Bibliography

Abma, R., and J. Claerbout, 1995, Lateral prediction for noise attenuation by $t-x$ and $f-x$ techniques: Geophysics, 60, 1887-1896.

Aharon, M., M. Elad, and A. M. Bruckstein, 2006, The K-SVD: An algorithm for designing of evercomplete dictionaries for sparse representation: IEEE Transactions on Signal Processing, 54, 4311-4322.

Beckouche, S., and J. Ma, 2014, Simultaneous dictionary learning and denoising for seismic data: Geophysics, 79, A27-A31.

Bekara, M., and M. van der Baan, 2007, Local singular value decomposition for signal enhancement of seismic data: Geophysics, 72, V59-V65.

Cai, J., S. Huang, H. Ji, Z. Shen, and G. Ye, 2013, Data-driven tight frame construction and image denoising: Applied and Computational Harmonic Analysis, doi: 10.1016/j.acha.2013.10.001.

Canales, L., 1984, Random noise reduction: 54th Annual International Meeting, SEG, Expanded Abstracts, 525-527.

Chen, Y., 2016, Dip-separated structural filtering using seislet thresholding and adaptive empirical mode decomposition based dip filter: Geophysical Journal International, 206, no. 1, 457-469.

Chen, Y., and S. Fomel, 2015a, EMD-seislet transform: 85th Annual International Meeting, SEG, Expanded Abstracts, 4775-4778.

----, 2015b, Random noise attenuation using local signal-and-noise orthogonalization: Geophysics, 80, WD1-WD9.

Chen, Y., S. Fomel, and J. Hu, 2014, Iterative deblending of simultaneous-source seismic data using seislet-domain shaping regularization: Geophysics, 79, no. 5, V179-V189.

Chen, Y., and J. Ma, 2014, Random noise attenuation by f-x empirical mode decomposition predictive filtering: Geophysics, 79, V81-V91.

Chen, Y., J. Ma, and S. Fomel, 2016a, Double-sparsity dictionary for seismic noise attenuation: Geophysics, 81, V17-V30.

Chen, Y., D. Zhang, W. Huang, and W. Chen, 2016b, An open-source matlab code package for improved rank-reduction 3D seismic data denoising and reconstruction: Computers & Geosciences, 95, 59-66.

Chen, Y., D. Zhang, Z. Jin, X. Chen, S. Zu, W. Huang, and S. Gan, 2016c, Simultaneous denoising and reconstruction of 5D seismic data via damped rank-reduction method: Geophysical Journal International, 206, no. 3, 1695-1717.

Fomel, S., 2007, Local seismic attributes: Geophysics, 72, A29-A33.

----, 2013, Seismic data decomposition into spectral components using regularized nonstationary autoregression: Geophysics, 78, O69-O76.

Fomel, S., and Y. Liu, 2010, Seislet transform and seislet frame: Geophysics, 75, V25-V38.

Foster, B., S. Mahadevan, and R. Wang, 2012, A gpu-based approximate svd algorithm: Parallel Processing and Applied Mathematics, Book chapter, 569-578.

Gan, S., Y. Chen, S. Wang, X. Chen, W. Huang, and H. Chen, 2016a, Compressive sensing for seismic data reconstruction using a fast projection onto convex sets algorithm based on the seislet transform: Journal of Applied Geophysics, 130, 194-208.

Gan, S., Y. Chen, S. Zu, S. Qu, and W. Zhong, 2015a, Structure-oriented singular value decomposition for random noise attenuation of seismic data: Journal of Geophysics and Engineering, 12, 262-272.

Gan, S., S. Wang, Y. Chen, and X. Chen, 2016b, Simultaneous-source separation using iterative seislet-frame thresholding: IEEE Geoscience and Remote Sensing Letters, 13, no. 2, 197-201.

Gan, S., S. Wang, Y. Chen, X. Chen, and K. Xiang, 2016c, Separation of simultaneous sources using a structural-oriented median filter in the flattened dimension: Computers & Geosciences, 86, 46-54.

Gan, S., S. Wang, Y. Chen, S. Qu, and S. Zu, 2016d, Velocity analysis of simultaneous-source data using high-resolution semblance-coping with the strong noise: Geophysical Journal International, 204, 768-779.

Gan, S., S. Wang, Y. Chen, Y. Zhang, and Z. Jin, 2015b, Dealiased seismic data interpolation using seislet transform with low-frequency constraint: IEEE Geoscience and Remote Sensing Letters, 12, 2150-2154.

Gao, J., J. Mao, W. Chen, and Q. Zheng, 2006, On the denoising method of prestack seismic data in wavelet domain: Chinese J. Geophys, 49, 1155-1163.

Gulunay, N., 2000, Noncausal spatial prediction filtering for random noise reduction on 3-d poststack data: Geophysics, 65, 1641-1653.

Hennenfent, G., and F. Herrmann, 2006, Seismic denoising with nonunformly sampled curvelets: Computing in Science & Engineering, 8, 16-25.

Huang, N. E., Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, N.-C. Yen, C. C. Tung, and H. H. Liu, 1998, The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis: Proceeding of the Royal Society of London Series A, 454, 903-995.

Huang, W., R. Wang, Y. Chen, H. Li, and S. Gan, 2016a, Damped multichannel singular spectrum analysis for 3D random noise attenuation: Geophysics, 81, V261-V270.

Huang, W., R. Wang, Y. Yuan, S. Gan, and Y. Chen, 2017, Signal extraction using randomized-order multichannel singular spectrum analysis: Geophysics, 82, no. 2, V59-V74.

