Iterative deblending using shaping regularization with a combined PNMO-MF-FK coherency filter

Abstract Simultaneous shooting achieves a much faster acquisition but poses a challenging problem for subsequent processing because of the interference from the neighbor crews. Separation of different sources, also called deblending, becomes important for the overall success of the new acquisition technology. In this paper, we propose a novel deblending approach following the shaping regularization framework. The shaping operator is chosen as an effective filter, combining pseudo normal-moveout, median filtering, and frequency wavenumber filtering (PNMO-MF-FK). We combine the median-filter based deblending approaches and the FK filter based deblending approach within the proposed framework. Instead of simply using the median filter to remove blending noise, we apply a pseudo NMO (PNMO) to prepare a relatively flatter profile in advance, which can make the median filter more effective. It is the first time that the PNMO, median filtering, and FK filtering are combined to form a powerful coherency filter in order to improve the performance of iterative deblending. The proposed deblending approach with the PNMO-MF-FK filter can obtain successful performance within small number of iterations. Compared with the alternative MF-FK filter and FK filter, the PNMO-MF-FK filter can obtain obviously better deblending results. We use both simulated synthetic and field data examples to demonstrate the performance of the proposed approach.

[1]  Yangkang Chen,et al.  Random noise attenuation by a selective hybrid approach using f-x empirical mode decomposition , 2014, SEG Technical Program Expanded Abstracts 2014.

[2]  M. Sacchi,et al.  Separation of simultaneous source data via iterative rank reduction , 2013 .

[3]  Ray Abma Shot scheduling in simultaneous shooting , 2014 .

[4]  Gerrit Blacquière,et al.  Separation of blended data by iterative estimation and subtraction of blending interference noise , 2011 .

[5]  R. Abma,et al.  High Quality Separation of Simultaneous Sources by Sparse Inversion , 2010 .

[6]  I. Ahmed,et al.  A marine node simultaneous source acquisition trial at Atlantis, Gulf of Mexico , 2013 .

[7]  Ray Abma,et al.  Popcorn shooting: Sparse inversion and the distribution of airgun array energy over time , 2013 .

[8]  C. Beasley,et al.  A New Look At Simultaneous Sources , 1998 .

[9]  R. L. Abma,et al.  Separating Simultaneous Sources by Inversion , 2009 .

[10]  G. Blacquière,et al.  Iterative method for the separation of blended seismic data: discussion on the algorithmic aspects , 2012 .

[11]  Gary Hampson,et al.  Acquisition using simultaneous sources , 2008 .

[12]  F. Herrmann,et al.  Designing Simultaneous Acquisitions with Compressive Sensing , 2009 .

[13]  S. Fomel,et al.  Shaping regularization in geophysical-estimation problems , 2007 .

[14]  Shaohuan Zu,et al.  Seismic imaging of simultaneous-source data using constrained least-squares reverse time migration , 2015 .

[15]  Craig J. Beasley,et al.  A 3D simultaneous source field test processed using alternating projections: a new active separation method , 2012 .

[16]  Hui Zhou,et al.  A Periodically Variational Dithering Code for Improving Deblending Performance , 2015 .

[17]  Xiaohong Chen,et al.  Velocity analysis using similarity-weighted semblance , 2015 .

[18]  Yangkang Chen,et al.  Random noise attenuation by f-x empirical mode decomposition predictive filtering , 2014 .

[19]  Chengbo Li,et al.  Joint Source Deblending and Reconstruction for Seismic Data , 2013 .

[20]  Ian Moore,et al.  The acquisition and processing of dithered slip‐sweep vibroseis data , 2012 .

[21]  Jiang Yuan,et al.  Deblending using normal moveout and median filtering in common-midpoint gathers , 2014 .

[22]  Yangkang Chen,et al.  Application of spectral decomposition using regularized non-stationary autoregression to random noise attenuation , 2015 .

[23]  T. Liu,et al.  Velocity Analysis of Simultaneous-source Data Using Similarity-weighted Semblance , 2015 .

[24]  Manhong Guo,et al.  Source Separation of Simultaneous Source OBC Data , 2009 .

[25]  James Rickett,et al.  Simultaneous Source Separation By Sparse Radon Transform , 2008 .

[26]  Guochang Liu,et al.  Stacking seismic data using local correlation , 2009 .

[27]  Gerrit Blacquière,et al.  Convergence analysis of a coherency‐constrained inversion for the separation of blended data , 2012 .

[28]  Yangkang Chen,et al.  Deblending using a space-varying median filter , 2014 .

[29]  Yangkang Chen,et al.  Random noise attenuation using local signal-and-noise orthogonalization , 2015 .

[30]  Yangkang Chen,et al.  Imaging Incomplete Data and Simultaneous-Source Data Using Least-Squares Reverse-Time Migration With Shaping Regularization , 2014 .

[31]  Yangkang Chen,et al.  An effective method for reducing harmonic distortion in correlated vibroseis data , 2015 .

[32]  A. Berkhout Changing the mindset in seismic data acquisition , 2008 .

[33]  Jingwei Hu,et al.  Iterative deblending of simultaneous-source seismic data using seislet-domain shaping regularization , 2014 .

[34]  A. Mahdad,et al.  Deblending of seismic data , 2012 .

[35]  L. Canales Random Noise Reduction , 1984 .

[36]  Yi Luo,et al.  Simultaneous sources separation via multidirectional vector-median filtering , 2012 .