Enhanced Fractionation of Mineral Particles According to Density. Aims: -to achieve a significant advance in the hydrodynamic fractionation of particles on the basis of density, and develop an algorithm to deconvolve the fractionation data to produce the underlying density distribution of the particles. Significance: This density distribution, which is used in resource assessment, plant design, and process evaluation in mineral processing, is currently produced using toxic, and environmentally d ....Enhanced Fractionation of Mineral Particles According to Density. Aims: -to achieve a significant advance in the hydrodynamic fractionation of particles on the basis of density, and develop an algorithm to deconvolve the fractionation data to produce the underlying density distribution of the particles. Significance: This density distribution, which is used in resource assessment, plant design, and process evaluation in mineral processing, is currently produced using toxic, and environmentally damaging heavy liquids, despite the emergence of alternative mineral analysers. Expected Outcomes: -a safe, cost effective basis for generating the density distribution. Benefits: -increasing mineral resource recovery through improved access to critical data, while eliminating the need for the toxic heavy liquids.
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Predicting the recovery of composite mineral particles in froth flotation. This project aims to provide a new method of predicting the recovery of valuable metals such as copper, gold and lithium from ores using the flotation process. The project will provide new way of modelling the behaviour of individual flotation cells, and banks of cells in series. The project will provide benefits to existing operations such as the minerals and coal industries, which are heavy users of flotation technology ....Predicting the recovery of composite mineral particles in froth flotation. This project aims to provide a new method of predicting the recovery of valuable metals such as copper, gold and lithium from ores using the flotation process. The project will provide new way of modelling the behaviour of individual flotation cells, and banks of cells in series. The project will provide benefits to existing operations such as the minerals and coal industries, which are heavy users of flotation technology. New insights into the behaviour of composite particles will lead to more efficient operations and a new way of scale-up in the design of full-scale plant, which will permit designers to optimise circuits and minimise capital and operating costs.Read moreRead less
Fairness in Natural Language Processing. Natural language processing (NLP) has achieved spectacular commercial successes in recent years, and has been deployed across an ever-increasing breadth of devices and application areas. At the same time, there has been stark evidence to indicate that naively-trained models amplify biases in training data, and perform inconsistently across text relating to different demographic groupings of individuals. This project aims to systematically quantify the ext ....Fairness in Natural Language Processing. Natural language processing (NLP) has achieved spectacular commercial successes in recent years, and has been deployed across an ever-increasing breadth of devices and application areas. At the same time, there has been stark evidence to indicate that naively-trained models amplify biases in training data, and perform inconsistently across text relating to different demographic groupings of individuals. This project aims to systematically quantify the extent of such biases, and develop models that are both more socially equitable, as well as less prone to expose private data in the learned representations. In doing so, it will make NLP more accessible to new populations of users, and remove socio-technological barriers to NLP uptake.Read moreRead less
The link between cratonic roots, redox state, and mantle geodynamics. This project aims to understand the role of Earth's redox state on the geodynamic evolution of continental cratonic roots. Cratonic roots form strong, buoyant rafts upon which Australia's oldest crust and mineral deposits survived. Cratons preserve a record of planetary-scale chemical shifts, including the rise of surface oxygen, but it is unclear how these redox shifts themselves affected lithospheric processes. This project ....The link between cratonic roots, redox state, and mantle geodynamics. This project aims to understand the role of Earth's redox state on the geodynamic evolution of continental cratonic roots. Cratonic roots form strong, buoyant rafts upon which Australia's oldest crust and mineral deposits survived. Cratons preserve a record of planetary-scale chemical shifts, including the rise of surface oxygen, but it is unclear how these redox shifts themselves affected lithospheric processes. This project integrates new developments in geochemistry, geophysics, and geodynamics, to map the geochemical state and structure of cratonic roots, aiding mineral exploration, and also shedding light on the processes that modify, mineralise, and sometimes destroy cratonic roots.Read moreRead less
Leveraging 3D computer vision for camera-based precise geo-localisation. This project aims to develop advanced 3D computer vision and image processing technology that can turn regular cameras into high-precision location-sensing devices. Spatial Location is a fundamental type of information of our physical world. Determining the precise location of people, vehicle, and mobile devices is essential for many critical applications. Outcomes of the project will enable a wide range of novel applicatio ....Leveraging 3D computer vision for camera-based precise geo-localisation. This project aims to develop advanced 3D computer vision and image processing technology that can turn regular cameras into high-precision location-sensing devices. Spatial Location is a fundamental type of information of our physical world. Determining the precise location of people, vehicle, and mobile devices is essential for many critical applications. Outcomes of the project will enable a wide range of novel applications of significant social, environmental and economic value, such as Location-Aware Service, Environment Monitoring, Augmented Reality, Autonomous Vehicle, and Rapid Emergency Response. The project will enhance Australia's international competitive advantage in forefront of ICT research and technology innovation.Read moreRead less
