Frequency-domain waveform inversion using the phase derivative

Frequency-domain waveform inversion using the phase derivative

Yunseok Choi and Tariq Alkhalifah, "Frequency-domain waveform inversion using the phase derivative", Geophysical Journal International 195 (2013): 1904-1916. doi: 10.1093/gji/ggt351.
Yunseok Choi, Tariq Alkhalifah
Inverse theory, Theoretical seismology, Wave propagation
2013
Phase wrapping in the frequency domain or cycle skipping in the time domain is the major cause of the local minima problem in the waveform inversion when the starting model is far from the true model. Since the phase derivative does not suffer from the wrapping effect, its inversion has the potential of providing a robust and reliable inversion result. We propose a new waveform inversion algorithm using the phase derivative in the frequency domain along with the exponential damping term to attenuate reflections. We estimate the phase derivative, or what we refer to as the instantaneous traveltime, by taking the derivative of the Fourier-transformed wavefield with respect to the angular frequency, dividing it by the wavefield itself and taking the imaginary part. The objective function is constructed using the phase derivative and the gradient of the objective function is computed using the back-propagation algorithm. Numerical examples show that our inversion algorithm with a strong damping generates a tomographic result even for a high ‘single’ frequency, which can be a good initial model for full waveform inversion and migration.