J4 ›› 2010, Vol. 40 ›› Issue (5): 1199-1204.

Previous Articles     Next Articles

Inversion of Array Laterolog by Improved Difference Evolution

LI Zhi-qiang1,2, FAN Yi-ren1, DENG Shao-gui1, |JI Xiu-feng2, LI Hu1   

  1. 1.Faculty of Geo-Resource and Information,China University of Petroleum, Dongying,Shandong 257061|China;
    2.China Research Institute of Radiowave Propagation,Xinxiang,Henan 453003|China
  • Received:2010-01-12 Online:2010-09-26 Published:2010-09-26

Abstract:

According to the problem of array laterolog inversion being affected by the given initial value, a new algorithm based on improved difference evolution inversion is proposed. The inversion of array laterolog response is transformed into an unconstrained nonlinear global optimization problem. Compared with improved differential evolution algorithm and differential evolution algorithm in 30 times randomly calculation, the results show that the searching optimization success rate of the improved algorithm reach to 93.3%, while the average evolutional generation decrease to 1/8 of the original, and the optimum fitness is also only half of the difference evolution inversion method. The inversion results for array laterolog model show that the improved difference evolution algorithm can meet the needs of electric logging inversion. This method is more independent of the initial value than the traditional optimal algorithm.

Key words: improved difference evolution algorithm, array laterolog, inversion, robustness

CLC Number: 

  • P631.811
[1] Zheng Guolei, Xu Xinxue, Li Shibin, Yuan Hang, Ma Wei, Ye Qing. Inversion of Gravity Data in Tianjin [J]. Journal of Jilin University(Earth Science Edition), 2018, 48(4): 1221-1230.
[2] Wang Taihan, Huang Danian, Ma Guoqing, Li Ye, Lin Song. Three-Dimensional Fast Gravity Inversion Using Parallel Preconditioned Algorithm [J]. Journal of Jilin University(Earth Science Edition), 2018, 48(2): 384-393.
[3] Liu Xintong, Liu Sixin, Meng Xu, Fu Lei. Envelope Waveform Inversion of Cross-Hole Radar Without Low Frequency Data [J]. Journal of Jilin University(Earth Science Edition), 2018, 48(2): 474-482.
[4] Weng Aihua, Li Sirui, Yang Yue, Li Dajun, Li Jianping, Li Shiwen. Basic Principle, Current Status and Prospect of Magnetometric Resistivity [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(6): 1838-1854.
[5] Wang Tong, Wang Deli, Feng Fei, Cheng Hao, Wei Jingxuan, Tian Mi. Multiple Prediction with 3D Sparse Inversion and Curvelet Match [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(6): 1865-1874.
[6] Chen Shuai, Li Tonglin, Zhang Rongzhe. 1-D Occam Inversion of Transient Electromagnetic in Consideration of Induced Polarization Effect [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(4): 1278-1285.
[7] Zhang Dailei, Huang Danian, Zhang Chong. Application of BP Neural Network Based on Genetic Algorithm in the Inversion of Density Interface [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(2): 580-588.
[8] Gao Xiuhe, Huang Danian, Sun Siyuan, Yu Ping. Identify the Dip Angle of the Dipping Dike Model Based on Cokriging Inversion of Gravity Gradient Data [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(2): 589-596.
[9] Weng Aihua, Liu Jiayin, Jia Dingyu, Yang Yue, Li Jianping, Li Yabin, Zhao Xiangyang. 1-D Inversion for Controlled Source Electromagnetic Sounding Using Limited Memory Quasi-Newton Method [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(2): 597-605.
[10] Li Bonan, Liu Cai, Guo Zhiqi. Estimation of Fractured Reservoir Parameters Based on Equivalent Media Model and Frequncy-Dependent AVO Inversion [J]. Journal of Jilin University(Earth Science Edition), 2017, 47(1): 234-244.
[11] Feng Xuan, Lu Xiaoman, Liu Cai, Zhou Chao, Jin Zelong, Zhang Minghe. Frequency-Domain Full Waveform Inversion of 2D Viscous Acoustic Wave Equation Using Decreasing Random Shot Subsampling Method [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(6): 1865-1873.
[12] Li Shiwen, Yin Changchun, Weng Aihua. Full-Time Inversion of Time-Domain AEM Data for Resistivity and Magnetic Permeability [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(6): 1830-1836.
[13] Zhang Guangzhi, Sun Changlu, Pan Xinpeng, Zhang Zhiming, Jiang Lanjie, Yin Xingyao. Influence Factors and Strategy of Inversion for Density of Acoustic Full Waveform Inversion with Variable Density [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(5): 1550-1560.
[14] Yin Changchun, Qiu Changkai, Liu Yunhe, Cai Jing. Weighted Laterally-Constrained Inversion of Time-Domain Airborne Electromagnetic Data [J]. Journal of Jilin University(Earth Science Edition), 2016, 46(1): 254-261.
[15] Li Tonglin, Zhang Rongzhe, Pak Yongchol. Joint Inversion of Magnetotelluric and First-Arrival Wave Seismic Traveltime with Cross-Gradient Constraints [J]. Journal of Jilin University(Earth Science Edition), 2015, 45(3): 952-961.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!