Deep Learning Augmented Intelligent Grinding Mill Simulation and Design. Comminution is a key operation in mineral processing that utilises grinding mills to reduce the size of ore for further mineral enrichment processing. The aim of this project is to provide a step change improvement in the operational efficiency and service life of grinding mills through the development of advanced numerical models to simulate the grinding mill process. The outcome will be a hierarchical deep learning progra ....Deep Learning Augmented Intelligent Grinding Mill Simulation and Design. Comminution is a key operation in mineral processing that utilises grinding mills to reduce the size of ore for further mineral enrichment processing. The aim of this project is to provide a step change improvement in the operational efficiency and service life of grinding mills through the development of advanced numerical models to simulate the grinding mill process. The outcome will be a hierarchical deep learning program to select optimal model parameters from which computational algorithms will optimise grinding mill geometries. This research project will deliver substantial improvements to equipment used to process our most valuable exports and result in immediate industry impact.Read moreRead less
ARC Centre of Excellence for Enabling Eco-Efficient Beneficiation of Minerals. The aim of the Centre is to progress scientific knowledge to establish transformational improvement in minerals beneficiation, essential for meeting global demand for metals. The research aims to achieve more selective, faster, and efficient separations, combining major advances in separation technologies with increased functionality of new reagents. The Centre outcomes will also ensure the sustainability of the miner ....ARC Centre of Excellence for Enabling Eco-Efficient Beneficiation of Minerals. The aim of the Centre is to progress scientific knowledge to establish transformational improvement in minerals beneficiation, essential for meeting global demand for metals. The research aims to achieve more selective, faster, and efficient separations, combining major advances in separation technologies with increased functionality of new reagents. The Centre outcomes will also ensure the sustainability of the minerals industry in Australia, through a significant reduction in cost, environmental impact, and through lower energy and water usage. The Centre also seeks to establish a new generation of scientists and research leaders in minerals beneficiation to support the innovation needed into the future by this major Australian industry.Read moreRead less
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