Parameters estimation of horizontal multilayer earth based on Kriging model updating method

被引:0
|
作者
Chen, Yuhao [1 ]
Wang, Xinyang [1 ]
Liu, Minzhou [1 ]
Xie, Yanzhao [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect Engn, State Key Lab Elect Insulat & Power Equipment, Xian 710049, Peoples R China
关键词
Horizontal multilayer earth model; Parameters estimation; Kriging model updating method; Genetic algorithm; Computational efficiency; APPARENT RESISTIVITY; SOIL PARAMETERS;
D O I
10.1016/j.epsr.2024.110465
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A Kriging model updating method combined with Kriging surrogate model and genetic algorithm is proposed in this paper, helping to improve the computational efficiency of parameters estimation for horizontal multilayer earth model around electrical substation. Based on the theory of widely used Wenner configuration method for apparent resistivity measurement, the optimization model for horizontal multilayer earth model parameters is built up. To avoid time-consuming calculation, Kriging surrogate model is introduced to replace the complicated optimization model using small amount of data samples. Then genetic algorithm is adopted to update this Kriging model and estimate the earth model parameters until the criterion achieved. The accuracy and efficiency of the proposed method are analyzed. And several cases of multilayer earth model are studied furtherly and compared with traditional genetic algorithm to verify its feasibility.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Model Updating Method Based on Kriging Model for Structural Dynamics
    Yin, Hong
    Ma, Jingjing
    Dong, Kangli
    Peng, Zhenrui
    Cui, Pan
    Yang, Chenghao
    SHOCK AND VIBRATION, 2019, 2019
  • [2] Parameter estimation of horizontal multilayer earth by complex image method
    Zhang, B
    Cui, X
    Li, L
    He, JL
    IEEE TRANSACTIONS ON POWER DELIVERY, 2005, 20 (02) : 1394 - 1401
  • [3] A Kriging Model Based Finite Element Model Updating Method for Damage Detection
    Yang, Xiuming
    Guo, Xinglin
    Ouyang, Huajiang
    Li, Dongsheng
    APPLIED SCIENCES-BASEL, 2017, 7 (10):
  • [4] Parameter estimation of horizontal multilayer earth based on complex image method and improved particle swarm optimization
    He, Wei
    Zhang, Ruiqiang
    Zhu, Liwei
    Chen, Tao
    Yang, Fan
    Shi, Qingyan
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2013, 8 (05) : 456 - 462
  • [5] Structural model updating based on Kriging methodology
    Sun, Munan
    Yingyong Lixue Xuebao/Chinese Journal of Applied Mechanics, 2005, 22 (02): : 217 - 220
  • [6] Thermal design parameters analysis and model updating using Kriging model for space instruments
    Cui, Qinglong
    Lin, Guanyu
    Cao, Diansheng
    Zhang, Zihui
    Wang, Shurong
    Huang, Yu
    INTERNATIONAL JOURNAL OF THERMAL SCIENCES, 2022, 171
  • [7] Structural model updating of frequency response function based on Kriging model
    Wang, Jutao
    Wang, Chunjie
    2016 3RD INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2016, : 640 - 644
  • [8] Reliability Updating with a System Reliability Method Based on Adaptive Kriging
    Liu, Yushan
    Li, Luyi
    Zhao, Sihan
    JOURNAL OF ENGINEERING MECHANICS, 2023, 149 (04)
  • [9] Parameters Estimation of a Horizontal Multilayer Soil Using Genetic Algorithm
    Calixto, Wesley Pacheco
    Martins Neto, Luciano
    Wu, Marcel
    Yamanaka, Keiji
    Moreira, Emerson da Paz
    IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (03) : 1250 - 1257
  • [10] Parameters estimation of horizontal multilayer soils using a heuristic algorithm
    Dan, Yihua
    Zhang, Zhanlong
    Yin, Junjun
    Yang, Jian
    Deng, Jun
    ELECTRIC POWER SYSTEMS RESEARCH, 2022, 203