Citation: Xiao Liang, Taiyue Qi, Zhiyi Jin, Wangping Qian. Hybrid support vector machine optimization model for inversion of tunnel transient electromagnetic method[J]. Mathematical Biosciences and Engineering, 2020, 17(4): 3998-4017. doi: 10.3934/mbe.2020221
[1] | E. D. Jens, A. Esben, J. Flemming, The application of the transient electromagnetic method in hydrogeophysical surveys, J. Appl. Geophys., 53 (2003), 181-198. |
[2] | A. Kanta, P. Soupios, P. Barsukov, M. Kouli, Aquifer characterization using shallow geophysics in the Keritis Basin of Western Crete, Greece, Environ. Earth Sci., 70 (2013), 2153-2165. |
[3] | D. Kalisperi, M. Kouli, F. Vallianatos, A transient electromagnetic (TEM) method survey in north-central coast of Crete, Greece: Evidence of seawater intrusion, Geosciences, 8 (2018), 2076−3263. |
[4] | F. Vallianatos, M. Kouli, D. Kalisperi, Evidence of hierarchy in the complex fractured system of geropotamos (Crete, Greece), as extracted from transient electromagnetic responses, Pure Appl. Geophys., 175 (2018), 2895−2904. |
[5] | D. A. Pavlov, M. S. Zhdanov, Analysis and interpretation of anomalous conductivity and magnetic permeability effects in time domain electromagnetic data, J. Appl. Geophys., 46 (2001), 217-233. |
[6] | M. Y. Cheng, Y. W. Wu, L. Chen, Risk preference-based support vector machine inference model for slope collapse prediction, Autom. Constr., 22 (2012), 175-181. |
[7] | C. Zhou, L. Y. Ding, Y. Zhou, Hybrid support vector machine optimization model for prediction of energy consumption of cutter head drives in shield tunneling, J. Comput. Civ. Eng., 33 (2019), 04019019. |
[8] | H. F. Sun, X. Li, X. S. Lu, Transient electromagnetic responses in tunnels with strong interferences and the correcting method: A TBM example, Chin. J. Geophys., 59 (2016), 4720-4732. |
[9] | G. Q. Xue, Y. J. Yan, X. Li, Q. Y. Di, Transient electromagnetic S-inversion in tunnel prediction, Geophys. Res. Lett., 34 (2007). |
[10] | D. M. Tan, Research on Theory and Application for Advanced Prediction of Water by Whole Space Transient Electromagnetism, Master thesis, Southwest Jiaotong University, 2009. |
[11] | W. P. Qian, T. Y. Qi, X. Liang, S. J. Qin, Z. Y. Li, Y. Li, Vehicle-borne transient electromagnetic numerical characteristic parameter of water-bearing body behind tunnel linings, Math. Probl. Eng., 2020 (2020), 8514913. |
[12] | S. E. Cho, Probabilistic stability analyses of slopes using the ANN-based response surface, Comput. Geotech., 36 (2009), 787-797. |
[13] | X. H. Xue, Prediction of slope stability based on hybrid PSO and LSSVM, J. Comput. Civ. Eng., 33 (2019), 04016041. |
[14] | J. Rostami, Performance prediction of hard rock tunnel boring machines (TBMs) in difficult ground, Tunn. Undergr. Space Technol., 57 (2016), 173-182. |
[15] | L. M. Zhang, X. G. Wu, H. P. Zhu, Performing global uncertainty and sensitivity analysis from given data in tunnel construction, J. Comput. Civ. Eng., 31 (2017), 040170. |
[16] | J. A. K. Suykens, J. Vandewalle, Least squares support vector machine classifiers, Neural Process. Lett., 9 (1999), 293−300. |
[17] | Y. Yamagami, J. C. Jiang, A search for the critical slip surface in three-dimensional slope stability analysis, Soils Found., 37 (1997), 1-16. |
[18] | J. Kennedy, R. Eberhart, Particle swarm optimization, in ICNN'95-International Conference on Neural Networks, IEEE, 1995. |
[19] | Y. H. Shi, R. Eberhart, A modified particle swarm optimizer, in 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence, IEEE, 1998. |
[20] | R. Y. Ma, L. L. Yang, Z. C. Zhang, Analysis the characteristic of C1, C2 based on the PSO of iterative shift and trajectory of particle, Math. Comput., 4 (2013), 109-115. |
[21] | C. Elegbede, Structural reliability assessment based on particle swarm optimization, Struct. Saf., 27 (2005), 171-186. |
[22] | M. Y. Cheng, N. D. Hoang, Risk score inference for bridge maintenance project using evolutionary fuzzy least squares support vector machine, J. Comput. Civ. Eng., 28 (2014), 04014003. |
[23] | T. Lee, L. Thomas, The transient electromagnetic response of a polarizable sphere in a conducting half space, Geophys. Prospect., 40 (1992), 541-563. |
[24] | H. M. Lin, S. K. Chang, J. H. Wu, C. H. Juang, Neural network-based model for assessing failure potential of highways lopes in the Alishan, Taiwan area: Pre-and post-earthquake investigation, Eng. Geol., 104 (2009), 280-289. |
[25] | M. N. Nabighian, Quasi-static transient response of a conducting half-space-An approximate representation, Geophysics, 44 (1979), 1700-1705. |