim of this project is to develop a method for recognising patterns that change with time. Building-blocks similar to those in the brain (spiking neurons) will be used. Automatic techniques will be developed to teach groups of spiking neurons the differences between sequences of events by adjusting connections between neurons. The significance of this approach is that it captures information abou ....Adaptive learning in networks of spiking neurons for recognising patterns that change with time. The aim of this project is to develop a method for recognising patterns that change with time. Building-blocks similar to those in the brain (spiking neurons) will be used. Automatic techniques will be developed to teach groups of spiking neurons the differences between sequences of events by adjusting connections between neurons. The significance of this approach is that it captures information about timing that is missed in existing techniques. The development of a reliable method that is fast and robust to noise will have wide application in many areas, especially computer speech recognition where timing plays a crucial role.Read moreRead less
Temporal Pattern Learning and Recognition in Neural Systems. This project is relevant to the National Research Priority area of Frontier Technologies and addresses fundamental cross-disciplinary issues of how neural systems learn patterns that change with time, which is at the cutting edge of intelligent processing systems. Applications are in rapidly growing fields of automatic speech processing, robotics, machine learning and intelligent systems, all with applications in areas of economic impo ....Temporal Pattern Learning and Recognition in Neural Systems. This project is relevant to the National Research Priority area of Frontier Technologies and addresses fundamental cross-disciplinary issues of how neural systems learn patterns that change with time, which is at the cutting edge of intelligent processing systems. Applications are in rapidly growing fields of automatic speech processing, robotics, machine learning and intelligent systems, all with applications in areas of economic importance. Application to cochlear implant speech processing will provide benefit for the hearing impaired. The project will provide students with training at an international level within Australia, thus helping ensure Australia maintains and extends its science and technology base into the future.Read moreRead less
Evolutionary multi-objective algorithms for Global Grids. This research investigates alternative software technologies for Grid-based evolutionary multi-objective decision algorithms. By employing the latest adaptive techniques and taking advantage of the low cost Grid infrastructure, new parallel evolutionary systems will be developed that can rapidly supply robust solutions to complex problems. This project will further develop an understanding of scaling issues in parallel evolutionary syste ....Evolutionary multi-objective algorithms for Global Grids. This research investigates alternative software technologies for Grid-based evolutionary multi-objective decision algorithms. By employing the latest adaptive techniques and taking advantage of the low cost Grid infrastructure, new parallel evolutionary systems will be developed that can rapidly supply robust solutions to complex problems. This project will further develop an understanding of scaling issues in parallel evolutionary systems and pave the way for even more widespread application of evolutionary techniques for large scale, data-intensive applications in science and industry.Read moreRead less
Control protocols for wireless networks. There is tremendous commercial potential in the development of wireless multi-hop and sensor networks. This project will help realize such networks, with commercial benefits for the network providers, and the customers that use them (low cost networking). Particular outcomes targeted for Australian needs include: 1) protocols allowing advanced telecommunications services to cover greater geographic areas with less infrastructure 2) improved reliability o ....Control protocols for wireless networks. There is tremendous commercial potential in the development of wireless multi-hop and sensor networks. This project will help realize such networks, with commercial benefits for the network providers, and the customers that use them (low cost networking). Particular outcomes targeted for Australian needs include: 1) protocols allowing advanced telecommunications services to cover greater geographic areas with less infrastructure 2) improved reliability of local communication services in remote or rugged areas 3) protocols for sensor networks, allowing remote monitoring and control of many environmental factors. Read moreRead less
Translucent Optical Networks: Architecture, Design, Operation, and Survivability. Australia is a geographically disperse country. Long-haul optical transport networks are key communication infrastructure between metropolises. Our research aims to discover cost-effective network architecture and planning and operational strategies for optical transport networks, which is beneficial to the deployment and operation of Australian telecommunication networks. In addition, viewing the sparse connectivi ....Translucent Optical Networks: Architecture, Design, Operation, and Survivability. Australia is a geographically disperse country. Long-haul optical transport networks are key communication infrastructure between metropolises. Our research aims to discover cost-effective network architecture and planning and operational strategies for optical transport networks, which is beneficial to the deployment and operation of Australian telecommunication networks. In addition, viewing the sparse connectivity of Australian backbone transport networks, the research on network survivability will provide effective strategies for Australian transport networks to survive any network failures due to natural disasters or terror attacks, thereby providing reliable network services to Australian. Read moreRead less
Architectures and System Technologies for Intelligent Photonic Packet Routers. The photonic packet switching in future all-optical IP centric networks can provide the much needed bandwidth granularity and optimal data transport architectures. Through the adaptation of multi-protocol label switching (MPLS) compatible photonic label switching concepts, photonic packet routers can be easily realised. As part of this project we will develop subsystem technologies for header processing with integrate ....Architectures and System Technologies for Intelligent Photonic Packet Routers. The photonic packet switching in future all-optical IP centric networks can provide the much needed bandwidth granularity and optimal data transport architectures. Through the adaptation of multi-protocol label switching (MPLS) compatible photonic label switching concepts, photonic packet routers can be easily realised. As part of this project we will develop subsystem technologies for header processing with integrated ability to perform optical signal monitoring will be made. Based on these studies, optimal novel intelligent photonic router architectures incorporating these technologies will be developed and demonstrated. Performance optimisation will be carried out through computer modelling.Read moreRead less