Huang, W., R. Wang, Y. Zhou, Y. Chen, and R. Yang, 2016b, Improved principal component analysis for 3D seismic data simultaneous reconstruction and denoising: 86th Annual International Meeting, SEG, Expanded Abstracts, 4777-4781.

Kaplan, S. T., M. D. Sacchi, and T. J. Ulrych, 2009, Sparse coding for data-driven coherent and incoherent noise attenuation: 79th Annual International Meeting, SEG, Expanded Abstracts, 3327-3331.

Kong, D., and Z. Peng, 2015, Seismic random noise attenuation using shearlet and total generalized variation: Journal of Geophysics and Engineering, 12, 1024-1035.

Li, H., R. Wang, S. Cao, Y. Chen, and W. Huang, 2016a, A method for low-frequency noise suppression based on mathematical morphology in microseismic monitoring: Geophysics, 81, no. 3, V159-V167.

Li, H., R. Wang, S. Cao, Y. Chen, N. Tian, and X. Chen, 2016b, Weak signal detection using multiscale morphology in microseismic monitoring: Journal of Applied Geophysics, 133, 39-49.

Liu, G., and X. Chen, 2013, Noncausal f-x-y regularized nonstationary prediction filtering for random noise attenuation on 3D seismic data: Journal of Applied Geophysics, 93, 60-66.

Liu, G., X. Chen, J. Du, and J. Song, 2011, Seismic noise attenuation using nonstationary polynomial fitting: Applied Geophysics, 8, 18-26.

Liu, G., X. Chen, J. Du, and K. Wu, 2012, Random noise attenuation using f-x regularized nonstationary autoregression: Geophysics, 77, V61-V69.

Liu, G., S. Fomel, L. Jin, and X. Chen, 2009a, Stacking seismic data using local correlation: Geophysics, 74, V43-V48.

Liu, W., S. Cao, S. Gan, Y. Chen, S. Zu, and Z. Jin, 2016, One-step slope estimation for dealiased seismic data reconstruction via iterative seislet thresholding: IEEE Geoscience and Remote Sensing Letters, 13, no. 10, 1462-1466.

Liu, Y., 2013, Noise reduction by vector median filtering: Geophysics, 78, V79-V87.

Liu, Y., C. Liu, and D. Wang, 2009b, A 1D time-varying median filter for seismic random, spike-like noise elimination: Geophysics, 74, V17-V24.

Menon, A. K., and C. Elkan, 2011, Fast algorithms for approximating the singular value decomposition: Journal ACM Transactions on Knowledge Discovery from Data (TKDD), 5, 1-36.

Neelamani, R., A. Baumstein, D. Gillard, M. Hadidi, and W. Soroka, 2008, Coherent and random noise attenuation using the curvelet transform: The Leading Edge, 27, 240-248.

Oropeza, V., and M. Sacchi, 2011, Simultaneous seismic data denoising and reconstruction via multichannel singular spectrum analysis: Geophysics, 76, V25-V32.

Protter, M., and M. Elad, 2009, Image sequence denoising via sparse and redundant representations: IEEE Trans Image Process, 18, 27-35.

Qu, S., H. Zhou, Y. Chen, S. Yu, H. Zhang, J. Yuan, Y. Yang, and M. Qin, 2015, An effective method for reducing harmonic distortion in correlated vibroseis data: Journal of Applied Geophysics, 115, 120-128.

Rubinstein, R., M. Zibulevsky, and M. Elad, 2008, Efficient implementation of the k-svd algorithm using batch orthogonal matching pursuit: Tech. Rep.

Sahoo, S. K., and A. Makur, 2013, Dictionary training for sparse representation as generalization of k-means clustering: IEEE Signal Processing Letters, 20, 587-590.

Trickett, S., 2008, F-xy cadzow noise suppression: CSPG CSEG CWLS Convention, 303-306.

Wang, D., C. Liu, Y. Liu, and G. Liu, 2008, Application of wavelet transform based on lifting scheme and percentiles soft-threshold to elimination of seismic random noise: Progress in Geophysics (in Chinese), 23, 1124-1130.

Wang, Y., 1999, Random noise attenuation using forward-backward linear prediction: J. Seism. Explor., 8, 133-142.

Wu, J., R. Wang, Y. Chen, Y. Zhang, S. Gan, and C. Zhou, 2016, Multiples attenuation using shaping regularization with seislet domain sparsity constraint: Journal of Seismic Exploration, 25, no. 1, 1-9.

Yu, S., J. Ma, X. Zhang, and M. Sacchi, 2015, Denoising and interpolation of high-dimensional seismic data by learning tight frame: Geophysics, 80, V119-V132.

Zhang, C., Y. Li, H. Lin, and B. Yang, 2015, Signal preserving and seismic random noise attenuation by hurst exponent based time-frequency peak filtering: Geophysical Journal International, 203, 901-909.

Zhang, D., Y. Chen, W. Huang, and S. Gan, 2016, Multi-step damped multichannel singular spectrum analysis for simultaneous reconstruction and denoising of 3d seismic data: Journal of Geophysics and Engineering, 13, 704-720.

Zhuang, G., Y. Li, Y. Liu, H. Lin, H. Ma, and N. Wu, 2015, Varying-window-length TFPF in high-resolution radon domain for seismic random noise attenuation: IEEE Geoscience and Remote Sensing Letters, 12, 404-408.

Zu, S., H. Zhou, Y. Chen, , S. Qu, X. Zou, H. Chen, and R. Liu, 2016, A periodically varying code for improving deblending of simultaneous sources in marine acquisition: Geophysics, 81, V213-V225.