Response surface methodology-based characterization and optimization of fibre reinforced cemented tailings backfill with Slag

IF 2.7 3区 工程技术 Q3 ENVIRONMENTAL SCIENCES
Kai Sun, Mamadou Fall
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Abstract

ABSTRACTWith the increasing depths of underground mines due to the scarcity of near-surface ores, the introduction of fibre-reinforced cemented paste backfill (F-CPB) has emerged as a novel solution to address the demanding geomechanical conditions in deep mining operations. However, the widespread adoption of F-CPB in mining and industrial backfill operations necessitates a comprehensive understanding of its key engineering properties, including strength, yield stress, modulus of elasticity, and cost. Moreover, it is crucial to investigate the influence of the constituent materials (water, fibres, binders, tailings) and their interactions on these properties. This research paper presents the application of response surface methodology (RSM) to model the effects of binder content (Portland cement/Slag), water content, fibre content, tailings and their interactions on the mechanical and rheological properties, as well as the cost of F-CPB. Central Composite Design (CCD) experiments were conducted, and a high degree of agreement was observed between the experimental and predicted responses. The RSM approach proves suitable for accurately estimating the responses and assessing the interactions between the model parameters and the properties of F-CPB. Furthermore, a combination of RSM and the desirability approach enables the development of an optimisation tool for F-CPB, facilitating the formulation of optimal backfill mixtures. The results obtained from this study highlight the effectiveness of the combined RSM and desirability approach in F-CPB mix proportioning, offering an advanced engineering approach to F-CPB mix design. The proposed design method has the potential to reduce the laboratory testing protocol required for determining the optimal mix composition.KEYWORDS: Cemented paste backfilltailingsfibredeep mineresponse surface methodoptimisation Disclosure statementNo potential conflict of interest was reported by the author(s).Additional informationFundingThis work was supported by the Natural Sciences and Engineering Research Council of Canada; University of Ottawa.
基于响应面法的纤维增强矿渣胶结尾砂充填体表征与优化
摘要由于近地表矿石的稀缺,地下矿山的深度不断增加,引入纤维增强胶结膏体充填体(F-CPB)已成为解决深部采矿作业中苛刻的地质力学条件的一种新方法。然而,在采矿和工业回填作业中广泛采用F-CPB,需要全面了解其关键工程特性,包括强度、屈服应力、弹性模量和成本。此外,研究组成材料(水、纤维、粘合剂、尾矿)及其相互作用对这些特性的影响至关重要。本研究报告介绍了响应面法(RSM)的应用,以模拟粘合剂含量(硅酸盐水泥/矿渣),水含量,纤维含量,尾矿及其相互作用对F-CPB的力学和流变性能的影响,以及成本。进行了中心复合设计(CCD)实验,实验结果与预测结果高度吻合。结果表明,RSM方法可以准确地估计F-CPB的响应和评估模型参数与F-CPB性能之间的相互作用。此外,RSM和可取性方法的结合使F-CPB优化工具的开发成为可能,促进了最佳回填混合物的制定。本研究的结果突出了RSM和可取性相结合的方法在F-CPB配合比中的有效性,为F-CPB配合比设计提供了一种先进的工程方法。所提出的设计方法有可能减少确定最佳混合成分所需的实验室测试方案。关键词:胶结膏体充填尾矿纤维深部矿物响应面方法优化披露声明作者未报告潜在的利益冲突。本研究得到了加拿大自然科学与工程研究委员会的支持;渥太华大学。
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来源期刊
International Journal of Mining Reclamation and Environment
International Journal of Mining Reclamation and Environment ENVIRONMENTAL SCIENCES-MINING & MINERAL PROCESSING
CiteScore
5.70
自引率
8.30%
发文量
30
审稿时长
>12 weeks
期刊介绍: The International Journal of Mining, Reclamation and Environment published research on mining and environmental technology engineering relating to metalliferous deposits, coal, oil sands, and industrial minerals. We welcome environmental mining research papers that explore: -Mining environmental impact assessment and permitting- Mining and processing technologies- Mining waste management and waste minimization practices in mining- Mine site closure- Mining decommissioning and reclamation- Acid mine drainage. The International Journal of Mining, Reclamation and Environment welcomes mining research papers that explore: -Design of surface and underground mines (economics, geotechnical, production scheduling, ventilation)- Mine planning and optimization- Mining geostatics- Mine drilling and blasting technologies- Mining material handling systems- Mine equipment
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