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] Zhao Tianshuo, Song Chao, Liu Cai, Xu Yuxin. Physics-Informed Neural Network Tomography (PINNtomo):Factorization Methods for the Eikonal Equation in Seismic Traveltime Inversion [J]. Journal of Jilin University(Earth Science Edition), 2026, 56(2): 694-702.
[2] Jiang Chuandong, Meng Luyao, Yang Qiyu, Wang Yunzhi, Xu Yang, Wang Yanzhang, Lin Jun. Progress and Prospects of Underground Electromagnetic Exploration Techniques for Deep Metal Deposits [J]. Journal of Jilin University(Earth Science Edition), 2025, 55(6): 2100-2119.
[3] Ding Qianlong, Shen Jinsong, Chen Shuangquan, Ran Shang, Long Gang.  Frequency-Domain Propagation Matrix Method for Seismic AVA Multi-Parameter Inversion [J]. Journal of Jilin University(Earth Science Edition), 2025, 55(3): 957-969.
[4] Jin Haoying, Cheng Dawei , Zhan Hongbing, Yang Shengke, Zhang Xiaofei, Zhang Lin, . Modified Theis Well Model and Its Analytical Solution in Unconfined Aquifers Considering Capillary Saturated Zone [J]. Journal of Jilin University(Earth Science Edition), 2025, 55(2): 563-574.
[5] Xing Huiting , Feng Xuan, Liu Cai, Guo Zhiqi, Pang Shuo, Qiao Hanqing, .

Based on Bayesian Frequency-Dependent AVO Inversion for Multiple Fracture Parameters Prediction in Fractured Reservoirs [J]. Journal of Jilin University(Earth Science Edition), 2025, 55(2): 657-669.

[6] Lyu Huaxing, Chen Zhaoming, Zhang Zhenbo, Jiang Dapeng, Li Kecheng, Guo Wei. Application of Machine Learning High-Resolution Fusion Inversion in Stratigraphic Correlation: A Case Study of Kaiping A Structural #br# Belt in Kaiping Sag of the Pearl River Mouth Basin [J]. Journal of Jilin University(Earth Science Edition), 2025, 55(1): 289-297.
[7] Zheng Xuan, Zong Zhaoyun, Fu Yaqun, Luo Kun.  Pre-Stack Seismic Inversion Prediction Method and Application for Marine Oil and Gas Cap Rocks [J]. Journal of Jilin University(Earth Science Edition), 2024, 54(6): 2128-2141.
[8] Zhang Ke, Dou Songjiang, Gao Huanhuan, Shi Shi, Li Tao, Tang Ge, Yang Bing. Application of Spectral Recovery and Waveform Inversion in Thin Reservoir Prediction in Daning-Jixian Block [J]. Journal of Jilin University(Earth Science Edition), 2024, 54(6): 2142-2153.
[9] Li Ruiyou, Bai Ximin, Zhang Yong, Wang Jing, Zhu Liang, Ding Xiaohui, Li Guang. Using Wavelet Packet Denoising and BP Neural Network Based on GA Optimization for Transient Electromagnetic Inversion [J]. Journal of Jilin University(Earth Science Edition), 2024, 54(3): 1003-1015.
[10] Gu Guanwen, Wang Shunji, Li Tonglin, Wu Ye, Xu Zhihe. Influence of Different Power Supply Direction Excitation on Three-Dimensional Induced Polarization Exploration Effect with  #br# Central Gradient Array of Multi-Group Power Supply Pole Distance Combination#br# [J]. Journal of Jilin University(Earth Science Edition), 2024, 54(1): 292-309.
[11] Gao Xiaowei, Su Chao, Pang Shaodong. Transient Electromagnetic Weighted Laterally-Constrained Inversion of Inclined Strata in Coal Mine#br# [J]. Journal of Jilin University(Earth Science Edition), 2024, 54(1): 310-322.
[12] Ma Guoqing, Wang Junnan, Meng Qingfa, Meng Zhaohai , Qin Pengbo, Wang Taihan, Li Lili. Research Develpment of Airborne Gravity (Magnetic) Multi-Components Gradient Detection and Inversion Technology [J]. Journal of Jilin University(Earth Science Edition), 2023, 53(6): 1928-1949.
