Multi-objective reliability-based robust design for a rock tunnel support system using Pareto optimality

IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL International Journal for Numerical and Analytical Methods in Geomechanics Pub Date : 2024-06-21 DOI:10.1002/nag.3796
Zheming Zhang, Sikan Li, Yu Zhang, Yifeng Zhou, Jian Ji
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Abstract

In the context of rock material and modeling uncertainties, the optimization of rock tunnel support systems is often conducted by selecting the most cost-effective solution among several feasible options that typically rely on the engineer's experience, potentially leading to overlooking the most optimal design. To improve such a limitation, this paper presents a multi-objective reliability-based robust design, considering the cost, safety, and design robustness systematically while maintaining the computational efficiency. In this framework, the uncertainty-based reliability constrains is performed using the first-order reliability method (FORM) and an improved Hasofer–Lind–Rackwits–Fiessler recursive algorithm (iHLRF-x). The design robustness, in terms of sensitivity index (SI), is evaluated using the normalized gradient of the system response to the noise factors, which can be efficiently obtained from the output of FORM analysis. Then, the Pareto front revealing the tradeoff between multiple objectives can be directly generated using the proposed optimization framework. To illustrate the effectiveness of this procedure, a set of the optimal design combinations of the shotcrete thickness and installation position for the exampled rock tunnel are obtained, and new perspectives pertaining the success of the reliability-based robust designs are provided.

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利用帕累托最优法,为岩石隧道支护系统进行基于可靠性的多目标鲁棒设计
在岩石材料和建模存在不确定性的情况下,岩石隧道支护系统的优化通常是在多个可行方案中选择成本效益最高的方案,而这通常依赖于工程师的经验,有可能导致忽略最优设计。为了改善这种局限性,本文提出了一种基于可靠性的多目标鲁棒设计,在保持计算效率的同时,系统地考虑了成本、安全性和设计鲁棒性。在这个框架中,基于不确定性的可靠性约束是通过一阶可靠性方法(FORM)和改进的 Hasofer-Lind-Rackwits-Fiessler 递归算法(iHLRF-x)来实现的。以灵敏度指数(SI)表示的设计鲁棒性通过系统对噪声因素响应的归一化梯度进行评估,该梯度可从 FORM 分析的输出中有效获得。然后,可以利用所提出的优化框架直接生成帕累托前沿,揭示多个目标之间的权衡。为了说明该程序的有效性,我们获得了一组岩层隧道喷射混凝土厚度和安装位置的最佳设计组合,并为基于可靠性的鲁棒设计的成功提供了新的视角。
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来源期刊
CiteScore
6.40
自引率
12.50%
发文量
160
审稿时长
9 months
期刊介绍: The journal welcomes manuscripts that substantially contribute to the understanding of the complex mechanical behaviour of geomaterials (soils, rocks, concrete, ice, snow, and powders), through innovative experimental techniques, and/or through the development of novel numerical or hybrid experimental/numerical modelling concepts in geomechanics. Topics of interest include instabilities and localization, interface and surface phenomena, fracture and failure, multi-physics and other time-dependent phenomena, micromechanics and multi-scale methods, and inverse analysis and stochastic methods. Papers related to energy and environmental issues are particularly welcome. The illustration of the proposed methods and techniques to engineering problems is encouraged. However, manuscripts dealing with applications of existing methods, or proposing incremental improvements to existing methods – in particular marginal extensions of existing analytical solutions or numerical methods – will not be considered for review.
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