Power system security assessment given massive intermittent energy sources. This project aims to develop new models and analysis methods to investigate the impact of massive intermittent energy sources (IESs) on the performance and security of power grids. Furthermore, advanced control strategies will be developed to enhance the security. The outcomes can provide useful guidelines to assist the Australian power industry and the government in realising the renewable energy target. Furthermore con ....Power system security assessment given massive intermittent energy sources. This project aims to develop new models and analysis methods to investigate the impact of massive intermittent energy sources (IESs) on the performance and security of power grids. Furthermore, advanced control strategies will be developed to enhance the security. The outcomes can provide useful guidelines to assist the Australian power industry and the government in realising the renewable energy target. Furthermore considering serious blackout can not only cause economic losses, but also larger disturbance in other critical infrastructure, this project also contributes to national security.Read moreRead less
Customer Centred Peer-to-Peer Energy Trading Framework for Future Grids. This project aims to develop a peer-to-peer (P2P) energy trading framework that facilitates cooperative and trustworthy energy trading directly among energy customers such as residents. By developing novel energy load monitoring and prediction techniques, a customer cooperation scheme and a privacy-preserving P2P energy market, this project expects to transform current energy networks to facilitate energy trading at the edg ....Customer Centred Peer-to-Peer Energy Trading Framework for Future Grids. This project aims to develop a peer-to-peer (P2P) energy trading framework that facilitates cooperative and trustworthy energy trading directly among energy customers such as residents. By developing novel energy load monitoring and prediction techniques, a customer cooperation scheme and a privacy-preserving P2P energy market, this project expects to transform current energy networks to facilitate energy trading at the edge of the grid and contribute to achievement of Australia’s net-zero emission target by 2050. The intended outcomes form this project include new science and knowledge of customer-side energy systems, new design philosophy and strategies for energy markets, and an open-source framework for prototype evaluation. Read moreRead less
Quantification, optimisation, and application of deep uncertainty. This project aims to develop a framework for deep uncertainty quantification. There is currently a fundamental gap between deep learning research and the methods required to quantify and manage uncertainties. The research will propose a novel distribution-free methodology to generate deep predictive uncertainty estimates to avoid the assumptions of existing methods. The quality of estimates will be enhanced by applying an interva ....Quantification, optimisation, and application of deep uncertainty. This project aims to develop a framework for deep uncertainty quantification. There is currently a fundamental gap between deep learning research and the methods required to quantify and manage uncertainties. The research will propose a novel distribution-free methodology to generate deep predictive uncertainty estimates to avoid the assumptions of existing methods. The quality of estimates will be enhanced by applying an interval-based adversarial training step. The project is expected to help data-driven Australian organisations and industries to better quantify and manage forecasting uncertainties. This project will provide them with significant cost savings through better decision making and more robust planning.Read moreRead less
The physics and biology of hearing in larval fish. Using the zebrafish model and an array of cutting-edge biophysics and neuroscience tools, this project aims to provide the first complete map of a functioning auditory system. This is significant because it has previously been impossible to study the brain at the levels of single cells, circuits, and brain-wide networks simultaneously. Expected outcomes include detailed descriptions of information flow through a simple brain and the ways that br ....The physics and biology of hearing in larval fish. Using the zebrafish model and an array of cutting-edge biophysics and neuroscience tools, this project aims to provide the first complete map of a functioning auditory system. This is significant because it has previously been impossible to study the brain at the levels of single cells, circuits, and brain-wide networks simultaneously. Expected outcomes include detailed descriptions of information flow through a simple brain and the ways that brain cells and circuits communicate to process information. Benefits include knowledge gained about sensory systems in nature, future biomimetic approaches for information processing, and the training of the next generation of Australian researchers in cutting edge optical physics and neuroscience.Read moreRead less
A systems materials engineering strategy for hybrid ion capacitors. This project aims to develop a data science-driven approach to allow the use of materials systems engineering strategy to quantify the cell-level design of electrochemical energy storage devices such as hybrid ion capacitors. The intended outcomes of this project include new dynamic equivalent circuit models and a new quantitative approach to make the electrodes pairing predictable and realise their optimal design against the ne ....A systems materials engineering strategy for hybrid ion capacitors. This project aims to develop a data science-driven approach to allow the use of materials systems engineering strategy to quantify the cell-level design of electrochemical energy storage devices such as hybrid ion capacitors. The intended outcomes of this project include new dynamic equivalent circuit models and a new quantitative approach to make the electrodes pairing predictable and realise their optimal design against the needs of the specific applications. It will also demonstrate a combined strategy of data science and discipline-specific experiments and theories to advance the emerging field of materials systems engineering. Read moreRead less
