基于l2范数代价函数最小化空间模拟误差的鲁棒地震波场建模方法

IF 6.1 1区 工程技术 Q2 ENERGY & FUELS Petroleum Science Pub Date : 2025-03-01 DOI:10.1016/j.petsci.2024.12.003
Wei-Ting Peng , Jian-Ping Huang
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引用次数: 0

摘要

为了减小有限差分法产生的空间模拟误差,以往的研究总是通过最小化空间色散关系的误差来计算最优有限差分权值。然而,我们证明了有限差分法的空间模拟误差与有限差分权值的空间色散关系与地震波场频谱的点积有关。基于点积关系,构造L2范数代价函数,使空间模拟误差最小化。为了解决这一优化问题,需要波数区域的地震波场信息。然而,地震波场通常是通过昂贵的正演模拟技术获得的。由于地震小波在确定地震波场中起着关键作用,为了减少计算成本,我们将地震小波的频谱替换为地震波场的频谱。在求解优化问题时,我们设计了一种穷举搜索方法来求解L2范数优化问题。通过对优化问题的求解,可以实现空间仿真误差最小的有限差分权值。在理论误差分析中,与以往的优化算法相比,该方法的有限差分权值可以输出更精确的仿真结果。此外,我们通过综合模型的数值试验验证了我们的方法,这些模型包括均匀/非均匀介质以及各向同性和各向异性介质。
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A robust seismic wavefield modeling method based on minimizing spatial simulation error using L2-norm cost function
To reduce the spatial simulation error generated by the finite difference method, previous researchers compute the optimal finite-difference weights always by minimizing the error of spatial dispersion relation. However, we prove that the spatial simulation error of the finite difference method is associated with the dot product of the spatial dispersion relation of the finite-difference weights and the spectrum of the seismic wavefield. Based on the dot product relation, we construct a L2 norm cost function to minimize spatial simulation error. For solving this optimization problem, the seismic wavefield information in wavenumber region is necessary. Nevertheless, the seismic wavefield is generally obtained by costly forward modeling techniques. To reduce the computational cost, we substitute the spectrum of the seismic wavelet for the spectrum of the seismic wavefield, as the seismic wavelet plays a key role in determining the seismic wavefield. In solving the optimization problem, we design an exhaustive search method to obtain the solution of the L2 norm optimization problem. After solving the optimization problem, we are able to achieve the finite-difference weights that minimize spatial simulation error. In theoretical error analyses, the finite-difference weights from the proposed method can output more accurate simulation results compared to those from previous optimization algorithms. Furthermore, we validate our method through numerical tests with synthetic models, which encompass homogenous/inhomogeneous media as well as isotropic and anisotropic media.
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来源期刊
Petroleum Science
Petroleum Science 地学-地球化学与地球物理
CiteScore
7.70
自引率
16.10%
发文量
311
审稿时长
63 days
期刊介绍: Petroleum Science is the only English journal in China on petroleum science and technology that is intended for professionals engaged in petroleum science research and technical applications all over the world, as well as the managerial personnel of oil companies. It covers petroleum geology, petroleum geophysics, petroleum engineering, petrochemistry & chemical engineering, petroleum mechanics, and economic management. It aims to introduce the latest results in oil industry research in China, promote cooperation in petroleum science research between China and the rest of the world, and build a bridge for scientific communication between China and the world.
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