Application of RSM optimization model for slope stability analysis in geotechnical engineering

被引:0
|
作者
Shang K. [1 ]
机构
[1] School of Intelligent Construction, Fuzhou University of International Studies and Trade, Fujian, Fuzhou
关键词
Geotechnical engineering; Kriging model; Particle swarm optimization; RSM; Slope stability;
D O I
10.2478/amns-2024-1722
中图分类号
学科分类号
摘要
Slope stability is a critical area of research pivotal to ensuring public safety and advancing societal development. A thorough examination of slope stability holds substantial practical value in augmenting geological disaster prevention and shaping engineering economic strategies. This study develops an optimized Response Surface Methodology (RSM) model by incorporating the main effect analysis to enhance the foundational response surface method. Subsequently, to address the requirements of slope stability analysis, a numerical model calculating the stress and reliability of anti-slip piles is formulated. Building on this foundation, the Kriging model is refined using a particle swarm optimization algorithm, which is then integrated with the RSM optimization model to evaluate slope stability in geotechnical engineering applications. The efficacy of the proposed method is underscored by its performance across five-speed boundaries, where it achieves a mean reliability value of 90.40%, with a minimal average error of 0.69%. Moreover, empirical validation of the method through conditional probability calculations yields a value of 19.95%. This figure closely aligns with the results derived from the narrow-boundary method, which estimates slope system failure probabilities between 19.28% and 22.54%. Comparatively, the system failure probability determined by the Probabilistic Network Evaluation Technique (PNET) stands at 20.75%. These results affirm that the RSM-based optimization model described in this study is not only precise but also productive, establishing it as a robust method for conducting slope stability analysis in geotechnical engineering. © 2024 Kai Shang., published by Sciendo.
引用
收藏
相关论文
共 50 条
  • [1] Geotechnical engineering judgment in reliability analysis of slope stability
    Rahhal, Muhsin Elie
    COMPUTATIONAL STOCHASTIC MECHANICS, 2003, : 497 - 505
  • [2] Application of artificial neural networks for slope stability analysis in geotechnical practice
    Kostic, Srdan
    Vasovic, Nebojsa
    Todorovic, Kristina
    Samcovic, Andreja
    2016 13TH SYMPOSIUM ON NEURAL NETWORKS AND APPLICATIONS (NEUREL), 2016, : 89 - 94
  • [3] Global analysis on slope stability and its engineering application
    ZHENG Hong1
    2 China Three Gorges University
    3 School of Civil Engineering
    Science in China(Series E:Technological Sciences), 2009, (02) : 507 - 512
  • [4] Global analysis on slope stability and its engineering application
    Hong Zheng
    ChuangBing Zhou
    Science in China Series E: Technological Sciences, 2009, 52 : 507 - 512
  • [5] Global analysis on slope stability and its engineering application
    Zheng Hong
    Zhou ChuangBing
    SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 2009, 52 (02): : 507 - 512
  • [6] Application of a new global optimization to displacement back analysis for geotechnical engineering
    Lu Ying-hui
    Wang Shui-lin
    Ge Xiu-run
    Jiang Hao
    Zhang Hong-liang
    ROCK AND SOIL MECHANICS, 2008, 29 (06) : 1451 - 1454
  • [7] Structural optimization in geotechnical engineering: basics and application
    Pucker, T.
    Grabe, J.
    ACTA GEOTECHNICA, 2011, 6 (01) : 41 - 49
  • [8] Application of Computational Design Optimization in Geotechnical Engineering
    Smith, Colin C.
    Gilbert, M.
    Gonzalez-Castejon, J.
    Ouakka, S.
    MODELING, GEOMATERIALS, AND SITE CHARACTERIZATION (GEO-CONGRESS 2020), 2020, (317): : 510 - 517
  • [9] Analysis for the stability of irregular wedge on slope and its engineering application
    Rong, Guan
    Zhang, Botao
    Wang, Xiaojiang
    ADVANCES IN STRUCTURAL ENGINEERING, PTS 1-3, 2011, 94-96 : 686 - 691
  • [10] Structural optimization in geotechnical engineering: basics and application
    T. Pucker
    J. Grabe
    Acta Geotechnica, 2011, 6 : 41 - 49