[13] Zhang Pan, Han Liguo, Gong Xiangbo, Zhang Fengjiao, Xu Zhuo. Research Progress on Seismic Exploration Methods and Technologies for Metal Mines [J]. Journal of Jilin University(Earth Science Edition), 2023, 53(6): 1969-1982.
[14] Li Yan, Nie Fengjun, Wang Dongxu, Jia Licheng, Lu Shengjun, Yan Zhaobin, Luo Min, Liu Xiaohui. Mineralization Potential Analysis of Sandstone-Type Uranium Deposits in Northern Songliao Basin [J]. Journal of Jilin University(Earth Science Edition), 2023, 53(4): 1075-1089.
[15] Xu Zhihe, Sun Fengyue, Gu Guanwen, Niu Xingguo, Qian Ye. Deep Mineral Exploration   of Magmatic Cu-Ni Sulfide Deposits in the Central Asian Orogenic Belt: Taking Hongqiling Cu-Ni Deposit as an Example [J]. Journal of Jilin University(Earth Science Edition), 2022, 52(5): 1649-1657.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
[1] LIU Jian-feng, CHI Xiao-guo, ZHOU Yan, WANG Tie-fu,JIN Wei, ZHOU Jian-bo, DONG Chun-yan, LI Guang-rong. Rb-Sr Isotopic Dating of the Jinlin Pluton by Whole Rock-Hornblende Method in the Northeast Xiao Hinggan Mountains[J]. J4, 2005, 35(06): 690 -0693 .
[2] HUANG Guan-xing, SUN Ji-chao, ZHANG Ying, LIU Jing-tao, ZHANG Yu-xi, JING Ji-hong. Content and Relationship of Heavy Metals in Groundwater of Sewage Irrigation Area in Pearl River Delta[J]. J4, 2011, 41(1): 228 -234 .
[3] XIAO Chang-lai,LIANG Xiu-juan, CUI Jian-ming, LAN Ying-ying，ZHANG Jun, LI Shu-lan, LIANG Rui-qi, ZHENG Ce. Whole Curve Matching Method for Aquifer Parameters Determination[J]. J4, 2005, 35(06): 751 -0755 .
[4] GUO Zhen-hua, WANG Pu-jun, YIN Chang-hai, HUANG Yu-long. Relationship Between Lithofacies and Logging Facies of the Volcanic Reservoir Rocks in Songliao Basin[J]. J4, 2006, 36(02): 207 -0214 .
[5] SUN Yong-he, FU Xiao-fei, LV Yan-fang, FU Guang, YAN Dong. Suction Role of Seismic Pumping and Physical Simulation on Hydrocarbon Migration and Accumulation[J]. J4, 2007, 37(1): 98 -0104 .
[6] XIE Zhong-lei, CHEN Zhuo，SUN Wen-tian， YIN Bo. Content of Fluoride in Tea Leaves and Distribution of Fluoride in Soils from Different Tea Gardens[J]. J4, 2008, 38(2): 293 -0298 .
[7] JIA Jun-tao, WANG Pu-jun, SHAO Rui，CHENG Ri-hui, ZHANG Bin, HOU Jing-tao, LI Jin-long, BIAN Wei-hua. Stratigraphical Sequence and Regional Correlation of Yingcheng Formation in the Southeast of Songliao Basin[J]. J4, 2007, 37(6): 1110 -1123 .
[8] KANG Li-ming，REN Zhan-li. Study on Multi-Parameters Discrimination Method for Flow Units-Taking W93 Wellblock in Ordos Basin as An Example[J]. J4, 2008, 38(5): 749 -0756 .
[9] XUE Yong-chao, CHENG Lin-song. The Diagenetic Reservoir Facies of Chang 8 Reservoir in Baibao Oilfield[J]. J4, 2011, 41(2): 365 -371 .
[10] JIANG Ji-yi, ZHANG Yu-dong, GU Hong-biao, ZUO Lan-li. Study on the Evaluation Model of Groundwater Environment Evolution Pattern Based on Grey Correlation Entropy[J]. J4, 2009, 39(6): 1111 -1116 .
Copyright © Journal of Jilin University(Earth Science Edition), All Rights Reserved.
Tel: +86-431-88502374；13756165364　E-mail: xuebao1956@jlu.edu.cn
Powered by Beijing Magtech Co. Ltd