论文标题
Wavefield重建反演:一个例子
Wavefield Reconstruction Inversion: an example
论文作者
论文摘要
由物理过程模拟驱动的非线性最小二乘数据拟合是一种经典且广泛成功的技术,用于解决科学和工程中的反问题。 Known as "Full Waveform Inversion" in application to seismology, it can extract detailed maps of earth structure from near-surface seismic observations, but also suffers from a defect not always encountered in other applications: the least squares error function at the heart of this method tends to develop a high degree of nonconvexity, so that local optimization methods (the only numerical methods feasible for field-scale problems) may fail to produce geophysically useful地球结构的最终估计值,除非提供质量的初始估计,否则并非总是可用的。已经提出了许多替代优化原则,这些原理有望从全波形反演的多模态中释放一定程度的释放,其中包括Wavefield重建反演,这是本文的重点。应用于简单的一维声传输问题,在渐近意义上,全波形和波场重建反演方法都减少了可显式计算函数的最小化。此处介绍的分析明确显示了如何在全波形倒置中出现多个局部最小值,而波场重建反演可能容易受到相同的“循环锻造”故障模式的影响。
Nonlinear least squares data-fitting driven by physical process simulation is a classic and widely successful technique for the solution of inverse problems in science and engineering. Known as "Full Waveform Inversion" in application to seismology, it can extract detailed maps of earth structure from near-surface seismic observations, but also suffers from a defect not always encountered in other applications: the least squares error function at the heart of this method tends to develop a high degree of nonconvexity, so that local optimization methods (the only numerical methods feasible for field-scale problems) may fail to produce geophysically useful final estimates of earth structure, unless provided with initial estimates of a quality not always available. A number of alternative optimization principles have been advanced that promise some degree of release from the multimodality of Full Waveform Inversion, amongst them Wavefield Reconstruction Inversion, the focus of this paper. Applied to a simple 1D acoustic transmission problem, both Full Waveform and Wavefield Reconstruction Inversion methods reduce to minimization of explicitly computable functions, in an asymptotic sense. The analysis presented here shows explicitly how multiple local minima arise in Full Waveform Inversion, and that Wavefield Reconstruction Inversion can be vulnerable to the same "cycle-skipping" failure mode.