Design of network coding schemes for the next generation of wireless cellular systems. Network coding schemes are expected to become one of the key radio technologies and could have a far-reaching impact on the Australian economy. The proposed program will contribute to theory and development of network coding techniques and their application in future wireless networks.
Efficient signal transmission techniques for large scale antenna systems. This project aims to design efficient signal transmission techniques for large scale antenna wireless systems that can significantly improve network capacity and radio spectrum efficiency. Large scale antenna arrays deployed in cellular networks is a promising technique to accommodate the dramatically increasing data demands for next generation wireless communications. The intended outcome of the project will bring revolut ....Efficient signal transmission techniques for large scale antenna systems. This project aims to design efficient signal transmission techniques for large scale antenna wireless systems that can significantly improve network capacity and radio spectrum efficiency. Large scale antenna arrays deployed in cellular networks is a promising technique to accommodate the dramatically increasing data demands for next generation wireless communications. The intended outcome of the project will bring revolutionary change in mobile wireless communications and benefit billions of people in the world. It will significantly lift productivity and economic growth in Australia.Read moreRead less
Reliable bi-directional machine-type communications for smart agriculture. This project aims to develop innovative solutions for agricultural machine-type communications to provide robust and bi-directional coverage for remote agriculture areas with difficult terrain, by leveraging smart-sensor-enabled, energy-efficient uplink transmissions and ultra-reliable downlink transmissions. Machine-type communications have been recognised as a key enabler for the future smart agriculture and smart farms ....Reliable bi-directional machine-type communications for smart agriculture. This project aims to develop innovative solutions for agricultural machine-type communications to provide robust and bi-directional coverage for remote agriculture areas with difficult terrain, by leveraging smart-sensor-enabled, energy-efficient uplink transmissions and ultra-reliable downlink transmissions. Machine-type communications have been recognised as a key enabler for the future smart agriculture and smart farms. The project will use novel agricultural machine-type communication theories and develop test-beds to enable the smart agricultural applications. This is expected to contribute to the crucial communication infrastructures for smart farms, which will lead to higher agricultural productivity and national economy.Read moreRead less
Spectrum efficient wireless technologies for 5G cellular networks. Spectrum efficient wireless technologies for 5G cellular networks. This project aims to design future generation wireless network technologies for 5G cellular networks, whose new and advanced spectrum and interference management technologies can improve the network capacity and radio spectrum efficiency. This is pressing, as the current fourth generation (4G) cellular communications technology will soon not be able to meet increa ....Spectrum efficient wireless technologies for 5G cellular networks. Spectrum efficient wireless technologies for 5G cellular networks. This project aims to design future generation wireless network technologies for 5G cellular networks, whose new and advanced spectrum and interference management technologies can improve the network capacity and radio spectrum efficiency. This is pressing, as the current fourth generation (4G) cellular communications technology will soon not be able to meet increasing demands for high-speed wireless access. This project is intended to bring revolutionary change in the mobile wireless communications and benefit billions of people worldwide.Read moreRead less
Massive connectivity and low latency machine-to-machine communications. Massive connectivity and low latency machine-to-machine communications. This project aims to develop communications protocols and algorithms to enable energy-efficient, reliable and low latency machine-to-machine (M2M) networks, connecting a massive number of heterogeneous machine type devices. M2M communications are key to unlocking the Internet of Things’s potential to improve economic productivity and life quality. This p ....Massive connectivity and low latency machine-to-machine communications. Massive connectivity and low latency machine-to-machine communications. This project aims to develop communications protocols and algorithms to enable energy-efficient, reliable and low latency machine-to-machine (M2M) networks, connecting a massive number of heterogeneous machine type devices. M2M communications are key to unlocking the Internet of Things’s potential to improve economic productivity and life quality. This project will develop new theories and devise a proof-of-concept M2M test-bed to evaluate and verify the proposed technologies. The intended outcomes of the project are to contribute to the global standardisation of M2M networks and the new type of world-class wireless infrastructure, as an integral part of the emerging digital society.Read moreRead less
