4.4 Article

Full waveform inversion method using envelope objective function without low frequency data

Journal

JOURNAL OF APPLIED GEOPHYSICS
Volume 109, Issue -, Pages 36-46

Publisher

ELSEVIER
DOI: 10.1016/j.jappgeo.2014.07.010

Keywords

Full waveform inversion; Objective function; Nonlinearity; Envelope; Adjoint-state method

Funding

  1. National Science and Technology Major Project of China [2011ZX05005-005-007HZ]
  2. National Natural Science Foundation of China [41274116]
  3. Self-Determined Project of the State Key Laboratory of Marine Geology in China [MGG2013001]

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Full waveform inversion (FWI) has been a successful tool to build high resolution velocity models, but it is affected by a local minima problem. The conventional multi-scale strategy to tackle this severe problem may not work for real seismic data without long offsets and low frequency data. We use an envelope-based objective function FWI method to provide the long wavelength components of the velocity model for the traditional FWI. The gradient can be computed efficiently with the adjoint state method without any additional computational cost Simple models are used to prove that the envelope-based objective function is more convex than the traditional misfit function, thus the cycle-skipping problem can be mitigated. Due to the envelope demodulation effect, the adjoint source of the envelope-based FWI contains abundant low frequency information, therefore the gradient tends to sense the low wavenumber model update. A Marmousi synthetic data example illustrates that the envelope-based FWI method can provide an adequately accurate initial model for the traditional FWI approach even when the initial model is far from the true model and low-frequency data are missing. (C) 2014 Elsevier B.V. All rights reserved.

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