Discovery Early Career Researcher Award - Grant ID: DE160100714
Funder
Australian Research Council
Funding Amount
$354,000.00
Summary
Shaping light – new frontiers in big fast data. This project aims to address the need for new technologies to tackle the bandwidth overload. Because of the basic human desire to communicate and interact, our society has an exponentially growing Internet data demand. The data capacity crunch is imminent. Data demand is rapidly approaching the nonlinear Shannon limit which governs the maximum data capacity of single-mode optical fibres. Bandwidth limitations may have severe implications for societ ....Shaping light – new frontiers in big fast data. This project aims to address the need for new technologies to tackle the bandwidth overload. Because of the basic human desire to communicate and interact, our society has an exponentially growing Internet data demand. The data capacity crunch is imminent. Data demand is rapidly approaching the nonlinear Shannon limit which governs the maximum data capacity of single-mode optical fibres. Bandwidth limitations may have severe implications for society and economy. This project aims to develop chip-scale mode-multiplexers based on innovative 3D integrated photonics and combine them with optical gain to shape light for space-division multiplexed optical communication networks. This is designed to break through the data capacity limit that currently prevents growth in Internet data rates.Read moreRead less
Towards an intercontinental quantum network. This project aims to address the security vulnerabilities of online data transmission. Cyber attacks and data stealing are threatening the daily operations of public and private organisations worldwide, and the privacy of individuals. This project expect to realise the key element for a new global network architecture where security is guaranteed by the fundamental laws of physics. This element is the quantum node and it will be implemented through th ....Towards an intercontinental quantum network. This project aims to address the security vulnerabilities of online data transmission. Cyber attacks and data stealing are threatening the daily operations of public and private organisations worldwide, and the privacy of individuals. This project expect to realise the key element for a new global network architecture where security is guaranteed by the fundamental laws of physics. This element is the quantum node and it will be implemented through the development of new techniques for the control and manipulation of individual atoms and innovative integrated optical devices for the interface with fibre networks. The development of this technology will lead to intrinsically secure online communication for organisations in the health and defence sectors and private individuals worldwide.Read moreRead less
Routing shapes of light for the next generation of fibre optic networks. In 2016, the United Nations declared access to the Internet as basic human right. Our communication networks are facing a capacity crunch, which will transform a basic human right for everyone into a privilege for a few. This project aims to avoid a capacity crunch by creating innovative solutions for the next generation of optical fibre communication networks. This project stands to generate new knowledge in photonics, opt ....Routing shapes of light for the next generation of fibre optic networks. In 2016, the United Nations declared access to the Internet as basic human right. Our communication networks are facing a capacity crunch, which will transform a basic human right for everyone into a privilege for a few. This project aims to avoid a capacity crunch by creating innovative solutions for the next generation of optical fibre communication networks. This project stands to generate new knowledge in photonics, optical communication and advanced manufacturing. The expected benefits are new academic collaborations, enhancing Australia’s international standing and economic benefit through commercialisation and training of students for the growing photonics industry in Australia.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120100055
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
Controlling light with nonlinear effects in silicon nanocrystals. The project will help to promote in Australia the novel field of silicon nanophotonics, which is currently one of the most explored disciplines within the field of integrated optics. It will introduce innovative concepts for superior light control, which will keep Australia at the forefront of international research and frontier technologies.
Hardware Acceleration for Neural Systems. To really understand how brains work, we need to simulate neural networks of a size similar to that of the human brain (100 billion neurons, 100 trillion connections). Simulating such a network on standard computers in not possible because of its sheer size. Several groups are currently building very expensive and proprietary hardware to solve this, but the output from these projects will not be accessible to other researchers. In order to make real prog ....Hardware Acceleration for Neural Systems. To really understand how brains work, we need to simulate neural networks of a size similar to that of the human brain (100 billion neurons, 100 trillion connections). Simulating such a network on standard computers in not possible because of its sheer size. Several groups are currently building very expensive and proprietary hardware to solve this, but the output from these projects will not be accessible to other researchers. In order to make real progress in neuroscience, many more researchers need to be enabled to participate. To do this, the project will build a system from commercial hardware (FPGAs) that will cost only a few ten thousand dollars and it will make this design and software available for free. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE160100850
Funder
Australian Research Council
Funding Amount
$330,000.00
Summary
Dynamic adaptive software configuration. The aim of this project is to use computational intelligence in software engineering processes to achieve self-optimising products. Many mobile device users bemoan inadequate battery life, and device size is largely determined by the battery. In addition, information and communications technology uses six per cent of the global electricity production. The expected outputs of this project will be packages of optimisation components that software engineers ....Dynamic adaptive software configuration. The aim of this project is to use computational intelligence in software engineering processes to achieve self-optimising products. Many mobile device users bemoan inadequate battery life, and device size is largely determined by the battery. In addition, information and communications technology uses six per cent of the global electricity production. The expected outputs of this project will be packages of optimisation components that software engineers can incorporate into next generation products: the products analyse their collected usage data, perform what-if analyses, and optimise their configurations accordingly for the next usage period. Hence, the products may respond faster, be more reliable, and consume less energy.Read moreRead less
Tracing nature's template: using statistical machine learning to evolve biocatalysts. In this project new computational methods will be developed to design nature-inspired, biological catalysts for industrial purposes. Such methods will enable catalysts to be designed that can improve the effectiveness and environmental footprint of drug development, agricultural and specialist chemical production and environmental remediation.
Advanced planning systems for vertically integrated supply chain management. This project will integrate various algorithms into an adaptive, dynamic and intelligent system that deals with the vertically integrated supply chains. The outcomes include publications in the quality outlets, generation of intellectual property, and dissemination of this research amongst the research and business communities.
Australian Laureate Fellowships - Grant ID: FL210100045
Funder
Australian Research Council
Funding Amount
$3,245,263.00
Summary
Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected ....Energy-efficient artificial intelligence using quantum technologies. Artificial intelligence (AI) is transforming society but standard technologies come with significant hidden costs: training even a single, common, learning model can emit 5 times more carbon dioxide than the lifetime emissions of the average car. This Fellowship aims to develop artificial intelligence platforms using Australia’s significant investment in quantum technologies to bypass traditional approaches to AI. The expected outcomes are neuromorphic computers that operate efficiently—with low-energy cost—and rapidly—achieving speeds impossible with conventional electronic approaches. The anticipated benefits are transformative technologies for AI, new applications across society, and new tools for exploring brain function and cognition.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210101808
Funder
Australian Research Council
Funding Amount
$395,775.00
Summary
Genetic Programming for Big Data Analytics. The project aims to extend a powerful machine learning method, called genetic programming and also developing a new concept called Alpha program, for big data analytics. This project expects to generate a new approach by finding a systematic approach to develop gene structures using information theory. By borrowing the best genes from the population of programs, the Alpha program concept will be developed for the first time. The proposed approach aims ....Genetic Programming for Big Data Analytics. The project aims to extend a powerful machine learning method, called genetic programming and also developing a new concept called Alpha program, for big data analytics. This project expects to generate a new approach by finding a systematic approach to develop gene structures using information theory. By borrowing the best genes from the population of programs, the Alpha program concept will be developed for the first time. The proposed approach aims to enhance genetic programming for many practical problems. I contend that not only finding better tools for big data analytics is in the best interest of machine learning and big data communities, it also provides significant benefits for other communities and industries in Australia.Read moreRead less