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High-performance 3D first arrival traveltime tomography with upwind finite differences and shaping regularization

机译:高性能3D首次抵达旅行时间断层扫描,具有逆风有限差异和塑造正则化

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Traditional algorithms utilized for traveltime tomography are not well suitable for handling large 3D seismic data because of the shortcomings inherited in the ray tracing technique. Besides, the slow convergence speed of classical algorithms based on Tikhonov's regularization are also unacceptable as only few iterations are affordable in real large 3D problems. In this paper, we develop an efficient 3D first arrival travel time tomography scheme based on the upwind finite differences algorithms and the shaping regularization. No cumbersome ray tracing techniques are needed since the forward and adjoint problems can be solved efficiently by using several linear operators we proposed based on the upwind differences technique. Moreover, the speed of convergence can be improved considerably with the usage of shaping regularization. The numerical experiment on 3D Marmousi model has demonstrated the better accuracy and faster convergence of proposed method compared with classical algorithm.
机译:用于旅行时间断层扫描的传统算法不适合处理大型3D地震数据,因为在射线跟踪技术中继承的缺点。此外,基于Tikhonov的正则化的经典算法的缓慢收敛速度也是不可接受的,因为只有很少的迭代在真正的大3D问题中是可承受的。在本文中,我们开发了一种基于UPWIND有限差异算法和塑造正则化的高效3D第一到达旅行时间断层扫描方案。不需要繁琐的射线跟踪技术,因为通过使用基于冲压差异技术的几个线性操作员可以有效地解决前向和伴随问题。此外,随着塑造正则化的使用,可以显着提高收敛速度。与经典算法相比,3D Marmousi模型的数值实验表明了所提出的方法的更好的准确性和更快的收敛性。

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