Network Intrusion Detection via Machine Learning. Computer security is an increasingly important, yet complex task. It
takes significant skills to configure systems properly such that they
are safe from malicious attacks.
The proposed project aims at designing automatic systems which are
able to adapt to an existing network configuration and which detect
novel and unusual events. For this purpose we will use modern machine
learning techniques, mainly based on kernels. In particular, rec ....Network Intrusion Detection via Machine Learning. Computer security is an increasingly important, yet complex task. It
takes significant skills to configure systems properly such that they
are safe from malicious attacks.
The proposed project aims at designing automatic systems which are
able to adapt to an existing network configuration and which detect
novel and unusual events. For this purpose we will use modern machine
learning techniques, mainly based on kernels. In particular, recently
developed algorithms to estimate the support of a distribution and
detect rare events will be employed in this context.
The project is in cooperation with Dr. Ralf Herbrich (Microsoft
Research, Cambridge).
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Special Research Initiatives - Grant ID: SR0567533
Funder
Australian Research Council
Funding Amount
$120,000.00
Summary
Scientific Instruments as ICT Components in Building a GrEMLIN for e-Research. The proposal seeks to initiate the development of a GrEMLIN, a Grid Enabled Multi-Level Instrument Network, for e-Research. Scientific instruments, whether at conventional laboratories or at major facilities, may be regarded as specialised ICT components in a network providing remote access to such instrumentation. Collaborative remote access and data analysis brings efficiency and effectiveness dividends, that can ....Scientific Instruments as ICT Components in Building a GrEMLIN for e-Research. The proposal seeks to initiate the development of a GrEMLIN, a Grid Enabled Multi-Level Instrument Network, for e-Research. Scientific instruments, whether at conventional laboratories or at major facilities, may be regarded as specialised ICT components in a network providing remote access to such instrumentation. Collaborative remote access and data analysis brings efficiency and effectiveness dividends, that can be enhanced through the harnessing of Grid technologies. The collaborative project will leverage middleware, Web Services and e-Science software developments in the US and UK, to provide Grid enabled remote instrument access and data analysis as a powerful e-Research tool.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0668381
Funder
Australian Research Council
Funding Amount
$750,000.00
Summary
Foundational National Nanotechnology Infrastructure. Breakthough nanotechnologies based on quantum mechanics promise useful devices for absolutely secure transmission of information encoded in quantum states, ultra-rapid searching through genome databases for unique gene sequences, faster electronic and photonic devices, robust devices made from diamond and better processing of biomedical materials for diagnosis of illness. Fabrication and characterization of these devices provides training for ....Foundational National Nanotechnology Infrastructure. Breakthough nanotechnologies based on quantum mechanics promise useful devices for absolutely secure transmission of information encoded in quantum states, ultra-rapid searching through genome databases for unique gene sequences, faster electronic and photonic devices, robust devices made from diamond and better processing of biomedical materials for diagnosis of illness. Fabrication and characterization of these devices provides training for research students in state-of-the-art techniques with many uses. Deeper understanding of these quantum technologies will lead to better models for some of the most puzzling aspects of quantum mechanical systems that are the foundation of the physical processes of
our universe.Read moreRead less
Driving Large Scale Live Internet Broadcasting of Streaming Video. Recent experience of Internet service providers has seen a booming market demand for live Internet broadcasting services. Live broadcasting of high-profile events, such as the Live Earth concerts in July 2007 by MSN, has drawn a global audience of the order of millions of viewers across the Internet. The technology developed in this project will drastically reduce Internet bandwidth consumption for provisioning such large-scale I ....Driving Large Scale Live Internet Broadcasting of Streaming Video. Recent experience of Internet service providers has seen a booming market demand for live Internet broadcasting services. Live broadcasting of high-profile events, such as the Live Earth concerts in July 2007 by MSN, has drawn a global audience of the order of millions of viewers across the Internet. The technology developed in this project will drastically reduce Internet bandwidth consumption for provisioning such large-scale Internet broadcasting services while meeting user satisfaction with guaranteed Quality of Service. It is crucial for Australia to invest in this frontier technology since Australian service providers rely on expensive Internet infrastructure to communicate with major data hubs in other continents.Read moreRead less
Congestion Control for the Future Internet. Australia relies very much on its telecommunications infrastructure due to its geographic dispersion. Our novel and practical Internet congestion control scheme will overcome current weaknesses in the Internet, and will enable the Australian telecommunication service industry to provide a better quality of service to the customers (including Australia industries and rural communities) and at lower cost. This project will put Australia on the internati ....Congestion Control for the Future Internet. Australia relies very much on its telecommunications infrastructure due to its geographic dispersion. Our novel and practical Internet congestion control scheme will overcome current weaknesses in the Internet, and will enable the Australian telecommunication service industry to provide a better quality of service to the customers (including Australia industries and rural communities) and at lower cost. This project will put Australia on the international stage as an leading contributor to Internet technology. We will provide training for PhD students and the management of postdoctoral fellows in the important area of Internet traffic engineering and control.
