Frequency extension and robust full waveform inversion based on nth power operation

Zhang, Pan; Han, Liguo; Gao, Rui; Zhang, Fengjiao; Xing, Zhenzhen

doi:10.1007/s11600-020-00465-6

Artykuł - szczegóły

Tytuł artykułu

Frequency extension and robust full waveform inversion based on nth power operation

Autorzy

Zhang Pan , Han Liguo , Gao Rui , Zhang Fengjiao , Xing Zhenzhen

Wybrane pełne teksty z tego czasopisma

https://www.springer.com/journal/11600

Identyfikatory

DOI

10.1007/s11600-020-00465-6

Warianty tytułu

Języki publikacji

Abstrakty

The conventional full-waveform inversion (FWI) often minimizes the objective function using some local optimization algorithms. As a result, when the initial model is not good enough, the inversion process will drop into a local minimum. The low-frequency components contained in seismic data are of vital importance for reducing the initial model dependence and mitigating the cycle-skipping phenomenon of FWI. In this research, a frequency extension method using the nth power operation is proposed, which compresses the seismic data in time domain and extends their frequency band. Based on this, we construct a new objective function using the nth power wavefeld and derive the corresponding gradient formula. The new objective function shows better property to overcome local minimum than the conventional one. When conduct inversion, we can invert from high-order to low-order successively, which is a new multiscale strategy. Since seismic data is more sensitive to source wavelet errors after high-order operation, we make the method more robust by proposing a source-independent method to mitigate the efects of source wavelet inaccuracy. After that, we extend the proposed method to encoded multisource waveform inversion. The numerical examples on the Marmousi model demonstrate that the proposed method can efectively mitigate the cycle-skipping of FWI, and it also has good anti-noise property.

Słowa kluczowe

low frequency frequency extension full waveform inversion source independent

niska częstotliwość rozszerzenie częstotliwości inwersja pełnego pola falowego

Wydawca

Instytut Geofizyki PAN
Springer

Czasopismo

Acta Geophysica

Rocznik

2020

Tom

Vol. 68, no. 5

Strony

1317--1333

Opis fizyczny

Bibliogr. 49 poz.

Twórcy

autor

Zhang Pan

College of Geo-exploration Science and Technology, Jilin University, Changchun, China
Key Laboratory of Deep-Earth Dynamics of Ministry of Natural Resources, Institute of Geology, Chinese Academy of Geological Sciences, Beijing, China

autor

Han Liguo

hanliguo@jlu.edu.cn

College of Geo-exploration Science and Technology, Jilin University, Changchun, China

autor

Gao Rui

School of Earth Science and Geological Engineering, Sun Yat-sen University, Guangzhou, China

autor

Zhang Fengjiao

College of Geo-exploration Science and Technology, Jilin University, Changchun, China

autor

Xing Zhenzhen

College of Geo-exploration Science and Technology, Jilin University, Changchun, China

Bibliografia

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Typ dokumentu

Bibliografia

Identyfikator YADDA

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