Application of PSBP method in high-density two-dimensional resistivity inversion

被引:0
|
作者
College of Instrumentation and Electrical Engineering, Jilin University, Changchun [1 ]
130026, China
机构
来源
Jilin Daxue Xuebao (Gongxueban) | / 6卷 / 2026-2033期
关键词
Neural networks - Backpropagation;
D O I
10.13229/j.cnki.jdxbgxb201506042
中图分类号
学科分类号
摘要
In nonlinear inversion, neural network algorithm has the shortcomings of easy to fall into local minimum, slow convergence and poor inversion accuracy. To overcome these shortcomings, the Particle Swarm Optimization (PSO) is combined with Back Propagation (BP) neural network to achieve inversion (referred as PSBP). The effectiveness of the PSBP is verified by the classical geoelectric model. Compared with the linear inversion and BP neural network inversion methods, the proposed PSBP method has obvious advantages with good inversion result. ©, 2015, Editorial Board of Jilin University. All right reserved.
引用
收藏
相关论文
共 50 条
  • [1] The application of ABP method in high-density resistivity method inversion
    Zhang Ling-Yun
    Liu Hong-Fu
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2011, 54 (01): : 227 - 233
  • [2] TWO-DIMENSIONAL RESISTIVITY INVERSION
    TRIPP, AC
    HOHMANN, GW
    SWIFT, CM
    GEOPHYSICS, 1984, 49 (10) : 1708 - 1717
  • [3] TWO-DIMENSIONAL RESISTIVITY INVERSION
    TRIPP, AC
    HOHMANN, GW
    SWIFT, CM
    GEOPHYSICS, 1980, 45 (04) : 546 - 546
  • [4] Two-dimensional inversion of DC resistivity based on supervised descent method
    Lei Yi
    Li JiePeng
    Dai QianWei
    Zhang Bin
    Zhou Wei
    Yang JunSheng
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2024, 67 (08): : 3136 - 3149
  • [5] The application of high-density resistivity method in the tunneling engineering geophysical
    Qiu, Ying
    Zhu, Chenping
    Shou, Lingfang
    Zheng, Leilei
    Wang, Cuiying
    NEAR-SURFACE GEOPHYSICS AND HUMAN ACTIVITY, 2008, : 397 - 401
  • [6] Application of high-density resistivity method in investigation of mountainous highway tunnel
    Wang, P.
    Liu, P. P.
    Zhang, L.
    ROCK MECHANICS: ACHIEVEMENTS AND AMBITIONS, 2012, : 35 - 44
  • [7] THE STABILITY OF A TWO-DIMENSIONAL ELECTRON-GAS AT HIGH-DENSITY
    XIE, HK
    ZHOU, SX
    SUN, X
    CHINESE PHYSICS-ENGLISH TR, 1987, 7 (01): : 1 - 9
  • [8] Virtual two-dimensional gel electrophoresis of high-density lipoproteins
    Loo, RRO
    Yam, L
    Loo, JA
    Schumaker, VN
    ELECTROPHORESIS, 2004, 25 (14) : 2384 - 2391
  • [9] High-density flexible interconnect for two-dimensional ultrasound arrays
    Fiering, Jason O.
    Hultman, Peter
    Lee, Warren
    Light, Edward D.
    Smith, Stephen W.
    2000, IEEE, Piscataway, NJ, United States (47)
  • [10] High-density flexible interconnect for two-dimensional ultrasound arrays
    Fiering, JO
    Hultman, P
    Lee, W
    Light, ED
    Smith, SW
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2000, 47 (03) : 764 - 770