Feature Learning for High-dimensional Functional Time Series. This project aims to develop new methods and theories for common features on high-dimensional functional time series observed in empirical applications. The significance includes addressing a key gap in adaptive and efficient feature learning, improving forecasting accuracy and understanding forecasting-driven factors comprehensively for empirical data. Expected outcomes involve advances in big data theory and easy-to-implement algori ....Feature Learning for High-dimensional Functional Time Series. This project aims to develop new methods and theories for common features on high-dimensional functional time series observed in empirical applications. The significance includes addressing a key gap in adaptive and efficient feature learning, improving forecasting accuracy and understanding forecasting-driven factors comprehensively for empirical data. Expected outcomes involve advances in big data theory and easy-to-implement algorithms for applied researchers. This project benefits not only advanced manufacturing by finding optimal stopping time for wood panel compression, but also superior forecasting for mortality in demography, climate data in environmental science, asset returns in finance, and electricity consumption in economics. Read moreRead less
Porous Electromaterials for Hydrogen Production and Energy Storage. This project aims to develop nanocomposite electrodes and membranes for efficient production of renewable hydrogen and the next generation of high-energy-density battery technologies. This will be accomplished by the engineering of multi-scale porous materials with tuneable electrical, chemical and morphological properties using earth abundant elements. The intended outcome is the establishment of a scalable methodology for the ....Porous Electromaterials for Hydrogen Production and Energy Storage. This project aims to develop nanocomposite electrodes and membranes for efficient production of renewable hydrogen and the next generation of high-energy-density battery technologies. This will be accomplished by the engineering of multi-scale porous materials with tuneable electrical, chemical and morphological properties using earth abundant elements. The intended outcome is the establishment of a scalable methodology for the structuring and effective integration of microporous materials in highly conductive scaffolds, achieving superior charge and molecular transport, as well as high surface activity. Broad social and economic benefits are anticipated providing new technological solutions for renewable energy storage and fuel production.Read moreRead less
Porous transparent conducting oxides for efficient solar fuel production. This project aims to develop highly porous, transparent and electrically conducting networks of oxide nanoparticles for artificial photosynthesis applications. The majority of hydrogen is currently produced via natural gas reforming, a process that generates a significant carbon footprint due to the use of fossil fuels. This project will develop novel materials and fabrication methods to improve the efficiency of hydrogen ....Porous transparent conducting oxides for efficient solar fuel production. This project aims to develop highly porous, transparent and electrically conducting networks of oxide nanoparticles for artificial photosynthesis applications. The majority of hydrogen is currently produced via natural gas reforming, a process that generates a significant carbon footprint due to the use of fossil fuels. This project will develop novel materials and fabrication methods to improve the efficiency of hydrogen production using clean and renewable solar energy. This project will contribute to development of technologies for the chemical storage of renewable energy, and reduction of carbon dioxide emissions. This will have applications in the areas of optoelectronic devices, medical biosensors, and photocatalysis, offering downstream benefits for the society, the economy and the environment.Read moreRead less
Next generation easy-clean lenses by robust liquid-repellent nanotextures. This project aims to produce better performing self-cleaning lenses, which are less likely to get dirty and are easy to clean. It will develop water and oil repellent coatings with superior optical transparency and mechanical, solvent and UV stability for both hard coated and anti-reflection coated optical lenses. Engineering of stable, ultra-liquid repellent nanomaterials on transparent surfaces will create a foundation ....Next generation easy-clean lenses by robust liquid-repellent nanotextures. This project aims to produce better performing self-cleaning lenses, which are less likely to get dirty and are easy to clean. It will develop water and oil repellent coatings with superior optical transparency and mechanical, solvent and UV stability for both hard coated and anti-reflection coated optical lenses. Engineering of stable, ultra-liquid repellent nanomaterials on transparent surfaces will create a foundation of knowledge for the industrial development of the future generation of easy care coatings, with vast application potential.Read moreRead less
Locally structured polar-photofunctional materials for energy conversion. This project aims to develop a novel method to engineer local chemical structures for achieving the polarity in narrow bandgap oxides via advanced thin-film growth and ion beam irradiation techniques. The developed new polar-photofunctional materials will significantly improve opto-electro-mechanical coupling and energy conversion, facilitating uses in renewable energy harvesting and smart optomechanical devices. The proje ....Locally structured polar-photofunctional materials for energy conversion. This project aims to develop a novel method to engineer local chemical structures for achieving the polarity in narrow bandgap oxides via advanced thin-film growth and ion beam irradiation techniques. The developed new polar-photofunctional materials will significantly improve opto-electro-mechanical coupling and energy conversion, facilitating uses in renewable energy harvesting and smart optomechanical devices. The project expects to advance material science through a new concept and innovative methodology, achieve properties forbidden/limited by conventional strategies and expand candidate pools for new generation multifunctional materials, significantly advancing Australia’s capacity in advanced manufacturing and industry.Read moreRead less
ARC Centre of Excellence in Optical Microcombs for Breakthrough Science. ARC Centre of Excellence in Optical Microcombs for Breakthrough Science. This Centre aims to explore the society wide transformations that will flow from optical frequency combs - thousands of highly pure light signals precisely spaced across the entire optical spectrum - by leveraging and building upon the latest breakthroughs in physics, materials science and nanofabrication. It expects to generate a wide new base of know ....ARC Centre of Excellence in Optical Microcombs for Breakthrough Science. ARC Centre of Excellence in Optical Microcombs for Breakthrough Science. This Centre aims to explore the society wide transformations that will flow from optical frequency combs - thousands of highly pure light signals precisely spaced across the entire optical spectrum - by leveraging and building upon the latest breakthroughs in physics, materials science and nanofabrication. It expects to generate a wide new base of knowledge in fields as diverse as astronomy, spectroscopy, chemical sensors, and precision measurement. Expected outcomes include the capability to realise complete comb systems on a chip the size of a fingernail, tailored to specific applications, with significant benefits spanning from imaging live cells to autonomous vehicles, satellite communications, and the search for exoplanets.Read moreRead less