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Designing gold extraction processes

机译:设计金提取工艺

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摘要

This paper presents a method for externalising and formalising knowledge involving the selection of hydrometallurgical process flowsheets for gold extraction from ores. A case-based reasoning (CBR) system was built using an open source software myCBR 3.0. The aim of the systems is to recommend flowsheet alternatives for processing a potential gold ore deposit. Nine attributes: Ore type, Gold ore grade, Gold distribution, Gold grain size, Sulfide present, Arsenic sulfide, Copper sulfide, Iron sulfide and Clay present were modelled and several literature sources of actual gold mines and processes were used for acquiring cases for the system. After preliminary testing, functional evaluation of the built CBR system was carried out by using five real mining projects as test cases. Additionally, human experts in the field of gold hydrometallurgy were interviewed to demonstrate the benefits of the CBR system as it holds no human biases towards any processing techniques. It was found that the suggestions of the CBR system provided useful information and direction for further process design and performed well compared to the interviewed human experts, thus confirming that the system is of practical relevance to the process engineer designing an industrial gold processing plant. The current model was found to be a functioning basis for further development through additional attributes, adjusted attribute weighting and increased number of cases.
机译:本文提出了一种将知识外化和形式化的方法,该方法涉及选择湿法冶金工艺流程以从矿石中提取金。使用开源软件myCBR 3.0构建了基于案例的推理(CBR)系统。该系统的目的是推荐用于处理潜在金矿床的流程图替代品。九个属性:对矿石类型,金矿石品位,金分布,金粒度,存在的硫化物,存在的硫化砷,硫化铜,硫化铁和粘土进行了建模,并使用了一些实际金矿和工艺的文献资料来获取金矿的案例。系统。经过初步测试后,通过使用五个真实的采矿项目作为测试案例对内置的CBR系统进行功能评估。此外,对金湿法冶金领域的专家进行了采访,以证明CBR系统的好处,因为它对任何加工技术都没有人为偏见。结果发现,CBR系统的建议为进一步的工艺设计提供了有用的信息和指导,并且与受访的人类专家相比表现良好,从而证实该系统与设计工业金加工厂的工艺工程师具有实际意义。发现当前模型是通过附加属性,调整后的属性权重和案件数量增加进一步发展的功能基础。

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