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Two-phased knowledge formalisation for hydrometallurgical gold ore process recommendation and validation

机译:湿法冶金金矿工艺推荐和验证的两阶段知识形式化

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摘要

This paper describes an approach to externalising and formalising expert knowledge involved in the design and evaluation of hydrometallurgical process chains for gold ore treatment. The objective was to create a case-based reasoning application for recommending and validating a treatment process of gold ores. We describe a twofold approach. Formalising human expert knowledge about gold mining situations enables the retrieval of similar mining contexts and respective process chains, based on prospection data gathered from a potential gold mining site. Secondly, empirical knowledge on hydrometallurgical treatments is formalised. This enabled us to evaluate and, where needed, redesign the process chain that was recommended by the first aspect of our approach. The main problems with formalisation of knowledge in the domain of gold ore refinement are the diversity and the amount of parameters used in literature and by experts to describe a mining context. We demonstrate how similarity knowledge was used to formalise literature knowledge. The evaluation of data gathered from experiments with an initial prototype workflow recommender, Auric Adviser, provides promising results.
机译:本文介绍了一种将涉及金矿处理的湿法冶金工艺链的设计和评估所涉及的专家知识进行外部化和形式化的方法。目的是创建一个基于案例的推理应用程序,以推荐和验证金矿石的处理过程。我们描述了一种双重方法。正式的有关金矿开采情况的人类专家知识能够基于从潜在金矿开采场所收集的勘探数据,检索类似的采矿环境和相应的流程链。其次,对湿法冶金处理的经验知识进行了形式化。这使我们能够评估并在需要时重新设计方法第一方面所建议的过程链。在金矿提炼领域中,知识形式化的主要问题是文献中和专家用来描述采矿环境的参数的多样性和数量。我们展示了如何使用相似性知识形式化文学知识。使用初始原型工作流推荐程序Auric Adviser对从实验中收集的数据进行评估,可提供令人鼓舞的结果。

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