Optimisation of open pit slope design considering groundwater effects using particle swarm optimisation and scaled boundary finite element method

IF 4.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Dakshith Ruvin Wijesinghe , Ethmadalage Perera , Ean Hin Ooi , Sundararajan Natarajan , Taghi Sherizadeh , Ean Tat Ooi
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引用次数: 0

Abstract

Slopes are a crucial structures in open pit mines. Their design has implications on the economic, safety and environmental operation of the mining industry. Designing stable slopes can be challenging due to the complexities introduced by the stratigraphy and hydrology of the strata. With rising commodity costs and inflation rates, mining operating costs are increasing. Reducing operational costs is necessary for mining industries to remain competitive. While steepening the pit slope can decrease stripping materials and save money, it also increases the risk associated with slope surges. Therefore, optimising slopes is crucial for both financial and safety reasons. Numerical models such as the finite element method experience challenges in mesh generation of heterogeneous systems characterised by varying material properties and stratigraphies. Moreover, the need for repetitive geometry update necessitates recursive mesh regeneration that increases the computational burden. Moreover, previous slope optimisation studies focus solely on dry conditions. To consider the complex condition of hydrology along with heterogeneity in the soil stratigraphy, this study develops an optimisation procedure by combining the particle swarm optimisation algorithm and the scaled boundary finite element with an image-based meshing technique to optimise slopes with groundwater and achieve the desired factor of safety (FoS). The method changes the slope design parameters and the phreatic surface of groundwater simultaneously, considering user-defined parameters while iteratively re-meshing the optimisation processes. Several cases are presented, demonstrating the optimisation of bench width, bench angle, backfill parameters, and groundwater pumping levels.
利用粒子群优化和比例边界有限元法优化考虑地下水影响的露天矿边坡设计
边坡是露天矿的重要结构。它们的设计对采矿业的经济、安全和环境运行都有影响。由于地层和水文条件的复杂性,设计稳定的边坡具有很大的挑战性。随着商品成本和通货膨胀率的上升,采矿业的运营成本也在不断增加。降低运营成本是采矿业保持竞争力的必要条件。虽然陡化矿坑边坡可以减少剥离材料并节约成本,但同时也会增加与边坡涌水相关的风险。因此,出于经济和安全考虑,优化边坡至关重要。有限元法等数值模型在生成具有不同材料特性和地层特征的异质系统的网格时遇到了挑战。此外,由于需要重复更新几何形状,因此必须进行递归网格再生,从而增加了计算负担。此外,以往的边坡优化研究仅关注干旱条件。为了考虑复杂的水文条件和土壤地层的异质性,本研究开发了一种优化程序,将粒子群优化算法和缩放边界有限元与基于图像的网格技术相结合,以优化有地下水的边坡,并达到所需的安全系数(FoS)。该方法在迭代重新网格化优化过程中,考虑用户定义的参数,同时改变边坡设计参数和地下水的喷涌面。文中介绍了几个案例,展示了对台阶宽度、台阶角度、回填参数和地下水抽水水平的优化。
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来源期刊
Engineering Analysis with Boundary Elements
Engineering Analysis with Boundary Elements 工程技术-工程:综合
CiteScore
5.50
自引率
18.20%
发文量
368
审稿时长
56 days
期刊介绍: This journal is specifically dedicated to the dissemination of the latest developments of new engineering analysis techniques using boundary elements and other mesh reduction methods. Boundary element (BEM) and mesh reduction methods (MRM) are very active areas of research with the techniques being applied to solve increasingly complex problems. The journal stresses the importance of these applications as well as their computational aspects, reliability and robustness. The main criteria for publication will be the originality of the work being reported, its potential usefulness and applications of the methods to new fields. In addition to regular issues, the journal publishes a series of special issues dealing with specific areas of current research. The journal has, for many years, provided a channel of communication between academics and industrial researchers working in mesh reduction methods Fields Covered: • Boundary Element Methods (BEM) • Mesh Reduction Methods (MRM) • Meshless Methods • Integral Equations • Applications of BEM/MRM in Engineering • Numerical Methods related to BEM/MRM • Computational Techniques • Combination of Different Methods • Advanced Formulations.
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