Multi-colour ultrashort soft X-ray pulses. This project aims to create multi-colour, ultrashort, highly coherent, bright pulses of soft X-rays based on high-harmonic generation in a table-top multiple-section gas cell. Studying multi-electronic and non-adiabatic processes and other fundamental aspects such as multi-electronic correlations and non-Born-Oppenheimer vibronic couplings in complex molecules is a major challenge in current ultrafast photochemistry research. This project will use multi ....Multi-colour ultrashort soft X-ray pulses. This project aims to create multi-colour, ultrashort, highly coherent, bright pulses of soft X-rays based on high-harmonic generation in a table-top multiple-section gas cell. Studying multi-electronic and non-adiabatic processes and other fundamental aspects such as multi-electronic correlations and non-Born-Oppenheimer vibronic couplings in complex molecules is a major challenge in current ultrafast photochemistry research. This project will use multiple driving pulses with different carrier frequencies to control the spectral properties and time delay of the pulses. It will use the soft X-ray source to develop an ideal platform for studying multi-electronic and non-adiabatic processes, multi-electronic correlations and non-Born-Oppenheimer vibronic couplings in complex molecules. This is expected to advance materials science, paving the way to soft X-ray technologies.Read moreRead less
Nano-fibrous structure for high-performance organic photovoltaic thin films. This project aims to create nano-fibrous active thin films with high charge mobility for organic photovoltaic (OPV) devices, using a method inspired by molecular gelation. The significance of this project is that it addresses a major bottleneck, i.e. poor charge generation and transport, that limits the efficiency of OPV devices. The outcomes will provide insights into the crucial factors that affect the self-assembly o ....Nano-fibrous structure for high-performance organic photovoltaic thin films. This project aims to create nano-fibrous active thin films with high charge mobility for organic photovoltaic (OPV) devices, using a method inspired by molecular gelation. The significance of this project is that it addresses a major bottleneck, i.e. poor charge generation and transport, that limits the efficiency of OPV devices. The outcomes will provide insights into the crucial factors that affect the self-assembly of organic semiconducting materials, and the influences of nano-fibrous structure on the charge mobility and efficiency of an OPV device. The outcomes will greatly facilitate the development of highly efficient, lightweight and low-cost solar energy harvesting devices to reduce our carbon footprint.Read moreRead less
Advanced inverter control for distributed energy systems. This project aims to discover innovative fundamental approaches for the control of electrical grids with a diverse and changing mix of generation sources. It will generate new knowledge in the area of electrical power system control by researching innovative and advanced inverter control techniques coupled to advanced power system models. The expected outcomes are advanced power system control techniques that remove the emerging barriers ....Advanced inverter control for distributed energy systems. This project aims to discover innovative fundamental approaches for the control of electrical grids with a diverse and changing mix of generation sources. It will generate new knowledge in the area of electrical power system control by researching innovative and advanced inverter control techniques coupled to advanced power system models. The expected outcomes are advanced power system control techniques that remove the emerging barriers to increased penetrations of distributed generation and energy storage. The benefit of the research includes an Australian-developed solution to many of the difficulties faced by grid operators around the world in incorporating increased renewable generation and energy storage in their power systems.Read moreRead less
Controllable quantum phases in two-dimensional metal-organic nanomaterials. This project aims to design novel two-dimensional metal-organic nanomaterials and to control electronic quantum phases therein. The project expects to generate new fundamental knowledge in advanced materials, solid-state physics and quantum nanoscience. It will rely on supramolecular chemistry to synthesise new atomically precise functional materials. Expected outcomes include the fabrication of new advanced nanomaterial ....Controllable quantum phases in two-dimensional metal-organic nanomaterials. This project aims to design novel two-dimensional metal-organic nanomaterials and to control electronic quantum phases therein. The project expects to generate new fundamental knowledge in advanced materials, solid-state physics and quantum nanoscience. It will rely on supramolecular chemistry to synthesise new atomically precise functional materials. Expected outcomes include the fabrication of new advanced nanomaterials, as well as the observation and control of new quantum phenomena therein. The project should provide significant benefits, such as advancing basic research in quantum nanomaterials, and aiding to lay the foundation for next-generation electronics and information technologies.Read moreRead less