Unveiling the fine structure of the Australian continent using ocean waves. This project aims to develop new methods to better image lithospheric and upper-mantle structures by using noise from ubiquitous ocean waves, and then use these methods to illuminate fine-scale lithospheric-asthenospheric structures in Australia, from the surface to the upper mantle. Imaging the Earth’s structure using seismic tomography is one of the most fundamental tasks of geoscience. Conventional earthquake-based se ....Unveiling the fine structure of the Australian continent using ocean waves. This project aims to develop new methods to better image lithospheric and upper-mantle structures by using noise from ubiquitous ocean waves, and then use these methods to illuminate fine-scale lithospheric-asthenospheric structures in Australia, from the surface to the upper mantle. Imaging the Earth’s structure using seismic tomography is one of the most fundamental tasks of geoscience. Conventional earthquake-based seismic tomography has difficulties in deciphering fine-scale lithospheric structures. The images from this project will provide a better understanding of the nature of intraplate earthquakes and volcanoes, and improve the assessment of intraplate seismic and volcanic hazards in Australia.Read moreRead less
Cyclicity in magmatic arc systems. This project aims to determine how active volcanic continental margins, such as the Ring of Fire, evolves and control the origin of new continental crust. This project expects to generate new knowledge regarding how continents form in such margins using new findings that suggest they undergo cyclical heating and magmatism. The intended outcome is a finely resolved thermal-magmatic temporal history of an ideal example of such a margin. This should provide signif ....Cyclicity in magmatic arc systems. This project aims to determine how active volcanic continental margins, such as the Ring of Fire, evolves and control the origin of new continental crust. This project expects to generate new knowledge regarding how continents form in such margins using new findings that suggest they undergo cyclical heating and magmatism. The intended outcome is a finely resolved thermal-magmatic temporal history of an ideal example of such a margin. This should provide significant benefits, such as an understanding of how new continental crust forms, and increased predictability of when in the evolution of continental margins significant copper and gold deposits form.Read moreRead less
Deciphering the tectonic record of the early Earth. This project aims to decipher how and why plate tectonics emerged, and how any precursor tectonic system modulated planetary heat loss. The project expects to generate new knowledge regarding the tectonic record of the early Earth using pressure–temperature–age constraints from truly ancient (2.8–4.0 billion year old) metamorphosed rocks worldwide. Expected outcomes of this collaborative international project include the development of a concep ....Deciphering the tectonic record of the early Earth. This project aims to decipher how and why plate tectonics emerged, and how any precursor tectonic system modulated planetary heat loss. The project expects to generate new knowledge regarding the tectonic record of the early Earth using pressure–temperature–age constraints from truly ancient (2.8–4.0 billion year old) metamorphosed rocks worldwide. Expected outcomes of this collaborative international project include the development of a conceptual geodynamic model for the early Earth. This should provide significant benefits in permitting a better understanding of the where and why of Australia’s natural resources, in training a new generation of Earth system scientists, and in broadening public awareness of fundamental Earth science.
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Garnet speed dating: Innovation for fast tectonic problem solving. This project aims to develop and apply a novel way to rapidly date the mineral garnet within rocks using the analytical technique of laser ablation mass spectrometry to calculate Lutetium-Hafnium ages. Garnet is the most important mineral we have to determine the depths of burial and the temperatures rocks experienced during the tectonic processes that shaped the continents. Our novel in situ laser ablation method will allow ga ....Garnet speed dating: Innovation for fast tectonic problem solving. This project aims to develop and apply a novel way to rapidly date the mineral garnet within rocks using the analytical technique of laser ablation mass spectrometry to calculate Lutetium-Hafnium ages. Garnet is the most important mineral we have to determine the depths of burial and the temperatures rocks experienced during the tectonic processes that shaped the continents. Our novel in situ laser ablation method will allow garnet to be rapidly and easily dated, permitting routine collection of large age datasets for tectonic problem solving. It will also offer a rapid means to determine ages of garnet-bearing rocks across prospective mineral exploration regions, providing explorers with key exploration data.Read moreRead less
Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the ....Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the primary limitations of deep learning and will greatly increase its practical application to a range of industrial, cultural or health settings.Read moreRead less