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Improvement and assessment of a damped least-square solution of Rayleigh-wave inversion

机译:瑞利波反演的阻尼最小二乘解的改进和评估

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High-frequency (≥ 2 Hz) Rayleigh-wave phase velocities have been utilized to determine shear (S)-wave velocities in near-surface geophysics since the early 1980s.For a given near-surface geophysical problem,it is essential to understand how well the data,calculated according to a layered-earth model,might match the observed data.It is also important to recognize that a match may only be possible for data within a certain frequency range or at specific frequencies because the sensitivity of Rayleigh-wave phase velocities due to changes in S-wave velocities varies with frequency.A data-resolution matrix is a function of the data kernel (the Jacobian matrix,determined by a geophysical model and a priori information applied to the problem) not the data.A data-resolution matrix of high-frequency Rayleigh-wave phase velocities,therefore,offers a quantitative tool for designing of field surveys and predicting the match between calculated and observed data.The resulting discussion provides insights into the process of inverting Rayleigh-wave phase velocities to estimate S-wave velocity structure.Because of restrictions on the data kernel for the inversion system,each near-surface geophysical target can only be resolved using Rayleigh-wave phase velocities within specific frequency ranges,and higher mode data are normally more accurately predicted than fundamental mode data.In a real-world example,we evaluated how well phase velocities can be predicted at different frequencies and the advantages of incorporating higher modes in inversion with the data-resolution matrix.Inversion with selected surface-wave data determined by data-resolution matrix provided better results in terms of model resolution.We determined an optimal damping vector in a vicinity of an inverted model with the singular value decomposition of a trade-off function of model resolution and variance.With these vectors,we can assess an inverted model obtained using a damped least-square method.
机译:自1980年代初以来,高频(≥2 Hz)瑞利波相速度已被用于确定近地表地球物理学中的剪切(S)波速度。对于给定的近地表地球物理问题,必须了解如何根据分层地球模型计算得出的数据可能与观察到的数据相匹配。认识到匹配仅对特定频率范围内或特定频率下的数据才可能匹配,这一点也很重要,因为瑞利波的灵敏度由于S波速度变化而引起的相速度随频率而变化。数据分辨率矩阵是数据核(由地球物理模型和应用于该问题的先验信息确定的雅可比矩阵)的函数,而不是数据的函数。高频瑞利波相速度的数据分辨率矩阵,因此提供了一种定量工具,用于设计野外勘测和预测计算数据与观测数据之间的匹配。考虑将瑞利波相速度进行反演以估计S波速度结构的过程。由于反演系统数据内核的限制,每个近地表地球物理目标只能使用特定频率内的瑞利波相速度来解决。在一个实际示例中,我们评估了在不同频率下可以很好地预测相速度,以及将高模反演与数据分辨率矩阵合并的优势通过由数据分辨率矩阵确定的选定表面波数据进行反演,在模型分辨率方面提供了更好的结果。我们通过模型分辨率折衷函数的奇异值分解,确定了反向模型附近的最佳阻尼矢量使用这些向量,我们可以评估使用阻尼最小二乘法获得的倒置模型。

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