학술논문

Simultaneous Seismic Sources Separation Based on Matrioshka Orthogonal Matching Pursuit, Application in Oil and Gas Exploration
Document Type
Periodical
Source
IEEE Transactions on Geoscience and Remote Sensing IEEE Trans. Geosci. Remote Sensing Geoscience and Remote Sensing, IEEE Transactions on. 58(7):4529-4546 Jul, 2020
Subject
Geoscience
Signal Processing and Analysis
Matching pursuit algorithms
Earth
Receivers
Signal processing
Data models
Dictionaries
Crosstalk
Acquisition
matching pursuit
optimization methods
seismic signal processing
sources separation
Language
ISSN
0196-2892
1558-0644
Abstract
We present Matrioshka orthogonal matching pursuit (OMP), a method consisting of two nested OMPs for separating seismic sources at an early stage of the signal processing chain. Matrioshka OMP is based on models of sensor signals that place nonrestrictive assumptions on the seismic survey using simultaneous sources. Our seismic event model is based on the spatial coherence of signals, which results in a straight or slightly curved feature in the trace representation of the data with a specific wavelet, whose magnitude can linearly vary according to the offset. We demonstrate the effectiveness of the approach on synthetic and real data.