A new soft-computing approach for stability evaluation of inclined circular anchor in natural clays

IF 4.3 2区 工程技术 Q1 ENGINEERING, OCEAN
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引用次数: 0

Abstract

A novel approach based on the coupling of Finite Element Limit Analysis (FELA) and Artificial Neural Network (ANN) is adopted to investigate the effect of the inclination angle and the natural clay properties on the uplift resistance of inclined circular anchors embedded in anisotropic and non-homogenous clays. Totally 1296 3D FELA models with the Anisotropic Undrained Shear (AUS) model are implemented, and an optimal ANN model is selected for investigating the effects of four design parameters on uplift factor (Fc), including inclined angle (θ), embedment ratio (H/D), anisotropic ratio (re), and non-homogenous ratio (m). Specifically, the uplift resistance of inclined circular anchors is strongly affected by H/D, followed by m, θ, and re, with importance indexes of 44.1%, 37.9%, 15.0%, and 3.0%, respectively. For practical application, this study proposes a correlation equation between four design parameters and uplift factor (Fc) with high accuracy, which can be helpful in quickly estimating the uplift resistance. Additionally, the design charts that show detailed relationships between Fc and investigated parameters (θ, m, H/D, and re) and the failure mechanism of the inclined anchors are also illustrated in this research. These investigations can significantly enhance the understanding of the performance of inclined circular anchors embedded in anisotropic and non-homogenous clays.

天然粘土中倾斜圆锚稳定性评估的新型软计算方法
采用基于有限元极限分析(FELA)和人工神经网络(ANN)耦合的新方法,研究了倾斜角和天然粘土性质对嵌入各向异性和非均质粘土中的倾斜圆锚抗拔能力的影响。采用各向异性无排水剪力(AUS)模型建立了 1296 个三维 FELA 模型,并选择了一个最优 ANN 模型来研究四个设计参数对上浮系数(Fc)的影响,包括倾斜角(θ)、埋入比(H/D)、各向异性比(re)和非同质比(m)。具体而言,倾斜圆形锚杆的抗拔能力受 H/D 影响较大,其次是 m、θ 和 re,重要性指数分别为 44.1%、37.9%、15.0% 和 3.0%。在实际应用中,本研究提出了四个设计参数与上浮系数(Fc)之间的相关方程,精度较高,有助于快速估算抗上浮能力。此外,本研究还绘制了设计图表,详细说明了 Fc 与所研究参数(θ、m、H/D 和 re)之间的关系以及倾斜锚杆的失效机理。这些研究可大大提高对嵌入各向异性和非均质粘土中的倾斜圆形锚杆性能的理解。
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来源期刊
Applied Ocean Research
Applied Ocean Research 地学-工程:大洋
CiteScore
8.70
自引率
7.00%
发文量
316
审稿时长
59 days
期刊介绍: The aim of Applied Ocean Research is to encourage the submission of papers that advance the state of knowledge in a range of topics relevant to ocean engineering.
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