• ISSN 2097-1893
  • CN 10-1855/P

人工地震勘探全波形反演梯度导引类最优化方法对比研究

Comparative study of gradient guided optimization inversion methods for full waveform inversion in seismic exploration

  • 摘要: 为了研究梯度法、共轭梯度法等梯度导引类最优化方法在人工地震勘探全波形反演算法流程中的具体应用效果,构建全波形反演程序,实现了Gradient、Hestenes-Stiefel、Polak-Ribiere-Polyak、Fletcher-Reeves、Conjugate-Descent、Dai-Yuan等多种最优化算法开展对比研究. 进行了模型算例实验,获得了全面、充分的实验结果. 研究可见,针对所构建的Overthrust近地表速度模型,Conjugate-Descent最优化算法应用效果最佳. 虽然实验结果可能受模型复杂程度、实验中所采用的地震子波主频等多种因素影响,但本次研究结果可为相关工作提供研究思路和测试结果方面的参考借鉴.

     

    Abstract: In order to study the specific application effect of gradient guided optimization methods such as gradient method and conjugate gradient method in the full waveform inversion algorithm flow of seismic exploration, the full waveform inversion algorithm program is constructed. A variety of optimization algorithms such as Hestenes-Stiefel, Polak-Ribiere-Polyak, Fletcher-Reeves, Conjugate Descent and Dai-Yuan are implemented. The model example experiment is carried out, and the comprehensive and sufficient experimental results are obtained. The research results show that the Conjugate Descent optimization algorithm achieves the best application effect for the Overthrust near-surface velocity model constructed. Although the experimental results may be affected by many factors such as the complexity of the model and the main frequency of the seismic wavelet used in the experiment, the results of this study can provide reference for related work on research ideas and experimental results.

     

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