An effective method for real-time estimation of slope stability with numerical back analysis based on particle swarm optimization

被引:2
|
作者
Zou, Jiaqiang [1 ,2 ]
Chen, Hao [3 ]
Jiang, Yu [3 ]
Zhang, Wei [1 ]
Liu, Aihua [1 ]
机构
[1] South China Agr Univ, Coll Water Conservancy & Civil Engn, Guangzhou 510642, Peoples R China
[2] Univ Nat Resources & Life Sci, Inst Geotech Engn, A-1180 Vienna, Austria
[3] Guangzhou PRHRI Engn Survey & Design Co Ltd, Guangzhou 510610, Guangdong, Peoples R China
关键词
slope stability; back analysis; particle swarm optimization; SPATIAL VARIABILITY; NEURAL-NETWORKS; PARAMETERS; LANDSLIDE; PREDICTION; ALGORITHM; CRITERION; FAILURE; MODEL;
D O I
10.1515/arh-2022-0143
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
The purpose of this article is to provide an effective approach to evaluate slope stability in real-time in a reservoir area, which is significant for carrying out risk management for landslide disaster prevention in various engineering practices. A comprehensive idea for stability estimation of bank slope under the influence of rainfall or the reservoir water level is presented in this work. Slope stability analysis and back analysis of soil parameters are both included based on numerical simulation. The mechanical parameters of the bank slope were first back-analyzed using particle swarm optimization (PSO), and real-time stability analysis with high accuracy and efficiency was then established based on multiple continuously monitored displacements. Two case studies were carried out in this study. The results show that (1) based on the real-time monitored displacement and numerical simulation, the mechanical parameters of the slope can be reasonably retrieved through PSO; and (2) based on the inverse mechanical parameters, the safety factors of the slope can be numerically obtained, so that the real-time estimation of slope stability can be realized.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Numerical Limit Equilibrium Analysis Method of Slope Stability Based on Particle Swarm Optimization
    Wang, Shengnian
    Shi, Chong
    Zhang, Yulong
    Chen, Kaihua
    ADVANCES IN CIVIL AND INDUSTRIAL ENGINEERING, PTS 1-4, 2013, 353-356 : 247 - 251
  • [2] Real-time Estimation Method for GLONASS Phase Inter-frequency Bias Based on Particle Swarm Optimization
    Sui X.
    Xu A.
    Hao Y.
    Wang C.
    Xu, Aigong (xu_ag@126.com), 2018, SinoMaps Press (47): : 584 - 591
  • [3] Particle swarm optimization model for slope stability analysis
    Zhao, HB
    Yin, SD
    PROGRESS IN SAFETY SCIENCE AND TECHNOLOGY, VOL V, PTS A AND B, 2005, 5 : 2014 - 2019
  • [4] Real-time particle swarm optimization based current harmonic cancellation
    Liu, Wenxin
    Chung, Il-Yop
    Liu, Li
    Leng, Siyu
    Cartes, David A.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2011, 24 (01) : 132 - 141
  • [5] Based on Particle Swarm Optimization Real-Time License Plate Recognition
    Zhou, Yan
    Duan, Qichang
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 7747 - 7750
  • [6] Real-Time Particle Swarm Optimization based Current Harmonic Cancellation
    Liu, Wenxin
    Chung, Il-Yop
    Leng, Siyu
    Cartes, David A.
    2009 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-8, 2009, : 1833 - 1839
  • [7] Improved complex method based on particle swarm optimization algorithm and its application to slope stability analysis
    Li, Liang
    Chi, Shi-Chun
    Lin, Gao
    Yantu Lixue/Rock and Soil Mechanics, 2005, 26 (09): : 1393 - 1398
  • [8] Improved complex method based on particle swarm optimization algorithm and its application to slope stability analysis
    Li Liang
    Chi Shi-chun
    Lin Gao
    ROCK AND SOIL MECHANICS, 2005, 26 (09) : 1393 - 1398
  • [9] Real-Time Obstacle Avoidance Method for Mobile Robots Based on a Modified Particle Swarm Optimization
    Zhao, Yuxin
    Zu, Wei
    INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION, VOL 2, PROCEEDINGS, 2009, : 269 - +
  • [10] Modified particle swarm optimization for probabilistic slope stability analysis
    Khajehzadeh, Mohammad
    El-Shafie, Ahmed
    Taha, Mohd Raihan
    INTERNATIONAL JOURNAL OF THE PHYSICAL SCIENCES, 2010, 5 (15): : 2248 - 2258