With many of the world's richest ore deposits already depleted, deposits with complex mineralogy, higher competence and lower grades are now being targeted and mining projects have progressively increased in scale. The mechanical constraints, processing performance and cost limitations of conventional processing technologies when applied to high-throughput low grade resources are becoming increasingly apparent, motivating engineers to investigate practices such as selective blasting, pre-concentration, preweakening, selective grinding and design of circuits that can be actively controlled to respond to variable feed characteristics. Provided the ore is amenable to these processes, they have the potential to deliver improved efficiency and can help in absorbing process instabilities caused by ore variability.In order to confidently simulate circuits in which these processing strategies can be applied and quantify their potential benefits, a configurable simulation interface called the Model Developers' Kit (MDK) developed at the JKMRC has been used. It features a multicomponent modelling and simulation engine that allows dealing with multiple components in the feed, accommodating different competencies of ores, utilising physical separation opportunities and tracking the grade reporting along the different potential processing routes.Three case studies were selected for the development of methodologies for exploiting multi-component characteristics of ores in the modelling and simulation of comminution and separation circuits in MDK and to trial the ability of different circuit designs to respond to variable stream properties.For each case study, component types were selected based on the characteristics of the selected ores, multi-component models were fitted to industrial measured data, followed by simulation of circuit design scenarios aimed at optimising grinding and separation efficiencies. These methodologies demonstrate the behaviour of individual components and quantify the performance of various flowsheets that treat mixtures of minerals or processing streams with different competencies and ores with preferential deportment of high-grade material after crushing and grinding stages. These simulations demonstrate that the composition and properties of multi-component systems can be used advantageously to improve circuit performance and energy efficiency.ii
Declaration by authorThis thesis is composed of my original work, and contains no material previously published or written by another person except where due reference has been made in the text. I have clearly stated the contribution by others to jointly-authored works that I have included in my thesis.I have clearly stated the contribution of others to my thesis as a whole, including statistical assistance, survey design, data analysis, significant technical procedures, professional editorial advice, and any other original research work used or reported in my thesis. The content of my thesis is the result of work I have carried out since the com...