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
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