Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool

Rui Zhang; Lijun Xu; Shijie Sun; Jiangtao Sun; Yuedong Xie; Peng Suo; Weining Ni; Xin Li

doi:10.1109/IST50367.2021.9651368

Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool

Rui Zhang
, Lijun Xu
, Shijie Sun^*
, Jiangtao Sun
, Yuedong Xie
, Peng Suo
, Weining Ni
, Xin Li

^*Corresponding author for this work

Beihang University
SINOPEC

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

Electromagnetic wave resistivity tool in logging-while-drilling (LWD) technology can provide real-time conductivity information of the surrounding formation and plays a crucial role in geo-steering, drilling optimization and reservoir evaluation. In this paper, a parameter inversion method based on Levenberg-Marquardt (LM) algorithm is proposed to estimate the conductivity and thickness of the layered-formation model. The finite element method (FEM) was used to solve the forward problem, i.e., to obtain the response of the electromagnetic wave resistivity (EWR) tool and Jacobian matrix. The solution of the forward problem solved by the FEM was compared with the theoretical solution. The influence of the conductivity and thickness on the response of the LWD tool was analyzed. Finally, numerical experiments were carried out to evaluate the accuracy of the proposed method.

Original language	English
Title of host publication	IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728173719
DOIs	https://doi.org/10.1109/IST50367.2021.9651368
State	Published - 2021
Event	2021 IEEE International Conference on Imaging Systems and Techniques, IST 2021 - Virtual, New York, United States Duration: 24 Aug 2021 → 26 Aug 2021

Publication series

Name	IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings

Conference

Conference	2021 IEEE International Conference on Imaging Systems and Techniques, IST 2021
Country/Territory	United States
City	Virtual, New York
Period	24/08/21 → 26/08/21

Keywords

Electromagnetic wave resistivity tool
Finite element method
Levenberg-Marquardt method
Logging while drilling
Parameter inversion

Access to Document

10.1109/IST50367.2021.9651368

Cite this

Zhang, R., Xu, L., Sun, S., Sun, J., Xie, Y., Suo, P., Ni, W., & Li, X. (2021). Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool. In IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings (IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IST50367.2021.9651368

Zhang, Rui ; Xu, Lijun ; Sun, Shijie et al. / Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool. IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2021. (IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings).

@inproceedings{ad51c8f5e61b492694c8377b2ea6ff9e,

title = "Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool",

abstract = "Electromagnetic wave resistivity tool in logging-while-drilling (LWD) technology can provide real-time conductivity information of the surrounding formation and plays a crucial role in geo-steering, drilling optimization and reservoir evaluation. In this paper, a parameter inversion method based on Levenberg-Marquardt (LM) algorithm is proposed to estimate the conductivity and thickness of the layered-formation model. The finite element method (FEM) was used to solve the forward problem, i.e., to obtain the response of the electromagnetic wave resistivity (EWR) tool and Jacobian matrix. The solution of the forward problem solved by the FEM was compared with the theoretical solution. The influence of the conductivity and thickness on the response of the LWD tool was analyzed. Finally, numerical experiments were carried out to evaluate the accuracy of the proposed method.",

keywords = "Electromagnetic wave resistivity tool, Finite element method, Levenberg-Marquardt method, Logging while drilling, Parameter inversion",

author = "Rui Zhang and Lijun Xu and Shijie Sun and Jiangtao Sun and Yuedong Xie and Peng Suo and Weining Ni and Xin Li",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 2021 IEEE International Conference on Imaging Systems and Techniques, IST 2021 ; Conference date: 24-08-2021 Through 26-08-2021",

year = "2021",

doi = "10.1109/IST50367.2021.9651368",

language = "英语",

series = "IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings",

address = "美国",

}

Zhang, R, Xu, L , Sun, S , Sun, J , Xie, Y , Suo, P, Ni, W & Li, X 2021, Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool. in IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings. IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021 IEEE International Conference on Imaging Systems and Techniques, IST 2021, Virtual, New York, United States, 24/08/21. https://doi.org/10.1109/IST50367.2021.9651368

Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool. / Zhang, Rui; Xu, Lijun ; Sun, Shijie et al.
IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2021. (IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool

AU - Zhang, Rui

AU - Xu, Lijun

AU - Sun, Shijie

AU - Sun, Jiangtao

AU - Xie, Yuedong

AU - Suo, Peng

AU - Ni, Weining

AU - Li, Xin

PY - 2021

Y1 - 2021

N2 - Electromagnetic wave resistivity tool in logging-while-drilling (LWD) technology can provide real-time conductivity information of the surrounding formation and plays a crucial role in geo-steering, drilling optimization and reservoir evaluation. In this paper, a parameter inversion method based on Levenberg-Marquardt (LM) algorithm is proposed to estimate the conductivity and thickness of the layered-formation model. The finite element method (FEM) was used to solve the forward problem, i.e., to obtain the response of the electromagnetic wave resistivity (EWR) tool and Jacobian matrix. The solution of the forward problem solved by the FEM was compared with the theoretical solution. The influence of the conductivity and thickness on the response of the LWD tool was analyzed. Finally, numerical experiments were carried out to evaluate the accuracy of the proposed method.

AB - Electromagnetic wave resistivity tool in logging-while-drilling (LWD) technology can provide real-time conductivity information of the surrounding formation and plays a crucial role in geo-steering, drilling optimization and reservoir evaluation. In this paper, a parameter inversion method based on Levenberg-Marquardt (LM) algorithm is proposed to estimate the conductivity and thickness of the layered-formation model. The finite element method (FEM) was used to solve the forward problem, i.e., to obtain the response of the electromagnetic wave resistivity (EWR) tool and Jacobian matrix. The solution of the forward problem solved by the FEM was compared with the theoretical solution. The influence of the conductivity and thickness on the response of the LWD tool was analyzed. Finally, numerical experiments were carried out to evaluate the accuracy of the proposed method.

KW - Electromagnetic wave resistivity tool

KW - Finite element method

KW - Levenberg-Marquardt method

KW - Logging while drilling

KW - Parameter inversion

UR - https://www.scopus.com/pages/publications/85124365757

U2 - 10.1109/IST50367.2021.9651368

DO - 10.1109/IST50367.2021.9651368

M3 - 会议稿件

AN - SCOPUS:85124365757

T3 - IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings

BT - IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2021 IEEE International Conference on Imaging Systems and Techniques, IST 2021

Y2 - 24 August 2021 through 26 August 2021

ER -

Zhang R, Xu L , Sun S , Sun J , Xie Y , Suo P et al. Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool. In IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2021. (IST 2021 - IEEE International Conference on Imaging Systems and Techniques, Proceedings). doi: 10.1109/IST50367.2021.9651368

Parameter Inversion Based on Levenberg-Marquardt Algorithm for Layered Formation Using Electromagnetic Wave Resistivity Tool

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