Integrated Feedback Control in Future Wireless Communication Networks. The aim of this project is to develop and analyse new feedback control methods to address emerging challenges in future wireless communication networks such as 5G. This new generation of mobile communications promises exceptional bandwidth, high reliability and low link delay. To achieve these leaps in performance, a paradigm shift to massive multiple-input-multiple-output (MIMO) antenna systems, very high frequency systems a ....Integrated Feedback Control in Future Wireless Communication Networks. The aim of this project is to develop and analyse new feedback control methods to address emerging challenges in future wireless communication networks such as 5G. This new generation of mobile communications promises exceptional bandwidth, high reliability and low link delay. To achieve these leaps in performance, a paradigm shift to massive multiple-input-multiple-output (MIMO) antenna systems, very high frequency systems and small cells is required. Critical feedback loops in areas such as narrow 3D beam steering for mobile users, control of multiflow systems must be developed to enable 5G communications to be successfully deployed. This new generation of communications is also expected to open up new control application domains, such as the use of vehicle-to-vehicle networks.Read moreRead less
Classification and Prediction Modelling for Financial Distress, Tax Debt and Insolvency for ATO Clients. The Australian Taxation Office (ATO) has clients who are not able to meet their taxation debts, resulting in revenue shortfalls for both the State and Federal Governments. Through this project, we will develop predictive models and techniques which identify client classes and clusters in the ATO client population and the defining attributes of these collections - especially those which are a ....Classification and Prediction Modelling for Financial Distress, Tax Debt and Insolvency for ATO Clients. The Australian Taxation Office (ATO) has clients who are not able to meet their taxation debts, resulting in revenue shortfalls for both the State and Federal Governments. Through this project, we will develop predictive models and techniques which identify client classes and clusters in the ATO client population and the defining attributes of these collections - especially those which are at high risk of incurring debt and defaulting on paying taxes. In turn, the early identification of clients in financial distress will allow the ATO to give them assistance so that they can reduce their debts and meet their financial obligations.Read moreRead less
Intelligent Decision Support for Neonatal Analysis and Trend Detection. Nearly five percent of newborn babies require intensive care after birth. Several electronic instruments monitor a baby's vital signs such as blood oxygen, blood pressure and heart rate. A major limitation in neonatal clinical management is that the physiological data generated by the monitors is not extracted to provide an integrated picture of the baby's condition or to enable detection of trends and patterns in clinical a ....Intelligent Decision Support for Neonatal Analysis and Trend Detection. Nearly five percent of newborn babies require intensive care after birth. Several electronic instruments monitor a baby's vital signs such as blood oxygen, blood pressure and heart rate. A major limitation in neonatal clinical management is that the physiological data generated by the monitors is not extracted to provide an integrated picture of the baby's condition or to enable detection of trends and patterns in clinical and real-time physiological data. This project will develop a methodology and technology that supports neonatal analysis incorporating a framework to mine data for trend detection, resulting in higher survival rates.Read moreRead less
Intelligent Design Advisor for Manufacturing Process Knowledge within Concurrent Engineering in the Aerospace Industry. At present the design of engineering components in the aerospace industry is accomplished by experts from design and manufacturing either sequentially or in collaboration. If performed in sequence then time and quality is jeopardised. If performed in collaboration then more manpower than is necessary is expended. The aim of this project is to develop an intelligent design advis ....Intelligent Design Advisor for Manufacturing Process Knowledge within Concurrent Engineering in the Aerospace Industry. At present the design of engineering components in the aerospace industry is accomplished by experts from design and manufacturing either sequentially or in collaboration. If performed in sequence then time and quality is jeopardised. If performed in collaboration then more manpower than is necessary is expended. The aim of this project is to develop an intelligent design advisor for Manufacturing Process Knowledge that will provide this expert knowledge to the design engineer in order to speed up the design process while reducing costs and still maintaining the high standard of quality necessary in the Aerospace industry.Read moreRead less
A safety-preserving ecosystem for autonomous driving. In this project, Macquarie University will collaborate with UTS and SilverQuest to develop an innovative safety-preserving ecosystem for autonomous driving. This system will not only be adopted by SilverQuest’s customers (automotive companies) to secure their latest autonomous driving models, but also be commercialised as a toolset that can be plugged into existing autonomous vehicles to detect and prevent malicious attacks on autonomous driv ....A safety-preserving ecosystem for autonomous driving. In this project, Macquarie University will collaborate with UTS and SilverQuest to develop an innovative safety-preserving ecosystem for autonomous driving. This system will not only be adopted by SilverQuest’s customers (automotive companies) to secure their latest autonomous driving models, but also be commercialised as a toolset that can be plugged into existing autonomous vehicles to detect and prevent malicious attacks on autonomous driving models. The project will lead to two innovations: in theory design an attack detection and prevention ecosystem for autonomous driving and in application implement a safety analysis toolset for industry-scale autonomous systems.Read moreRead less