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Developing a Smart Monitoring System for Leakage Currents from Insulators on Wooden Poles. Numerous wooden poles are used for electricity power transmission in urban and rural areas of Australia. Insulators suspended on poles are subject to contamination and moisture that cause partial discharge currents to flow through the wooden poles, resulting in pole fires leading to loss of power to customers and possible bush fires. This project aims at studying the characteristics of leakage currents fr ....Developing a Smart Monitoring System for Leakage Currents from Insulators on Wooden Poles. Numerous wooden poles are used for electricity power transmission in urban and rural areas of Australia. Insulators suspended on poles are subject to contamination and moisture that cause partial discharge currents to flow through the wooden poles, resulting in pole fires leading to loss of power to customers and possible bush fires. This project aims at studying the characteristics of leakage currents from insulators on wooden poles in Australian conditions and developing a smart monitoring system to detect and prevent pole fires caused by leakage currents. The outcomes will reduce the risk of pole fires, hence improving public safety, reliability of power supply and sustainability of the Australian power industry.Read moreRead less
Design of Quantized Feedback for Robust Control Systems. Most modern machineries and industrial processes are manipulated using advanced control technologies. With the recent advances in information technology, more and more control systems operate over communications networks. However, the technologies used in these control systems are seriously lagging behind because they make little assumptions about problems in digital communications. These problems include sampling errors, quantization erro ....Design of Quantized Feedback for Robust Control Systems. Most modern machineries and industrial processes are manipulated using advanced control technologies. With the recent advances in information technology, more and more control systems operate over communications networks. However, the technologies used in these control systems are seriously lagging behind because they make little assumptions about problems in digital communications. These problems include sampling errors, quantization errors, transmission errors and transmission delays. The proposed research will develop a new control theory to address this issue. Our work will help Australia maintain a leading role in the area of control and give the Australian industry advantages in applying modern technologies in control and automation.Read moreRead less
High Performance Runtimes for Next Generation Languages. X10 is a type-safe, memory-safe programming language. This project will help make X10 a viable choice for secure software on the next generation of computer architectures. The proposed project will contribute to a better understanding of the fundamental processes that advance knowledge and facilitate the development of technological innovations (a research priority goal). By addressing a key emerging problem and consolidating Australian- ....High Performance Runtimes for Next Generation Languages. X10 is a type-safe, memory-safe programming language. This project will help make X10 a viable choice for secure software on the next generation of computer architectures. The proposed project will contribute to a better understanding of the fundamental processes that advance knowledge and facilitate the development of technological innovations (a research priority goal). By addressing a key emerging problem and consolidating Australian-based expertise in this area, the project will also enhance Australia’s capacity in frontier technologies research.Read moreRead less
Application of Knowledge-Based Engineering (KBE) Technology to Intelligent Design Engineering Systems. Knowledge Based Engineering (KBE) is a systematic approach to the integration of design and manufacturing of products and their related processes, from concept to disposal. Typical for KBE applications is that it accepts design rules and procedures. This makes the design process more efficient, which reduces development cost and product lead time. It also enables knowledge and experience to be ....Application of Knowledge-Based Engineering (KBE) Technology to Intelligent Design Engineering Systems. Knowledge Based Engineering (KBE) is a systematic approach to the integration of design and manufacturing of products and their related processes, from concept to disposal. Typical for KBE applications is that it accepts design rules and procedures. This makes the design process more efficient, which reduces development cost and product lead time. It also enables knowledge and experience to be captured and retained which reduces training cost and makes new staff more effective. The aim of the project is to develop a KBE environment for wire and conduit routing through complex structures and verify the benefits in an industry environment.Read moreRead less
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. Read moreRead less